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Principles: do not overplan, break down the system, do not overcomplicate, base models on real-world analogs.", "provenance": { "created": "2026-10-24-taxonomy-m7" }, "type": "source", "url": "https://www.taylorfrancis.com/books/9781482254808/chapters/10.1201/b18373-47", "venue": "Game AI Pro 2, ed. Steve Rabin, CRC Press (chapter 41)" }, { "_derived": { "incoming": { "cited_by": [ "human-behavior-simulation-models" ] } }, "accessed": "2026-10-24", "arxiv": "2208.10264", "authors": [ "Gati Aher", "Rosa I. Arriaga", "Adam Tauman Kalai" ], "date": "2022-08-18", "id": "src-aher-2022-turing-experiments", "kind": "preprint", "name": "Using Large Language Models to Simulate Multiple Humans and Replicate Human Subject Studies", "notes": "Turing Experiments: models replicated Ultimatum Game, garden path sentence, and Milgram shock findings; a wisdom-of-crowds experiment revealed a hyper-accuracy distortion in ChatGPT and GPT-4.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://arxiv.org/abs/2208.10264", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "ml-weather-models" ] } }, "accessed": "2026-10-24", "arxiv": "2506.10772", "authors": [ "Ferran Alet", "Ilan Price", "Andrew El-Kadi", "et al.", "Peter Battaglia" ], "date": "2025-06-12", "id": "src-alet-2025-fgn", "kind": "preprint", "name": "Skillful joint probabilistic weather forecasting from marginals", "notes": "FGN: ensembles from learned model perturbations trained on per-location CRPS; state-of-the-art ensemble skill and cyclone tracks while capturing joint spatial structure.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2506.10772" }, { "_derived": { "incoming": { "cited_by": [ "deep-rl-npc-policies" ] } }, "accessed": "2026-10-24", "arxiv": "2011.04764", "authors": [ "Eloi Alonso", "Maxim Peter", "David Goumard", "Joshua Romoff" ], "date": "2020-11-09", "id": "src-alonso-2020-drl-navigation-aaa", "kind": "preprint", "name": "Deep Reinforcement Learning for Navigation in AAA Video Games", "notes": "Ubisoft La Forge; learned navigation for grappling hooks, jetpacks, teleporters, and double jumps on maps about ten times larger than typical RL maps, one modeled on a Ubisoft AAA game; at least 90% success.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "diffusion-game-engines" ] } }, "accessed": "2026-10-24", "arxiv": "2405.12399", "authors": [ "Eloi Alonso", "Adam Jelley", "Vincent Micheli", "Anssi Kanervisto", "Amos Storkey", "Tim Pearce", "François Fleuret" ], "date": "2024-05", "id": "src-alonso-2024-diamond", "kind": "paper", "name": "Diffusion for World Modeling: Visual Details Matter in Atari", "notes": "DIAMOND: Atari 100k mean HNS 1.46. CS:GO world model from 87 h of human play, about 10 fps on an RTX 3090, trained 12 days on an RTX 4090; allows repeated jumps the real game forbids.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://diamond-wm.github.io/", "venue": "NeurIPS 2024" }, { "_derived": { "incoming": { "cited_by": [ "llm-agent-societies", "project-sid" ] } }, "accessed": "2026-10-24", "arxiv": "2411.00114", "authors": [ "Altera.AL", "Andrew Ahn", "Nic Becker", "Stephanie Carroll", "Nico Christie", "Manuel Cortes", "Arda Demirci", "Melissa Du", "Frankie Li", "Shuying Luo", "Peter Y Wang", "Mathew Willows", "Feitong Yang", "Guangyu Robert Yang" ], "date": "2024-10-31", "id": "src-altera-2024-project-sid", "kind": "preprint", "name": "Project Sid: Many-agent simulations toward AI civilization", "notes": "PIANO architecture with concurrent modules and a cognitive controller; 10 to 1000+ agents in Minecraft (results up to 500); role specialization; 29-agent constitution and 20 percent tax experiment with influencers and votes; Pastafarianism seeded by 20 priests; GPT-4o base model.", "provenance": { "created": "2026-10-24-catalog-gd" }, "type": "source", "url": "https://arxiv.org/abs/2411.00114", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "hydrology", "timberborn" ] } }, "accessed": "2026-10-24", "authors": [ "Michal Amielanczyk", "Kamil Dawidow" ], "date": "2023-02-28", "id": "src-amielanczyk-2023-timberborn-water", "kind": "postmortem", "name": "Deep Dive: Designing the dynamic irrigation and water systems in Timberborn", "notes": "Single-layer 2D water model adapted from erosion simulation; tiles linked to four neighbors by virtual pipes; ticks every couple of hundred ms; water levels equalize; evaporation; recurring droughts grow harsher and ramp source strength down early; hard-coded dam values avoided because they caused oscillations; moisture falls off per tile and sharply uphill.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://www.gamedeveloper.com/design/deep-dive-timberborn-s-water-mechanics", "venue": "Game Developer" }, { "_derived": { "incoming": { "cited_by": [ "anno-1800", "goods-consumption", "population-strata" ] } }, "accessed": "2026-10-24", "authors": [ "Anno 1800 Wiki contributors" ], "date": "2026", "id": "src-anno1800wiki-2026-needs", "kind": "encyclopedia", "name": "Needs", "notes": "Basic needs raise inhabitants per house; luxury needs raise taxes and happiness; houses must be full to advance tiers; consumption measured per residence per second.", "provenance": { "created": "2026-10-24-taxonomy-m1" }, "type": "source", "url": "https://anno1800.fandom.com/wiki/Needs", "venue": "Anno 1800 Wiki (Fandom)" }, { "_derived": { "incoming": { "cited_by": [ "anno-1800", "population-strata" ] } }, "accessed": "2026-10-24", "authors": [ "Anno 1800 Wiki contributors" ], "date": "2026", "id": "src-anno1800wiki-2026-population", "kind": "encyclopedia", "name": "Population", "notes": "Old World tiers Farmers, Workers, Artisans, Engineers, Investors; New World Jornaleros and Obreros; a house advances when full, basic needs are met, and construction materials are available; luxury needs are optional and raise taxes and happiness; island level set by the highest tier, such as 500 Engineers (capital) and 1,750 Investors (metropolis).", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://anno1800.fandom.com/wiki/Population", "venue": "Anno 1800 Wiki (Fandom)" }, { "_derived": { "incoming": { "cited_by": [ "mindustry" ] } }, "accessed": "2026-10-24", "authors": [ "Anuken" ], "date": "2026", "id": "src-anuke-2026-mindustry-repository", "kind": "repository", "name": "Mindustry source repository", "notes": "README describes 'The automation tower defense RTS, written in Java'; GPL-3.0; desktop, Android, and server builds.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://github.com/Anuken/Mindustry", "venue": "GitHub" }, { "_derived": { "incoming": { "cited_by": [ "pocket-city" ] } }, "accessed": "2026-10-25", "authors": [ "Codebrew Games Inc." ], "date": "2026", "id": "src-apple-2026-pocket-city-ios", "kind": "store-page", "name": "Pocket City", "notes": "Seller Codebrew Games Inc.; iPhone, iPad, iPod touch, Apple silicon Mac, and Vision Pro; description lists residential, commercial, and industrial zones, parks, responding to crime and disasters, and no microtransactions or long wait times.", "provenance": { "created": "2026-10-25-catalog-game-pilot" }, "type": "source", "url": "https://apps.apple.com/app/id1330451888", "venue": "App Store" }, { "_derived": { "incoming": { "cited_by": [ "pocket-city" ] } }, "accessed": "2026-10-25", "authors": [ "Codebrew Games Inc." ], "date": "2026", "id": "src-apple-2026-pocket-city-mac", "kind": "store-page", "name": "Pocket City (Mac)", "notes": "Mac-only listing by Codebrew Games Inc. (copyright 2020), requiring macOS 10.10 or later; describes the iOS city builder as now available for macOS; zones, parks, crime and disasters, levels that unlock buildings.", "provenance": { "created": "2026-10-25-catalog-game-pilot" }, "type": "source", "url": "https://apps.apple.com/us/app/id1468908135", "venue": "Mac App Store" }, { "_derived": { "incoming": { "cited_by": [ "human-behavior-simulation-models" ] } }, "accessed": "2026-10-24", "arxiv": "2209.06899", "authors": [ "Lisa P. Argyle", "Ethan C. Busby", "Nancy Fulda", "Joshua Gubler", "Christopher Rytting", "David Wingate" ], "date": "2023", "doi": "10.1017/pan.2023.2", "id": "src-argyle-2023-out-of-one-many", "kind": "paper", "name": "Out of One, Many: Using Language Models to Simulate Human Samples", "notes": "Silicon samples: GPT-3 conditioned on thousands of sociodemographic backstories from U.S. survey participants reproduces subgroup response distributions; the property is named algorithmic fidelity.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://arxiv.org/abs/2209.06899", "venue": "Political Analysis" }, { "_derived": { "incoming": { "cited_by": [ "physical-world-foundation-models" ] } }, "accessed": "2026-10-24", "arxiv": "2506.09985", "authors": [ "Mido Assran", "Nicolas Ballas", "Yann LeCun", "Michael Rabbat", "and others" ], "date": "2025-06", "id": "src-assran-2025-v-jepa-2", "kind": "preprint", "name": "V-JEPA 2: Self-Supervised Video Models Enable Understanding, Prediction and Planning", "notes": "Over 1M hours of video and images; V-JEPA 2-AC post-trained on under 62 h of DROID robot video; zero-shot pick-and-place with image goals on Franka arms in two labs; SSv2 77.3, EK-100 R@5 39.7.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://arxiv.org/abs/2506.09985" }, { "_derived": { "incoming": { "cited_by": [ "autonauts", "execution-budget", "programming-by-demonstration" ] } }, "accessed": "2026-10-24", "authors": [ "Autonauts Wiki contributors" ], "date": "2026", "id": "src-autonautswiki-2026-bots", "kind": "encyclopedia", "name": "Bots", "notes": "Bots combine a head, body, and drive from Mk 0 to Mk 3; head sets max instructions (12 to 32) and find range; body sets hand, backpack, and upgrade slots; drive sets speed, recharge time, and battery; upgrades include brain, sensor, speed, and energy.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://autonauts.fandom.com/wiki/Bots", "venue": "Autonauts Wiki" }, { "_derived": { "incoming": { "cited_by": [ "autonauts" ] } }, "accessed": "2026-10-24", "authors": [ "Autonauts Wiki contributors" ], "date": "2026", "id": "src-autonautswiki-2026-folk", "kind": "encyclopedia", "name": "Folk", "notes": "Folk need housing, food (satiation from 10 s for water to 120 s for apple pie or cooked fish), and cleaning such as baths after messy meals; each folk is fully happy or unhappy; no clothing need as of version 21.2.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://autonauts.fandom.com/wiki/Folk", "venue": "Autonauts Wiki" }, { "_derived": { "incoming": { "cited_by": [ "soft-body-deformation" ] } }, "accessed": "2026-10-24", "authors": [ "BeamNG GmbH" ], "date": "2026", "id": "src-beamng-2026-intro-jbeam", "kind": "docs", "name": "Introduction to JBeam", "notes": "Soft-body vehicles as nodes (point masses) and beams (massless springs that do not resist bending or torsion); beamSpring, beamDamp, beamDeform, beamStrength; cross braces required for rigidity; stiff beams on light nodes vibrate or explode (6 kg vs 7 kg node example); typical values such as suspension spring 40000.", "provenance": { "created": "2026-10-24-taxonomy-m4" }, "type": "source", "url": "https://documentation.beamng.com/modding/vehicle/intro_jbeam/", "venue": "BeamNG documentation" }, { "_derived": { "incoming": { "cited_by": [ "automated-playtesting" ] } }, "accessed": "2026-10-24", "arxiv": "2103.15819", "authors": [ "Joakim Bergdahl", "Camilo Gordillo", "Konrad Tollmar", "Linus Gisslén" ], "date": "2020-08", "id": "src-bergdahl-2020-augmenting-automated-testing-drl", "kind": "paper", "name": "Augmenting Automated Game Testing with Deep Reinforcement Learning", "notes": "EA SEED; four sandbox environments; an RL agent found a wall missing its collision mesh that scripted navmesh agents missed, and timeouts located all five stuck areas.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "IEEE Conference on Games 2020" }, { "_derived": { "incoming": { "cited_by": [ "quality-diversity-search" ] } }, "accessed": "2026-10-24", "arxiv": "2206.04199", "authors": [ "Varun Bhatt", "Bryon Tjanaka", "Matthew C. Fontaine", "Stefanos Nikolaidis" ], "date": "2022-06-09", "id": "src-bhatt-2022-dsage", "kind": "preprint", "name": "Deep Surrogate Assisted Generation of Environments", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "human-behavior-simulation-models" ] } }, "accessed": "2026-10-24", "authors": [ "Marcel Binz", "Elif Akata", "Matthias Bethge", "et al.", "Eric Schulz" ], "date": "2025-07-02", "doi": "10.1038/s41586-025-09215-4", "id": "src-binz-2025-centaur", "kind": "paper", "name": "A foundation model to predict and capture human cognition", "notes": "Centaur: Llama 3.1 70B, frozen 4-bit base, rank-8 QLoRA adapters (about 0.15% of parameters), one epoch, about five days on one A100 80GB. Psych-101: 160 experiments, 60,092 participants, 10,681,650 choices. Beats 14 cognitive models on held-out participants; generalizes to new cover stories, structures, domains. Limits: WEIRD bias, mostly learning and decision tasks, 8B Minitaur weaker out of distribution.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://www.nature.com/articles/s41586-025-09215-4", "venue": "Nature 644, 1002-1009" }, { "_derived": { "incoming": { "cited_by": [ "bitburner" ] } }, "accessed": "2026-10-24", "authors": [ "Bitburner contributors" ], "date": "2026", "id": "src-bitburner-2026-changelog-v0", "kind": "repository", "name": "Bitburner changelog (v0)", "notes": "Pre-1.0 changelog; versions from v0.15.0 are undated, and the earliest dated entry is v0.26.4 on 2017-08-01.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://raw.githubusercontent.com/bitburner-official/bitburner-src/dev/src/Documentation/doc/en/changelog-v0.md", "venue": "GitHub (bitburner-official/bitburner-src)" }, { "_derived": { "incoming": { "cited_by": [ "bitburner" ] } }, "accessed": "2026-10-24", "authors": [ "Bitburner contributors" ], "date": "2026", "id": "src-bitburner-2026-changelog-v1", "kind": "repository", "name": "Bitburner changelog (v1)", "notes": "Version 1.0.0 is dated 2021-11-10.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://raw.githubusercontent.com/bitburner-official/bitburner-src/dev/src/Documentation/doc/en/changelog-v1.md", "venue": "GitHub (bitburner-official/bitburner-src)" }, { "_derived": { "incoming": { "cited_by": [ "satellite-world-reconstruction" ] } }, "accessed": "2026-10-24", "authors": [ "Blackshark.ai" ], "date": "2026", "id": "src-blackshark-2026-homepage", "kind": "docs", "name": "Blackshark.ai", "notes": "HUNTR and REPLIKA products turn satellite and aerial imagery into structured digital models of terrain, buildings, and infrastructure; Zurich showcase.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://blackshark.ai/" }, { "_derived": { "incoming": { "cited_by": [ "ml-weather-models" ] } }, "accessed": "2026-10-24", "arxiv": "2405.13063", "authors": [ "Cristian Bodnar", "Wessel P. Bruinsma", "Ana Lucic", "et al.", "Paris Perdikaris" ], "date": "2025-05-21", "doi": "10.1038/s41586-025-09005-y", "id": "src-bodnar-2025-aurora", "kind": "paper", "name": "A foundation model for the Earth system", "notes": "Aurora, 1.3B parameters, pretrained on over one million hours of geophysical data; fine-tuned for air quality, ocean waves, cyclone tracks, 0.1 degree weather; about 100,000x faster than CAMS for air quality.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://www.nature.com/articles/s41586-025-09005-y", "venue": "Nature 641, 1180-1187" }, { "_derived": { "incoming": { "cited_by": [ "simulation-based-inference" ] } }, "accessed": "2026-10-24", "arxiv": "2411.17337", "authors": [ "Jan Boelts", "Michael Deistler", "Manuel Gloeckler", "et al.", "Jakob H. Macke" ], "date": "2024-11-26", "id": "src-boelts-2025-sbi-reloaded", "kind": "preprint", "name": "sbi reloaded: a toolkit for simulation-based inference workflows", "notes": "PyTorch sbi package: neural posterior, likelihood and ratio estimators, diagnostics, amortized inference; needs only simulator samples, no gradients.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2411.17337" }, { "_derived": { "incoming": { "cited_by": [ "storyteller-director" ] } }, "accessed": "2026-10-24", "authors": [ "Michael Booth" ], "date": "2009-10", "id": "src-booth-2009-ai-systems-l4d", "kind": "talk", "name": "The AI Systems of Left 4 Dead", "notes": "Slides hosted by Valve; venue from the AAAI AIIDE 2009 speaker list. AI Director adaptive pacing: per-survivor emotional intensity rises with damage, incapacitation, and nearby kills and decays when not engaged; phases Build Up, Sustain Peak (3-5 s), Peak Fade, Relax (30-45 s); mobs every 90-180 s on Normal; boss events (Tank, Witch, nothing) shuffled along the route.", "provenance": { "created": "2026-10-24-taxonomy-m7" }, "type": "source", "url": "https://cdn.fastly.steamstatic.com/apps/valve/2009/ai_systems_of_l4d_mike_booth.pdf", "venue": "Artificial Intelligence and Interactive Digital Entertainment Conference (AIIDE) 2009, Stanford" }, { "_derived": { "incoming": { "cited_by": [ "wave-function-collapse" ] } }, "accessed": "2026-10-24", "authors": [ "Boris the Brave" ], "date": "2020-04-13", "id": "src-boristhebrave-2020-wfc-explained", "kind": "tech-report", "name": "Wave Function Collapse Explained", "notes": "WFC as constraint programming based on Paul Merrell's model synthesis; contradictions; local constraints rarely give large-scale structure; overlapping model slower and can copy the sample.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "url": "https://www.boristhebrave.com/2020/04/13/wave-function-collapse-explained/", "venue": "boristhebrave.com" }, { "_derived": { "incoming": { "cited_by": [ "quality-diversity-search" ] } }, "accessed": "2026-10-24", "arxiv": "2310.13032", "authors": [ "Herbie Bradley", "Andrew Dai", "Hannah Teufel", "Jenny Zhang", "Koen Oostermeijer", "Marco Bellagente", "Jeff Clune", "Kenneth Stanley", "Grégory Schott", "Joel Lehman" ], "date": "2023-10-19", "id": "src-bradley-2023-qdaif", "kind": "preprint", "name": "Quality-Diversity through AI Feedback", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "imperfect-information-solvers" ] } }, "accessed": "2026-10-24", "authors": [ "Noam Brown", "Tuomas Sandholm" ], "date": "2018-01-26", "doi": "10.1126/science.aao1733", "id": "src-brown-2018-libratus", "kind": "paper", "name": "Superhuman AI for heads-up no-limit poker: Libratus beats top professionals", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "Science 359:418-424" }, { "_derived": { "incoming": { "cited_by": [ "imperfect-information-solvers" ] } }, "accessed": "2026-10-24", "authors": [ "Noam Brown", "Tuomas Sandholm" ], "date": "2019-07-11", "doi": "10.1126/science.aay2400", "id": "src-brown-2019-pluribus", "kind": "paper", "name": "Superhuman AI for multiplayer poker", "notes": "Pluribus beat professionals in six-player no-limit hold'em with a self-play blueprint plus real-time search.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "Science 365:885-890" }, { "_derived": { "incoming": { "cited_by": [ "imperfect-information-solvers" ] } }, "accessed": "2026-10-24", "arxiv": "2007.13544", "authors": [ "Noam Brown", "Anton Bakhtin", "Adam Lerer", "Qucheng Gong" ], "date": "2020-07-27", "id": "src-brown-2020-rebel", "kind": "preprint", "name": "Combining Deep Reinforcement Learning and Search for Imperfect-Information Games", "notes": "ReBeL: self-play RL plus search that provably converges to a Nash equilibrium in two-player zero-sum games; reduces to an AlphaZero-like algorithm in perfect-information games; superhuman heads-up no-limit hold'em.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "automated-rule-generation" ] } }, "accessed": "2026-10-24", "authors": [ "Cameron Browne", "Frederic Maire" ], "date": "2010-03", "doi": "10.1109/TCIAIG.2010.2041928", "id": "src-browne-2010-evolutionary-game-design", "kind": "paper", "name": "Evolutionary Game Design", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "IEEE Transactions on Computational Intelligence and AI in Games 2(1):1-16" }, { "_derived": { "incoming": { "cited_by": [ "monte-carlo-tree-search" ] } }, "accessed": "2026-10-24", "authors": [ "Cameron B. 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Generalist outperformed per-game specialists; held-out-game agent nearly matched specialist. 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Limited research preview for academics and developers.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://deepmind.google/blog/sima-2-an-agent-that-plays-reasons-and-learns-with-you-in-virtual-3d-worlds/", "venue": "Google DeepMind blog" }, { "_derived": { "incoming": { "cited_by": [ "generalist-game-agents" ] } }, "accessed": "2026-10-24", "arxiv": "2512.04797", "authors": [ "SIMA Team (Google DeepMind)" ], "date": "2025-12-04", "id": "src-deepmind-2025-sima-2-paper", "kind": "preprint", "name": "SIMA 2: A Generalist Embodied Agent for Virtual Worlds", "notes": "Roughly doubles SIMA 1 average success, approaching humans; over 10% better than SIMA 1 on held-out ASKA and MineDojo; 26 of 50 MineDojo categories. Task setter plus reward model scoring 0-100 (>=50 success). Gemini Flash-Lite base for latency; SFT cut AIME about 25.5%; weak combat; short memory.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://arxiv.org/abs/2512.04797", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "constrained-decoding", "llm-game-master" ] } }, "accessed": "2026-10-24", "authors": [ "Google DeepMind" ], "date": "2026", "id": "src-deepmind-2026-concordia-repo", "kind": "repository", "name": "Concordia: a library for generative social simulation", "notes": "Apache-2.0. Entities (player agents and Game Masters), components, and an engine loop. LanguageModel interface defines sample_text and sample_choice; sample_choice scores a list of candidate responses and returns the chosen index, raising InvalidResponseError after several failed attempts. 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Latency 160 ms theoretical, 200 ms practical.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://arxiv.org/abs/2410.00037", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "autonauts" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-dekudeals-2026-autonauts", "kind": "store-page", "name": "Autonauts", "notes": "Price-tracking listing aggregating console stores: Nintendo Switch, PlayStation 4, and Xbox One versions released 2022-06-16.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://www.dekudeals.com/items/autonauts?format=all", "venue": "Deku Deals" }, { "_derived": { "incoming": { "cited_by": [ "pocket-city" ] } }, "accessed": "2026-10-25", "authors": [ "CJ Andriessen" ], "date": "2018-08-11", "id": "src-destructoid-2018-pocket-city-review", "kind": "news", "name": "Review: Pocket City", "notes": "Info box lists Android and iOS, developer and publisher Codebrew Games, released 2018-07-31, MSRP 4.99 USD. Zones are residential, commercial, and industrial; power plants and water towers sit on roads and a building within two tiles of a road gets power, water, and access, with no power lines, pipes, or elevation. 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split varies by season; base cycle 36 days (20 summer, 16 winter); Charlie attacks in total darkness; sanity drain 5/min at dusk, 50/min in total darkness at night, 5/min near light.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://dontstarve.wiki.gg/wiki/Day-Night_Cycle", "venue": "Don't Starve Wiki (wiki.gg)" }, { "_derived": { "incoming": { "cited_by": [ "dont-starve" ] } }, "accessed": "2026-10-24", "authors": [ "Don't Starve Wiki contributors" ], "date": "2026", "id": "src-dontstarvewiki-2026-hounds", "kind": "encyclopedia", "name": "Hound", "notes": "Default hound attack schedule: days 1-10 every 5-8 days with 2 hounds and 120 s warning, rising to days 101+ every 11-16 days with 7-10 hounds and 30 s warning; red and blue hound chances rise with days survived.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://dontstarve.fandom.com/wiki/Hound", "venue": "Don't Starve Wiki (Fandom)" }, { "_derived": { "incoming": { "cited_by": [ "dont-starve", "survival-meters" ] } }, "accessed": "2026-10-24", "authors": [ "Don't Starve Wiki contributors" ], "date": "2026", "id": "src-dontstarvewiki-2026-hunger", "kind": "encyclopedia", "name": "Hunger", "notes": "Default maximum hunger 150; drains 9.375 per minute (75 per game day); at empty hunger health drains 1.25 per second until the character eats or dies; cooked food usually restores more than raw.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://dontstarve.wiki.gg/wiki/Hunger", "venue": "Don't Starve Wiki (wiki.gg)" }, { "_derived": { "incoming": { "cited_by": [ "dyson-sphere-program" ] } }, "accessed": "2026-10-24", "authors": [ "Dyson Sphere Program Wiki contributors" ], "date": "2026", "id": "src-dspwiki-2026-dark-fog", "kind": "encyclopedia", "name": "Dark Fog", "notes": "Space hives and planetary bases built around relays; threat builds from the player's power generation and from combat; bases and hives gain levels from experience; aggressiveness and growth settings; relays rebuild a destroyed hive core.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://dsp-wiki.com/Dark_Fog", "venue": "Dyson Sphere Program Wiki" }, { "_derived": { "incoming": { "cited_by": [ "dyson-sphere-program", "megaproject-sink" ] } }, "accessed": "2026-10-24", "authors": [ "Dyson Sphere Program Wiki contributors" ], "date": "2026", "id": "src-dspwiki-2026-dyson-sphere", "kind": "encyclopedia", "name": "Dyson Sphere", "notes": "Solar sails fired by EM-Rail Ejectors give 36 kW base scaled by star luminosity and last 5,400 s by default; Small Carrier Rockets from Vertical Launching Silos build frames; completed shells absorb swarm sails permanently; Ray Receivers start at 30% efficiency and can make critical photons.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://dsp-wiki.com/Dyson_Sphere", "venue": "Dyson Sphere Program Wiki" }, { "_derived": { "incoming": { "cited_by": [ "dyson-sphere-program", "request-provider-logistics" ] } }, "accessed": "2026-10-24", "authors": [ "Dyson Sphere Program Wiki contributors" ], "date": "2026", "id": "src-dspwiki-2026-interstellar-logistics-station", "kind": "encyclopedia", "name": "Interstellar Logistics Station", "notes": "Per-item local and remote storage, supply, and demand settings; up to 100 logistics drones and 10 logistics vessels per station; vessels warp between stars after Logistics Carrier Engine level 4 using Space Warpers; pairing priority is point-to-point, then interstellar routes, then groups.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://dsp-wiki.com/Interstellar_Logistics_Station", "venue": "Dyson Sphere Program Wiki" }, { "_derived": { "incoming": { "cited_by": [ "simulation-based-inference" ] } }, "accessed": "2026-10-24", "arxiv": "2206.07570", "authors": [ "Joel Dyer", "Patrick Cannon", "J. Doyne Farmer", "Sebastian M. Schmon" ], "date": "2022-06-15", "id": "src-dyer-2022-abm-microdata-gnn", "kind": "preprint", "name": "Calibrating Agent-based Models to Microdata with Graph Neural Networks", "notes": "Temporal graph neural networks learn ABM parameter posteriors directly from agent-level microstates instead of hand-chosen summary statistics.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2206.07570" }, { "_derived": { "incoming": { "cited_by": [ "simulation-based-inference" ] } }, "accessed": "2026-10-24", "arxiv": "2202.00625", "authors": [ "Joel Dyer", "Patrick Cannon", "J. Doyne Farmer", "Sebastian Schmon" ], "date": "2024", "doi": "10.1016/j.jedc.2024.104827", "id": "src-dyer-2024-bayesian-inference-economic-abm", "kind": "paper", "name": "Black-box Bayesian inference for economic agent-based models", "notes": "Neural posterior estimation and neural ratio estimation give state-of-the-art parameter inference for economic ABMs from multivariate time series, versus older methods needing hundreds of thousands of runs.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2202.00625", "venue": "Journal of Economic Dynamics and Control" }, { "_derived": { "incoming": { "cited_by": [ "neural-cellular-automata" ] } }, "accessed": "2026-10-24", "arxiv": "2109.05489", "authors": [ "Sam Earle", "Justin Snider", "Matthew C. Fontaine", "Stefanos Nikolaidis", "Julian Togelius" ], "date": "2021-09-12", "id": "src-earle-2021-nca-level-generation", "kind": "paper", "name": "Illuminating Diverse Neural Cellular Automata for Level Generation", "notes": "CMA-ME quality-diversity search over NCA generators for maze, Sokoban and Zelda levels; NCAs explore level space better than a CPPN baseline.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2109.05489", "venue": "GECCO 2022" }, { "_derived": { "incoming": { "cited_by": [ "ml-weather-models" ] } }, "accessed": "2026-10-24", "authors": [ "ECMWF" ], "date": "2025-02-25", "id": "src-ecmwf-2025-aifs-operational", "kind": "tech-report", "name": "ECMWF's AI forecasts become operational", "notes": "AIFS Single made operational alongside IFS; about 1,000x less energy per forecast; 28 km grid versus 9 km for IFS; ensemble version planned.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://www.ecmwf.int/en/about/media-centre/news/2025/ecmwfs-ai-forecasts-become-operational", "venue": "ECMWF news" }, { "_derived": { "incoming": { "cited_by": [ "realtime-voice-models" ] } }, "accessed": "2026-10-24", "authors": [ "ElevenLabs" ], "date": "2025-06-03", "id": "src-elevenlabs-2025-eleven-v3", "kind": "tech-report", "name": "Eleven v3 (alpha) announcement", "notes": "Expressive TTS with inline audio tags ([whispers], [sighs], [excited]), a Text to Dialogue endpoint for multi-speaker turns and interruptions, 70+ languages. Not recommended for real-time or conversational use at launch (latency, reliability); v2.5 Turbo or Flash recommended for real time.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://elevenlabs.io/blog/eleven-v3", "venue": "ElevenLabs blog" }, { "_derived": { "incoming": { "cited_by": [ "agent-pathfinding" ] } }, "accessed": "2026-10-24", "authors": [ "Elijah Emerson" ], "date": "2013", "id": "src-emerson-2013-flow-field-tiles", "kind": "book", "name": "Crowd Pathfinding and Steering Using Flow Field Tiles", "notes": "Book and year from the hosting site and contributor knowledge. Supreme Commander 2: 10x10 m sectors linked by portals; A* over the portal graph; 8-bit cost field with 255 for walls; integration field from the goal; shared flow field directions for many units; dirty sectors rebuilt by a time-sliced queue; earlier per-unit repathing on collision compounded stalls.", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "http://www.gameaipro.com/GameAIPro/GameAIPro_Chapter23_Crowd_Pathfinding_and_Steering_Using_Flow_Field_Tiles.pdf", "venue": "Game AI Pro, ed. Steve Rabin, CRC Press (chapter 23)" }, { "_derived": { "incoming": { "cited_by": [ "subspace-neural-physics" ] } }, "accessed": "2026-10-24", "authors": [ "Epic Games" ], "date": "2026", "id": "src-epic-2026-ml-deformer", "kind": "docs", "name": "How to use the Machine Learning Deformer in Unreal Engine", "notes": "ML Deformer learns morph-target corrections from offline muscle, flesh or cloth caches (Neural Morph, Nearest Neighbor models) to approximate them at runtime on the GPU; training caches can reach 50-100 GB.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://dev.epicgames.com/documentation/en-us/unreal-engine/how-to-use-the-machine-learning-deformer-in-unreal-engine", "venue": "Unreal Engine documentation" }, { "_derived": { "incoming": { "cited_by": [ "learned-motion-synthesis" ] } }, "accessed": "2026-10-24", "authors": [ "Epic Games" ], "date": "2026", "id": "src-epic-2026-motion-matching-docs", "kind": "docs", "name": "Motion Matching in Unreal Engine", "notes": "Pose Search plugin; Motion Matching node selects poses from a database to match a runtime query without transition logic; brute force, PCAKDTree, VPTree search; Game Animation Sample; no learned networks described.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://dev.epicgames.com/documentation/en-us/unreal-engine/motion-matching-in-unreal-engine", "venue": "Unreal Engine documentation" }, { "_derived": { "incoming": { "cited_by": [ "social-exchanges" ] } }, "accessed": "2026-10-24", "authors": [ "Richard Evans" ], "date": "2010", "id": "src-evans-2010-sims-3-personalities", "kind": "talk", "name": "Modeling Individual Personalities in The Sims 3", "notes": "Distinct Sim personalities expressed through autonomous behavior; in-game visualization tools used to tune it; a fine-grained, data-driven social system in which non-programmers defined hundreds of interactions and thousands of production rules.", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://www.gdcvault.com/play/1012450/Modeling-Individual-Personalities-in-The", "venue": "Game Developers Conference 2010, Programming track" }, { "_derived": { "incoming": { "cited_by": [ "facade", "versu" ] } }, "accessed": "2026-10-24", "authors": [ "Richard Evans", "Emily Short" ], "date": "2014", "id": "src-evans-2014-versu", "kind": "paper", "name": "Versu: A Simulationist Storytelling System", "notes": "Social practices as reactive joint plans; agents score actions by simulating and undoing them against 300+ desires; exclusion logic; Praxis; 1,000+ parameterized actions; Facade comparison of 30 speech acts and 27 beats.", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://www.cs.uky.edu/~sgware/reading/papers/evans2014versu.pdf", "venue": "IEEE Transactions on Computational Intelligence and AI in Games 6(2)" }, { "_derived": { "incoming": { "cited_by": [ "imperfect-information-solvers" ] } }, "accessed": "2026-10-24", "authors": [ "Facebook AI", "Carnegie Mellon University" ], "date": "2019-07-11", "id": "src-facebook-2019-pluribus-blog", "kind": "tech-report", "name": "Pluribus: First AI to beat pros in 6-player poker", "notes": "Blueprint by improved Monte Carlo CFR in 8 days on a 64-core server, under 512 GB RAM, no GPUs, under $150; play on two CPUs and under 128 GB; 1-33 s per decision (about 20 s per hand); about 5 bb/100 over 10,000 hands; leaf nodes choose among four continuation strategies.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "url": "https://ai.facebook.com/blog/pluribus-first-ai-to-beat-pros-in-6-player-poker/", "venue": "Facebook AI blog" }, { "_derived": { "incoming": { "cited_by": [ "cicero-strategic-dialogue" ] } }, "accessed": "2026-10-24", "authors": [ "Meta Platforms (facebookresearch)" ], "date": "2022", "id": "src-facebookresearch-2022-diplomacy-cicero", "kind": "repository", "name": "diplomacy_cicero", "notes": "Code MIT (AGPL subdirectory), weights CC-BY-NC 4.0; 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happiness rises with job fit and partners and falls with shortages, illness, and bodies left in the vault; survival mode forbids revival.", "provenance": { "created": "2026-10-25-catalog-game-pilot" }, "type": "source", "url": "https://fallout.fandom.com/wiki/Vault_dwellers_(Fallout_Shelter)", "venue": "Fallout Wiki (Fandom)" }, { "_derived": { "incoming": { "cited_by": [ "harvest-moon" ] } }, "accessed": "2026-10-24", "authors": [ "FoGu" ], "date": "2026", "id": "src-fogu-2026-harvest-moon-snes", "kind": "encyclopedia", "name": "Harvest Moon (SNES) guide", "notes": "Fan guide; publication date not stated, accessed revision. 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Caveats: known grammar performance problems, many optional items make sampling slow, unsupported schema features (nested $ref, patternProperties, uniqueItems, conditionals) are skipped silently.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://github.com/ggml-org/llama.cpp/blob/master/grammars/README.md", "venue": "GitHub" }, { "_derived": { "incoming": { "cited_by": [ "game-dev-story" ] } }, "accessed": "2026-10-25", "authors": [ "Ryan Davis" ], "date": "2010-11-02", "id": "src-giantbomb-2010-game-dev-story-review", "kind": "news", "name": "Game Dev Story Review (iPhone)", "notes": "Staff are assigned to the pitch, graphics, and sound; new consoles arrive over time and building one's own console is a long-term goal; GAMEDEX booth spending; contract jobs between projects; running out of money cancels a game in development; the game tallies accomplishments at the 20-year mark and play can continue; calls its pacing quick and turn-based.", "provenance": { "created": "2026-10-25-catalog-game-pilot" }, "type": "source", "url": "https://giantbomb.com/reviews/game-dev-story-review", "venue": "Giant Bomb" }, { "_derived": { "incoming": { "cited_by": [ "aurora-4x" ] } }, "accessed": "2026-10-24", "authors": [ "Giant Bomb contributors" ], "date": "2026", "id": "src-giantbomb-2026-aurora", "kind": "encyclopedia", "name": "Aurora (Giant Bomb wiki)", "notes": "Release 2004, developer Steve Walmsley, PC, free to download. Turn-based science fiction 4X; time advances in steps from 5 seconds to 30 days; eleven Trans-Newtonian Elements with accessibility 0.1 to 1; jump points found by survey; colony cost from gravity, atmosphere, temperature, lowered by terraforming; ship classes designed from components; missiles versus beams; scientists, administrators, naval officers, ground commanders improve over time.", "provenance": { "created": "2026-10-24-catalog-gi" }, "type": "source", "url": "https://giantbomb.com/wiki/Games/Aurora", "venue": "Giant Bomb" }, { "_derived": { "incoming": { "cited_by": [ "automated-playtesting" ] } }, "accessed": "2026-10-24", "arxiv": "2307.11105", "authors": [ "Jonas Gillberg", "Joakim Bergdahl", "Alessandro Sestini", "Andrew Eakins", "Linus Gisslén" ], "date": "2023-08", "id": "src-gillberg-2023-rl-testing-aaa", "kind": "paper", "name": "Technical Challenges of Deploying Reinforcement Learning Agents for Game Testing in AAA Games", "notes": "EA SEED added an experimental RL system to scripted-bot automated testing for titles including Battlefield 2042 and Dead Space (2023); reports the largest integration time sinks.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "IEEE Conference on Games 2023" }, { "_derived": { "incoming": { "cited_by": [ "learned-level-generation" ] } }, "accessed": "2026-10-24", "arxiv": "2103.04847", "authors": [ "Linus Gisslén", "Andy Eakins", "Camilo Gordillo", "Joakim Bergdahl", "Konrad Tollmar" ], "date": "2021-03-08", "id": "src-gisslen-2021-arlpcg", "kind": "preprint", "name": "Adversarial Reinforcement Learning for Procedural Content Generation", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "automated-playtesting" ] } }, "accessed": "2026-10-24", "arxiv": "2103.13798", "authors": [ "Camilo Gordillo", "Joakim Bergdahl", "Konrad Tollmar", "Linus Gisslén" ], "date": "2021-08", "id": "src-gordillo-2021-curiosity-playtesting", "kind": "paper", "name": "Improving Playtesting Coverage via Curiosity Driven Reinforcement Learning Agents", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "IEEE Conference on Games 2021" }, { "_derived": { "incoming": { "cited_by": [ "creature-learning", "trait-inheritance" ] } }, "accessed": "2026-10-24", "authors": [ "Stephen Grand", "Dave Cliff", "Anil Malhotra" ], "date": "1996", "id": "src-grand-1996-creatures-alife", "kind": "tech-report", "name": "Creatures: Artificial Life Autonomous Software Agents for Home Entertainment", "notes": "About 1,000 neurons in 9 lobes and 5,000 synapses; concept space of about 640 cells; 16-cell decision layer, strongest cell acts; drive reduction releases reward and drive increase releases punishment chemicals that reinforce synapses; 256 chemicals with gene-defined reactions; haploid genome of about 320 genes; crossover at gene boundaries with omission, duplication, and mutation; genes switch on at set ages.", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://www.sussex.ac.uk/informatics/cogslib/reports/csrp/csrp434.pdf", "venue": "University of Sussex Cognitive Science Research Paper CSRP434 (Millennium Technical Report 9601)" }, { "_derived": { "incoming": { "cited_by": [ "quality-diversity-search" ] } }, "accessed": "2026-10-24", "arxiv": "1907.04053", "authors": [ "Daniele Gravina", "Ahmed Khalifa", "Antonios Liapis", "Julian Togelius", "Georgios N. Yannakakis" ], "date": "2019-07-09", "doi": "10.1109/CIG.2019.8848053", "id": "src-gravina-2019-pcg-quality-diversity", "kind": "paper", "name": "Procedural Content Generation through Quality Diversity", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "IEEE Conference on Games 2019" }, { "_derived": { "incoming": { "cited_by": [ "simulation-based-inference" ] } }, "accessed": "2026-10-24", "arxiv": "1905.07488", "authors": [ "David S. Greenberg", "Marcel Nonnenmacher", "Jakob H. Macke" ], "date": "2019-05-17", "id": "src-greenberg-2019-apt", "kind": "paper", "name": "Automatic Posterior Transformation for Likelihood-Free Inference", "notes": "Sequential neural posterior estimation with arbitrary, dynamically updated proposals and normalizing-flow density estimators; works on high-dimensional time series and images.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/1905.07488", "venue": "ICML 2019" }, { "_derived": { "incoming": { "cited_by": [ "cicero-strategic-dialogue" ] } }, "accessed": "2026-10-24", "arxiv": "2407.06813", "authors": [ "Zhenyu Guan", "Xiangyu Kong", "Fangwei Zhong", "Yizhou Wang" ], "date": "2024-07-09", "id": "src-guan-2024-richelieu", "kind": "preprint", "name": "Richelieu: Self-Evolving LLM-Based Agents for AI Diplomacy", "notes": "LLM Diplomacy agent combining planning with memory and reflection, goal-directed negotiation, and self-play memory augmentation without human data.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "automated-playtesting" ] } }, "accessed": "2026-10-24", "authors": [ "S. Gudmundsson", "Philipp Eisen", "E. Poromaa", "Alex Nodet", "Sami Purmonen", "B. Kozakowski", "Richard Meurling", "Le-le Cao" ], "date": "2018", "doi": "10.1109/CIG.2018.8490442", "id": "src-gudmundsson-2018-human-like-playtesting", "kind": "paper", "name": "Human-Like Playtesting with Deep Learning", "notes": "King: CNN trained on player moves in Candy Crush Saga and Candy Crush Soda Saga predicts human moves and estimates level difficulty; correlates better with average difficulty than MCTS at a fraction of compute.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "IEEE Conference on Computational Intelligence and Games (CIG 2018)" }, { "_derived": { "incoming": { "cited_by": [ "utopia" ] } }, "accessed": "2026-10-24", "authors": [ "Guinness World Records" ], "date": "2026", "id": "src-guinness-2026-first-city-building-game", "kind": "docs", "name": "First city-building videogame", "notes": "Record states the first city-building videogame is generally considered to be Utopia, released on the Intellivision in 1981; the companion record for first simulation videogame also names Utopia by Don Daglow, 1981.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://www.guinnessworldrecords.com/world-records/88205-first-city-building-videogame", "venue": "Guinness World Records" }, { "_derived": { "incoming": { "cited_by": [ "caves-of-qud", "wave-function-collapse" ] } }, "accessed": "2026-10-24", "authors": [ "Maxim Gumin" ], "date": "2016-09-30", "id": "src-gumin-2016-wavefunctioncollapse", "kind": "repository", "name": "WaveFunctionCollapse", "notes": "Overlapping and simple tiled models; lowest-entropy observation plus propagation; README lists Bad North, Caves of Qud, Dead Static Drive, Townscaper, and Matrix Awakens, plus Unity, Unreal Engine 5, Godot 4, and Houdini adaptations.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "url": "https://github.com/mxgmn/WaveFunctionCollapse", "venue": "GitHub (mxgmn)" }, { "_derived": { "incoming": { "cited_by": [ "diffusion-game-engines" ] } }, "accessed": "2026-10-24", "arxiv": "2504.08388", "authors": [ "Junliang Guo", "Yang Ye", "Tianyu He", "Haoyu Wu", "Yushu Jiang", "Tim Pearce", "Jiang Bian" ], "date": "2025-04", "id": "src-guo-2025-mineworld", "kind": "preprint", "name": "MineWorld: a Real-Time and Open-Source Interactive World Model on Minecraft", "notes": "Visual-action autoregressive Transformer over image and action tokens with parallel decoding; 4 to 7 fps across model scales; code and model released (microsoft/MineWorld).", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://arxiv.org/abs/2504.08388" }, { "_derived": { "incoming": { "cited_by": [ "model-based-planning-muzero" ] } }, "accessed": "2026-10-24", "arxiv": "2509.24527", "authors": [ "Danijar Hafner", "Wilson Yan", "Timothy Lillicrap" ], "date": "2025-09-29", "id": "src-hafner-2025-dreamer-4", "kind": "preprint", "name": "Training Agents Inside of Scalable World Models", "notes": "Dreamer 4 learns behavior by RL inside a world model trained mostly on unlabeled video; model runs interactively on one GPU; first agent to obtain Minecraft diamonds from offline data only.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "model-based-planning-muzero" ] } }, "accessed": "2026-10-24", "arxiv": "2301.04104", "authors": [ "Danijar Hafner", "Jurgis Pasukonis", "Jimmy Ba", "Timothy Lillicrap" ], "date": "2025-04-02", "doi": "10.1038/s41586-025-08744-2", "id": "src-hafner-2025-dreamerv3", "kind": "paper", "name": "Mastering diverse control tasks through world models", "notes": "DreamerV3: one fixed configuration beats specialized methods on over 150 tasks; first algorithm to collect Minecraft diamonds from scratch without human data or curricula (first diamond near 30M environment steps, about 17 days of play).", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "Nature 640:647-653" }, { "_derived": { "incoming": { "cited_by": [ "democracy-4", "policy-influence-network" ] } }, "accessed": "2026-10-24", "authors": [ "Cliff Harris" ], "date": "2020-06-23", "id": "src-harris-2020-democracy4-fixed-income", "kind": "tech-report", "name": "Democracy 4: the fixed income rewrite", "notes": "Democracy 1-4 use a homebrew neural network where voters, groups, policies, ministers, and events are neurons capped 0..1 or -1..+1; percentage effects on 0-1 income favored the rich; added fixed-income neurons that can exceed 1.", "provenance": { "created": "2026-10-24-taxonomy-m2" }, "type": "source", "url": "https://positech.co.uk/cliffsblog/2020/06/23/democracy-4-the-fixed-income-rewrite", "venue": "Cliffski's Blog (Positech Games)" }, { "_derived": { "incoming": { "cited_by": [ "agent-pathfinding" ] } }, "accessed": "2026-10-24", "authors": [ "Peter E. 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Post bodies not read.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://www.hiddendoor.co/blog", "venue": "hiddendoor.co" }, { "_derived": { "incoming": { "cited_by": [ "llm-game-master", "on-device-language-models" ] } }, "accessed": "2026-10-24", "authors": [ "Hidden Door" ], "date": "2026", "id": "src-hiddendoor-2026-homepage", "kind": "docs", "name": "Hidden Door", "notes": "Story engine turns player intent into story beats and world-state changes checked against canon and rules before display (example: Dracula cannot enter uninvited); typed, auditable world model with embeddings; nearly 100 specialized narrative tasks; a tuned 1.7B model beat a 120B general model on one core task. Licensed worlds include Dracula, Oz, Pride and Prejudice, Sherlock Holmes.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://www.hiddendoor.co/", "venue": "hiddendoor.co" }, { "_derived": { "incoming": { "cited_by": [ "subspace-neural-physics" ] } }, "accessed": "2026-10-24", "authors": [ "Daniel Holden", "Bang Chi Duong", "Sayantan Datta", "Derek Nowrouzezahrai" ], "date": "2019-07", "doi": "10.1145/3309486.3340245", "id": "src-holden-2019-subspace-neural-physics", "kind": "paper", "name": "Subspace Neural Physics: Fast Data-Driven Interactive Simulation", "notes": "Ubisoft La Forge: network predicts dynamics in a PCA subspace of an offline cloth or deformable simulation; reported 300-5000x faster than the source simulation at small extra memory; not stated to have shipped.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://theorangeduck.com/page/subspace-neural-physics-fast-data-driven-interactive-simulation", "venue": "ACM SIGGRAPH/Eurographics Symposium on Computer Animation 2019" }, { "_derived": { "incoming": { "cited_by": [ "subspace-neural-physics" ] } }, "accessed": "2026-10-24", "authors": [ "Daniel Holden" ], "date": "2020", "id": "src-holden-2020-gdc-squishy-bunnies", "kind": "talk", "name": "Machine Learning: Physics Simulation, Kolmogorov Complexity, and Squishy Bunnies", "notes": "Ubisoft Montreal talk on learned interactive physics and cloth, approximately 300 to 5000 times faster than standard simulation; does not name a shipped title.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://gdcvault.com/play/1026713/Machine-Learning-Physics-Simulation-Kolmogorov", "venue": "GDC 2020 (GDC Vault)" }, { "_derived": { "incoming": { "cited_by": [ "budget-treasury", "citizen-satisfaction", "crime-policing", "immigration-attractiveness", "labor-market", "land-value", "pollution-spread", "power-grid", "random-disasters", "rci-demand", "road-network", "service-coverage", "simcity-1989", "taxation", "traffic-congestion" ] } }, "accessed": "2026-10-24", "authors": [ "Will Wright", "Don Hopkins" ], "date": "2008", "id": "src-hopkins-2008-micropolis", "kind": "repository", "name": "Micropolis: open-source SimCity source code", "notes": "GPL release of the original SimCity engine (year from contributor knowledge). micropolis-java engine: crimeScan sets cell crime = 128 - land value + population density (cap 300) minus a smoothed police map, clamped 0-250, high-crime message above an average of 100; doDisasters fires with chance 1/481, 1/241, or 1/61 per cycle by level, then picks fire, flood, tornado, earthquake, nothing, or a monster if average pollution exceeds 60.", "provenance": { "created": "2026-10-24-taxonomy-m7" }, "type": "source", "url": "https://github.com/SimHacker/micropolis", "venue": "GitHub (SimHacker/micropolis)" }, { "_derived": { "incoming": { "cited_by": [ "voyager-skill-libraries" ] } }, "accessed": "2026-10-24", "arxiv": "2503.09617", "authors": [ "Jack Hopkins", "Mart Bakler", "Akbir Khan" ], "date": "2025-03-06", "id": "src-hopkins-2025-factorio-learning-environment", "kind": "preprint", "name": "Factorio Learning Environment", "notes": "Lab-play (eight structured tasks) and open-play (largest factory on a procedural map). 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We are taking it down.", "notes": "Vendor price list as of June 2026: Realtime TTS-2 about $10 per 1M characters at scale ($25 on demand), TTS-1.5 Mini about $5 at scale, speech-to-text about $0.10 per hour; ElevenLabs API cited at about $100 per 1M characters. Claims about 3 in 100 consumer AI users ever pay, paying users spend $5-20 per month.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://inworld.ai/blog/consumer-ai-cost-pricing", "venue": "Inworld blog" }, { "_derived": { "incoming": { "cited_by": [ "realtime-voice-models" ] } }, "accessed": "2026-10-24", "authors": [ "Inworld AI" ], "date": "2026-01-21", "id": "src-inworld-2026-tts-1-5", "kind": "tech-report", "name": "Inworld TTS-1.5: Upgrading the #1 Ranked TTS Model with Production-Grade Latency, Expression and Stability", "notes": "TTS-1.5 Max: P90 time to first audio under 250 ms, $25 per 1M characters (about $0.025 per minute). TTS-1.5 Mini: under 130 ms, $15 per 1M characters (about $0.015 per minute). 15 languages. Vendor figures.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://inworld.ai/blog/introducing-inworld-tts-1-5", "venue": "Inworld blog" }, { "_derived": { "incoming": { "cited_by": [ "diagnosis-treatment", "project-hospital" ] } }, "accessed": "2026-10-24", "date": "2020-03-08", "id": "src-jgeekstudies-2020-project-hospital", "kind": "postmortem", "name": "Project Hospital: a realistic take on hospital simulation", "notes": "Interview with Jan Benes, lead programmer at Oxymoron Games: examinations uncover symptoms and enough symptoms give a diagnosis; symptom frequency tuned so one exam rarely suffices; dangerous hidden symptoms must be found and treated in time; based on real medicine with input from professionals.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://jgeekstudies.org/2020/03/08/project-hospital-a-realistic-take-on-hospital-simulation", "venue": "Journal of Geek Studies" }, { "_derived": { "incoming": { "cited_by": [ "deep-rl-npc-policies" ] } }, "accessed": "2026-10-24", "arxiv": "1809.02627", "authors": [ "Arthur Juliani", "Vincent-Pierre Berges", "Ervin Teng", "Andrew Cohen", "Jonathan Harper", "Chris Elion", "Chris Goy", "Yuan Gao", "Hunter Henry", "Marwan Mattar", "Danny Lange" ], "date": "2018-09-07", "id": "src-juliani-2018-unity-ml-agents", "kind": "preprint", "name": "Unity: A General Platform for Intelligent Agents", "notes": "Introduces the open-source Unity ML-Agents Toolkit for training agents inside Unity environments.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "game-dev-story" ] } }, "accessed": "2026-10-25", "authors": [ "Kairosoft Wiki contributors" ], "date": "2026", "id": "src-kairosoftwiki-2026-game-dev-story", "kind": "encyclopedia", "name": "Game Dev Story", "notes": "Earliest release listed is a Japanese DoCoMo phone version on 2008-11-04, then iOS 2010-10-09 (no Windows release listed). Contracts pay 100K to over 1,000K within about 6 to 13 weeks and cost the fee and reputation when failed; office upgrades unlock training, advertising, and hiring methods and two seats; advertising loses effect with repeated use; Gamedex each July; Global Game Awards each December, gated on review totals; fan letters shift popularity with age groups and genders.", "provenance": { "created": "2026-10-25-catalog-game-pilot" }, "type": "source", "url": "https://kairosoft.wiki.gg/wiki/Game_Dev_Story", "venue": "Kairosoft Wiki (wiki.gg)" }, { "_derived": { "incoming": { "cited_by": [ "game-dev-story" ] } }, "accessed": "2026-10-25", "authors": [ "Kairosoft Wiki contributors" ], "date": "2026", "id": "src-kairosoftwiki-2026-gds-careers", "kind": "encyclopedia", "name": "Careers (Game Dev Story)", "notes": "Eight careers, four basic (coder, writer, designer, sound engineer) tied to Program, Scenario, Graphics, and Sound, and four advanced (director, producer, hardware engineer, hacker) that need level 5 in two prerequisite careers; each career levels to 5; a Career Change Manual sold once a year moves an employee; hardware engineers are required to build consoles.", "provenance": { "created": "2026-10-25-catalog-game-pilot" }, "type": "source", "url": "https://kairosoft.wiki.gg/wiki/Careers_(Game_Dev_Story)", "venue": "Kairosoft Wiki (wiki.gg)" }, { "_derived": { "incoming": { "cited_by": [ "game-dev-story" ] } }, "accessed": "2026-10-25", "authors": [ "Kairosoft Wiki contributors" ], "date": "2026", "id": "src-kairosoftwiki-2026-gds-consoles", "kind": "encyclopedia", "name": "Consoles (Game Dev Story)", "notes": "Stub page. Each console has an availability date and a removal date in in-game years, months, and weeks, with a three-month warning before removal; no new games for a removed console; licenses are bought for every console except PC, at rising prices; custom consoles need a hardware engineer and the level 3 office and combine a chosen type, CPU, and media.", "provenance": { "created": "2026-10-25-catalog-game-pilot" }, "type": "source", "url": "https://kairosoft.wiki.gg/wiki/Consoles_(Game_Dev_Story)", "venue": "Kairosoft Wiki (wiki.gg)" }, { "_derived": { "incoming": { "cited_by": [ "game-dev-story" ] } }, "accessed": "2026-10-25", "authors": [ "Kairosoft Wiki contributors" ], "date": "2026", "id": "src-kairosoftwiki-2026-gds-creating-games", "kind": "encyclopedia", "name": "Creating games (Game Dev Story)", "notes": "One genre and one type per game, each with cost and popularity, combining into combos from poor to excellent; five development directions trading cost, speed, quality, and research data; staff produce Fun, Creativity, Graphics, and Sound points and bugs; boosts and random events during development; debugging yields research data; four critics score up to 10 each; 32 of 40 enters the Hall of Fame and allows a sequel.", "provenance": { "created": "2026-10-25-catalog-game-pilot" }, "type": "source", "url": "https://kairosoft.wiki.gg/wiki/Creating_games_(Game_Dev_Story)", "venue": "Kairosoft Wiki (wiki.gg)" }, { "_derived": { "incoming": { "cited_by": [ "muse-wham" ] } }, "accessed": "2026-10-24", "authors": [ "Anssi Kanervisto", "Dave Bignell", "Linda Yilin Wen", "Martin Grayson", "Raluca Georgescu", "Sergio Valcarcel Macua" ], "date": "2025-02", "doi": "10.1038/s41586-025-08600-3", "id": "src-kanervisto-2025-wham", "kind": "paper", "name": "World and Human Action Models towards gameplay ideation", "notes": "23 authors (Microsoft Research, Ninja Theory, universities). Introduces WHAM; consistency, diversity, and persistency as capabilities for creative ideation.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://www.nature.com/articles/s41586-025-08600-3", "venue": "Nature 638(8051): 656-663" }, { "_derived": { "incoming": { "cited_by": [ "wave-function-collapse" ] } }, "accessed": "2026-10-24", "authors": [ "Isaac Karth", "Adam M. Smith" ], "date": "2017-08", "id": "src-karth-2017-wfc-constraint-solving", "kind": "paper", "name": "WaveFunctionCollapse is Constraint Solving in the Wild", "notes": "Public release 2016-09-30; WFC as MRV-ordered search with arc-consistency propagation and global restarts; Caves of Qud and Proc Skater 2016 as early users; global constraints caused many conflicts that backtracking resolved.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "url": "https://adamsmith.as/papers/wfc_is_constraint_solving_in_the_wild.pdf", "venue": "Foundations of Digital Games (FDG 2017)" }, { "_derived": { "incoming": { "cited_by": [ "massively-parallel-simulation" ] } }, "accessed": "2026-10-24", "arxiv": "2408.01584", "authors": [ "Saman Kazemkhani", "Aarav Pandya", "Daphne Cornelisse", "Brennan Shacklett", "Eugene Vinitsky" ], "date": "2024-08-02", "id": "src-kazemkhani-2024-gpudrive", "kind": "preprint", "name": "GPUDrive: Data-driven, multi-agent driving simulation at 1 million FPS", "notes": "Built on Madrona; over one million simulation steps per second; multi-agent driving agents trained on Waymo Open Motion scenarios in minutes to hours.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2408.01584" }, { "_derived": { "incoming": { "cited_by": [ "massively-parallel-simulation" ] } }, "accessed": "2026-10-24", "authors": [ "Jonathan Kemper" ], "date": "2024-12-26", "id": "src-kemper-2024-genesis-430000x", "kind": "news", "name": "Genesis speeds up AI robot training with simulations 430,000x faster than reality", "notes": "Reports the launch claim of up to 43 million FPS (430,000x real time) for simple scenes; notes skepticism and that contact-rich dexterous scenes remain hard.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://the-decoder.com/genesis-speeds-up-ai-robot-training-with-simulations-430000x-faster-than-reality/", "venue": "The Decoder" }, { "_derived": { "incoming": { "cited_by": [ "gaussian-splatting" ] } }, "accessed": "2026-10-24", "arxiv": "2308.04079", "authors": [ "Bernhard Kerbl", "Georgios Kopanas", "Thomas Leimkühler", "George Drettakis" ], "date": "2023-08", "id": "src-kerbl-2023-3d-gaussian-splatting", "kind": "paper", "name": "3D Gaussian Splatting for Real-Time Radiance Field Rendering", "notes": "Anisotropic 3D Gaussians from SfM points, interleaved optimization and density control, visibility-aware tile rasterizer; real-time (>=30 fps) novel-view synthesis at 1080p.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://arxiv.org/abs/2308.04079", "venue": "ACM Transactions on Graphics (SIGGRAPH 2023)" }, { "_derived": { "incoming": { "cited_by": [ "contagion" ] } }, "accessed": "2026-10-24", "authors": [ "W. O. Kermack", "A. G. McKendrick" ], "date": "1927", "doi": "10.1098/rspa.1927.0118", "id": "src-kermack-1927-epidemic-theory", "kind": "paper", "name": "A Contribution to the Mathematical Theory of Epidemics", "notes": "Introduces the compartment model of epidemics; shows that for each epidemic there is a threshold population density, set by infectivity, recovery, and death rates, below which introducing infection does not produce an epidemic.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://mathshistory.st-andrews.ac.uk/Extras/Epidemic_theory/", "venue": "Proceedings of the Royal Society of London, Series A, 115(772):700-721" }, { "_derived": { "incoming": { "cited_by": [ "learned-level-generation" ] } }, "accessed": "2026-10-24", "arxiv": "2001.09212", "authors": [ "Ahmed Khalifa", "Philip Bontrager", "Sam Earle", "Julian Togelius" ], "date": "2020-01-24", "id": "src-khalifa-2020-pcgrl", "kind": "preprint", "name": "PCGRL: Procedural Content Generation via Reinforcement Learning", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "gaussian-splatting" ] } }, "accessed": "2026-10-24", "authors": [ "The Khronos Group" ], "date": "2026-02-03", "id": "src-khronos-2026-gltf-gaussian-splatting", "kind": "tech-report", "name": "Khronos releases KHR_gaussian_splatting glTF extension release candidate", "notes": "Release candidate of baseline glTF 2.0 splat extension; compression proposals SPZ (Niantic Spatial) and L-GSC (Qualcomm); contributors Autodesk, Cesium/Bentley, Esri, Huawei, Niantic Spatial, NVIDIA, XGRIDS; ratification expected Q2 2026.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://www.khronos.org/news/press/gltf-gaussian-splatting-press-release" }, { "_derived": { "incoming": { "cited_by": [ "monte-carlo-tree-search" ] } }, "accessed": "2026-10-24", "authors": [ "Levente Kocsis", "Csaba Szepesvári" ], "date": "2006", "doi": "10.1007/11871842_29", "id": "src-kocsis-2006-uct", "kind": "paper", "name": "Bandit Based Monte-Carlo Planning", "notes": "Introduces UCT, applying the UCB1 bandit rule to node selection in Monte Carlo tree search.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "Machine Learning: ECML 2006 (LNCS), pp. 282-293" }, { "_derived": { "incoming": { "cited_by": [ "on-device-language-models", "realtime-voice-models" ] } }, "accessed": "2026-10-24", "authors": [ "KRAFTON" ], "date": "2026-06-16", "id": "src-krafton-2026-pubg-ally-beta", "kind": "tech-report", "name": "KRAFTON Introduces PUBG Ally Beta Test", "notes": "Ally Duo arcade mode on Sanhok, 17 June to 1 July 2026; AI companion Ella powered by an on-device small language model built on NVIDIA ACE with speech-to-text and text-to-speech; fast actions (movement, item collection) with minimal latency, strategy from game context and conversation; Korean, Chinese, English.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://www.krafton.com/en/news/press/krafton-introduces-pubg-ally-beta-test/", "venue": "KRAFTON press release" }, { "_derived": { "incoming": { "cited_by": [ "continuous-alife-and-asal" ] } }, "accessed": "2026-10-24", "arxiv": "2412.17799", "authors": [ "Akarsh Kumar", "Chris Lu", "Louis Kirsch", "Yujin Tang", "Kenneth O. Stanley", "Phillip Isola", "David Ha" ], "date": "2024-12-23", "id": "src-kumar-2024-asal", "kind": "preprint", "name": "Automating the Search for Artificial Life with Foundation Models", "notes": "ASAL: vision-language foundation model scores rendered simulations to search Boids, Particle Life, Game of Life, Lenia and NCA rule spaces for target phenomena, open-ended novelty, or diverse illumination.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2412.17799" }, { "_derived": { "incoming": { "cited_by": [ "ml-weather-models" ] } }, "accessed": "2026-10-24", "arxiv": "2212.12794", "authors": [ "Remi Lam", "Alvaro Sanchez-Gonzalez", "Matthew Willson", "et al.", "Peter Battaglia" ], "date": "2023-11-14", "doi": "10.1126/science.adi2336", "id": "src-lam-2023-graphcast", "kind": "paper", "name": "GraphCast: Learning skillful medium-range global weather forecasting", "notes": "0.25 degree global, 10-day forecasts in under one minute; better than the top operational deterministic system on 90% of 1,380 verification targets.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2212.12794", "venue": "Science 382 (2023)" }, { "_derived": { "incoming": { "cited_by": [ "alphaevolve-algorithm-discovery" ] } }, "accessed": "2026-10-24", "arxiv": "2509.19349", "authors": [ "Robert Tjarko Lange", "Yuki Imajuku", "Edoardo Cetin" ], "date": "2025-09-17", "id": "src-lange-2025-shinkaevolve", "kind": "preprint", "name": "ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution", "notes": "Open-source LLM program evolution; new state-of-the-art circle packing with about 150 samples versus thousands for earlier systems.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2509.19349" }, { "_derived": { "incoming": { "cited_by": [ "massively-parallel-simulation" ] } }, "accessed": "2026-10-24", "authors": [ "Michael Larabel" ], "date": "2025-09-29", "id": "src-larabel-2025-newton-linux-foundation", "kind": "news", "name": "NVIDIA, Disney and Google contribute open-source Newton engine to the Linux Foundation", "notes": "Newton robotics physics engine built on NVIDIA Warp and OpenUSD with MuJoCo compatibility; co-developed with Google DeepMind and Disney Research.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://www.phoronix.com/news/Linux-Foundation-Newton", "venue": "Phoronix" }, { "_derived": { "incoming": { "cited_by": [ "mean-field-games" ] } }, "accessed": "2026-10-24", "authors": [ "Jean-Michel Lasry", "Pierre-Louis Lions" ], "date": "2007-03-28", "doi": "10.1007/s11537-007-0657-8", "id": "src-lasry-2007-mean-field-games", "kind": "paper", "name": "Mean field games", "notes": "Founding MFG paper: many rational players each optimize against the aggregate distribution; coupled forward-backward nonlinear PDEs shown well-posed.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://link.springer.com/article/10.1007/s11537-007-0657-8", "venue": "Japanese Journal of Mathematics 2, 229-260" }, { "_derived": { "incoming": { "cited_by": [ "mean-field-games" ] } }, "accessed": "2026-10-24", "arxiv": "2205.12944", "authors": [ "Mathieu Lauriere", "Sarah Perrin", "Julien Perolat", "Sertan Girgin", "Paul Muller", "Romuald Elie", "Matthieu Geist", "Olivier Pietquin" ], "date": "2022-05-25", "id": "src-lauriere-2022-learning-mfg-survey", "kind": "preprint", "name": "Learning in Mean Field Games: A Survey", "notes": "Survey of RL and iterative best-response or policy-evaluation methods for static, stationary and evolutive MFG equilibria and social optima.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2205.12944" }, { "_derived": { "incoming": { "cited_by": [ "graph-network-simulators" ] } }, "accessed": "2026-10-24", "arxiv": "2010.08895", "authors": [ "Zongyi Li", "Nikola Kovachki", "Kamyar Azizzadenesheli", "Burigede Liu", "Kaushik Bhattacharya", "Andrew Stuart", "Anima Anandkumar" ], "date": "2020-10-18", "id": "src-li-2020-fno", "kind": "paper", "name": "Fourier Neural Operator for Parametric Partial Differential Equations", "notes": "Neural operator with kernels parameterized in Fourier space; Burgers, Darcy, Navier-Stokes; up to three orders of magnitude faster than traditional PDE solvers; zero-shot super-resolution.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2010.08895", "venue": "ICLR 2021" }, { "_derived": { "incoming": { "cited_by": [ "open-interactive-video-models" ] } }, "accessed": "2026-10-24", "arxiv": "2506.17201", "authors": [ "Jiaqi Li", "Junshu Tang", "Zhiyong Xu", "and others (Tencent Hunyuan)" ], "date": "2025-06", "id": "src-li-2025-hunyuan-gamecraft", "kind": "preprint", "name": "Hunyuan-GameCraft: High-dynamic Interactive Game Video Generation with Hybrid History Condition", "notes": "Over 1M recordings from 100+ AAA titles split into 6 s clips; keyboard and mouse unified into camera actions with Plucker embeddings; hybrid history conditioning; PCM distillation 0.25 to 6.6 fps, under 5 s latency per action; 720p; lacks shooting and throwing actions.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://arxiv.org/abs/2506.17201" }, { "_derived": { "incoming": { "cited_by": [ "on-device-language-models" ] } }, "accessed": "2026-10-24", "arxiv": "2306.00978", "authors": [ "Ji Lin", "Jiaming Tang", "Haotian Tang", "Shang Yang", "Wei-Ming Chen", "Wei-Chen Wang", "Guangxuan Xiao", "Xingyu Dang", "Chuang Gan", "Song Han" ], "date": "2023-06-01", "id": "src-lin-2023-awq", "kind": "paper", "name": "AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration", "notes": "4-bit weight-only quantization protecting about 1% salient weights chosen from activation statistics; TinyChat runtime over 3x faster than Hugging Face FP16 on desktop and mobile GPUs.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://arxiv.org/abs/2306.00978", "venue": "MLSys 2024 (Best Paper Award)" }, { "_derived": { "incoming": { "cited_by": [ "human-behavior-simulation-models" ] } }, "accessed": "2026-10-24", "authors": [ "Wei Liu", "Nai Ding" ], "date": "2025-12-11", "doi": "10.1360/nso/20250053", "id": "src-liu-2025-centaur-instruction-understanding", "kind": "paper", "name": "Can Centaur truly simulate human cognition? The fundamental limitation of instruction understanding", "notes": "With task instructions removed or replaced by misleading ones, Centaur still generally outperformed domain-specific cognitive models; authors conclude it relies on superficial statistical cues rather than understanding instructions.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://www.nso-journal.org/10.1360/nso/20250053", "venue": "National Science Open 5(1)" }, { "_derived": { "incoming": { "cited_by": [ "contagion" ] } }, "accessed": "2026-10-24", "authors": [ "Eric T. Lofgren", "Nina H. Fefferman" ], "date": "2007-09", "doi": "10.1016/S1473-3099(07)70212-8", "id": "src-lofgren-2007-corrupted-blood", "kind": "paper", "name": "The untapped potential of virtual game worlds to shed light on real world epidemics", "notes": "Read via secondary summaries (Medical News Today, Wikipedia). Uses the World of Warcraft Corrupted Blood outbreak to argue virtual worlds capture individual behavior in epidemics; players entered quarantine zones and assumed contact would not infect them; quarantine failed and the developer reset servers.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://pubmed.ncbi.nlm.nih.gov/17714675/", "venue": "The Lancet Infectious Diseases 7(9):625-629" }, { "_derived": { "incoming": { "cited_by": [ "the-long-dark" ] } }, "accessed": "2026-10-24", "authors": [ "The Long Dark Wiki contributors" ], "date": "2026", "id": "src-longdarkwiki-2026-condition", "kind": "encyclopedia", "name": "Condition", "notes": "Condition drains per hour while a need is empty: warmth 20%, fatigue 1%, hunger 1%, thirst 2%; passive regeneration about 1% per hour when all needs are above zero; afflictions drain or cap condition.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://thelongdark.fandom.com/wiki/Condition", "venue": "The Long Dark Wiki (Fandom)" }, { "_derived": { "incoming": { "cited_by": [ "massively-parallel-simulation" ] } }, "accessed": "2026-10-24", "authors": [ "Brennan Shacklett", "et al." ], "date": "2026", "id": "src-madrona-2026-repository", "kind": "repository", "name": "Madrona: a prototype engine for high-throughput batch simulation", "notes": "MIT license; GPU batch ECS, XPBD rigid bodies, batch renderer; archetypes fixed up front; example ports include Escape Room, Overcooked-AI, Hide and Seek, Hanabi; research code with breaking APIs.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://github.com/shacklettbp/madrona", "venue": "GitHub" }, { "_derived": { "incoming": { "cited_by": [ "diffusion-game-engines" ] } }, "accessed": "2026-10-24", "date": "2024-10-31", "id": "src-maginative-2024-decart-oasis", "kind": "news", "name": "Decart Unveils Real-Time AI Game Engine, Raises $21M to Make AI-Generated Worlds More Affordable", "notes": "Oasis served on Nvidia H100s; article states cost remains a significant barrier to deploying such models at scale; Etched claims its Sohu chip would serve ten times more users at the same cost. No per-hour cost given.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://www.maginative.com/article/decart-unveils-real-time-ai-game-engine-raises-21m-to-make-ai-generated-worlds-more-affordable/", "venue": "Maginative" }, { "_derived": { "incoming": { "cited_by": [ "massively-parallel-simulation" ] } }, "accessed": "2026-10-24", "arxiv": "2108.10470", "authors": [ "Viktor Makoviychuk", "Lukasz Wawrzyniak", "Yunrong Guo", "et al." ], "date": "2021-08-24", "id": "src-makoviychuk-2021-isaac-gym", "kind": "paper", "name": "Isaac Gym: High Performance GPU-Based Physics Simulation For Robot Learning", "notes": "Physics simulation and policy training both on one GPU; reports 2-3 orders of magnitude faster training than CPU-simulator pipelines.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2108.10470", "venue": "NeurIPS 2021 Datasets and Benchmarks" }, { "_derived": { "incoming": { "cited_by": [ "natural-language-interaction" ] } }, "accessed": "2026-10-24", "authors": [ "Michael Mateas", "Andrew Stern" ], "date": "2004", "id": "src-mateas-2004-facade-nlu", "kind": "paper", "name": "Natural Language Understanding in Facade: Surface-text Processing", "notes": "Venue and year from the hosted file name and contributor knowledge. Forward-chaining template rules map surface text to 24 discourse act types including a catch-all for non-understanding; about 800 template rules compile to about 6,800 Jess rules; permissive rules accept false positives to reduce non-understanding; under 300 ms on a 2 GHz machine.", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://www.cp.eng.chula.ac.th/~vishnu/gameResearch/story_november_2005/MateasSternTIDSE04.pdf", "venue": "TIDSE 2004 (Technologies for Interactive Digital Storytelling and Entertainment)" }, { "_derived": { "incoming": { "cited_by": [ "massively-parallel-simulation" ] } }, "accessed": "2026-10-24", "arxiv": "2402.16801", "authors": [ "Michael Matthews", "Michael Beukman", "Benjamin Ellis", "Mikayel Samvelyan", "Matthew Jackson", "Samuel Coward", "Jakob Foerster" ], "date": "2024-02-26", "id": "src-matthews-2024-craftax", "kind": "paper", "name": "Craftax: A Lightning-Fast Benchmark for Open-Ended Reinforcement Learning", "notes": "JAX rewrite of the Crafter survival-crafting game; up to 250x faster than the Python original; PPO for 1 billion interactions in under an hour on one GPU.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2402.16801", "venue": "ICML 2024" }, { "_derived": { "incoming": { "cited_by": [ "prom-week" ] } }, "accessed": "2026-10-24", "authors": [ "Josh McCoy", "Mike Treanor", "Ben Samuel", "Brandon Tearse", "Michael Mateas", "Noah Wardrip-Fruin" ], "date": "2010", "id": "src-mccoy-2010-the-prom", "kind": "paper", "name": "The Prom: An Example of Socially-Oriented Gameplay", "notes": "Precursor design of Prom Week on CiF: characters with traits, interests, statuses, and networks of liking, attraction, and respect; social games modify social state; level goals made of social states.", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://ojs.aaai.org/index.php/AIIDE/article/download/12381/12240/15909", "venue": "Proceedings of the Sixth AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment (AIIDE)" }, { "_derived": { "incoming": { "cited_by": [ "prom-week" ] } }, "accessed": "2026-10-24", "authors": [ "Josh McCoy", "Mike Treanor", "Ben Samuel", "Aaron Reed", "Michael Mateas", "Noah Wardrip-Fruin" ], "date": "2013-10", "id": "src-mccoy-2013-prom-week", "kind": "paper", "name": "Prom Week", "notes": "Demo paper: Prom Week uses the social AI system Comme il Faut (CiF) to make social relationships playable.", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://ojs.aaai.org/index.php/AIIDE/article/view/12662", "venue": "Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment (AIIDE) 9(1)" }, { "_derived": { "incoming": { "cited_by": [ "gossip-propagation", "relationship-values", "social-exchanges" ] } }, "accessed": "2026-10-24", "authors": [ "Joshua McCoy", "Mike Treanor", "Ben Samuel", "Aaron A. 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some plugins require RTX 40x0; ARM64 (RTX Spark) is a developer preview.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://github.com/NVIDIA-RTX/NVIGI-Core", "venue": "GitHub" }, { "_derived": { "incoming": { "cited_by": [ "bitburner" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-oddiz-2026-bitburner-docs", "kind": "docs", "name": "Bitburner documentation (community fork)", "notes": "Fork of the official documentation: hack, grow, and weaken with a security floor of max(1, round(start/3)); augmentations bought from factions with reputation, each purchase doubles later prices, installing resets most progress; BitNodes destroyed via w0r1d_d43m0n at hacking 3000 grant Source-Files; stock forecasts.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://bitburner-fork-oddiz.readthedocs.io/en/latest/", "venue": "Read the Docs" }, { "_derived": { "incoming": { "cited_by": [ "open-interactive-video-models" ] } }, "accessed": "2026-10-24", "authors": [ "Oliver Cameron" ], "date": "2025-10-27", "id": "src-odyssey-2025-odyssey-2", "kind": "tech-report", "name": "Introducing Odyssey-2: A General-Purpose World Model", "notes": "Every frame generated in under 50 ms (~20 fps); text-prompt interaction; multi-minute streams; causal autoregressive; API announced as coming soon.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://odyssey.systems/introducing-odyssey-2", "venue": "Odyssey" }, { "_derived": { "incoming": { "cited_by": [ "oxygen-not-included" ] } }, "accessed": "2026-10-24", "authors": [ "Oxygen Not Included Wiki contributors" ], "date": "2026", "id": "src-oniwiki-2026-germs", "kind": "encyclopedia", "name": "Germs", "notes": "Five germ types; germs live on tiles, items, buildings, gases, and liquids; per-germ exposure thresholds; inhalation and ingestion exposure tiers; contraction chance 0.5 - 0.5 x tanh(resistance / 4); heat, chlorine, and radiation kill germs.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://oxygennotincluded.wiki.gg/wiki/Germs", "venue": "Oxygen Not Included Wiki (wiki.gg)" }, { "_derived": { "incoming": { "cited_by": [ "fluid-pipe-network", "oxygen-not-included" ] } }, "accessed": "2026-10-24", "authors": [ "Oxygen Not Included Wiki contributors" ], "date": "2026", "id": "src-oniwiki-2026-liquid-pipe", "kind": "encyclopedia", "name": "Liquid Pipe", "notes": "Each segment holds 10 kg; 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buy orders from consumption and sell orders from production set market price; market access from infrastructure scales orders and blends local and market prices.", "provenance": { "created": "2026-10-24-taxonomy-m2" }, "type": "source", "url": "https://forum.paradoxplaza.com/forum/developer-diary/victoria-3-dev-diary-9-national-markets.1484917/", "venue": "Paradox Interactive forum" }, { "_derived": { "incoming": { "cited_by": [ "trade-routes" ] } }, "accessed": "2026-10-24", "authors": [ "Paradox Development Studio" ], "date": "2022-08-10", "id": "src-paradox-2022-vic3-trade-revisions", "kind": "tech-report", "name": "Victoria 3 Dev Diary #54: Trade Revisions", "notes": "Routes start at level 1 and grow or shrink weekly by profitability; midpoint purchase and sale prices; per-unit tariffs on base price; convoys; per-route bureaucracy cost replaces route cap; trade agreements and embargoes.", "provenance": { "created": "2026-10-24-taxonomy-m2" }, "type": "source", "url": "https://www.paradoxinteractive.com/games/victoria-3/news/dev-diary-54-trade-revisions", "venue": "Paradox Interactive" }, { "_derived": { "incoming": { "cited_by": [ "cities-skylines-2" ] } }, "accessed": "2026-10-24", "authors": [ "Paradox Interactive" ], "date": "2023", "id": "src-paradox-2023-cs2-electricity-water", "kind": "docs", "name": "Cities: Skylines II features: Electricity and Water", "notes": "Solar output depends on weather and time of day, wind turbines on wind strength; 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up to three setbacks; two-year cancellation cooldown; government petitions; revolution clock for revolutionary movements; 40 revolution events.", "provenance": { "created": "2026-10-24-taxonomy-m2" }, "type": "source", "url": "https://www.paradoxinteractive.com/games/victoria-3/news/dev-diary-80-law-enactment-and-revolution-clock-in-13", "venue": "Paradox Interactive" }, { "_derived": { "incoming": { "cited_by": [ "causal-tooltips", "victoria-3" ] } }, "accessed": "2026-10-24", "authors": [ "Henrik (Paradox UX designer)" ], "date": "2023", "id": "src-paradox-2023-victoria-3-dev-diary-74", "kind": "tech-report", "name": "Victoria 3 Dev Diary #74 - UX Improvements", "notes": "UX changes: repositioned tooltips so players can move into a nested tooltip without opening another by accident; military tooltips break down battle calculations; more detailed pop needs, market access, and radicals tooltips. 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Structure: trigger, immediate, options with ai_chance, after. on_actions fire events, weighted random_events, or first_valid; trigger_event schedules follow-ups with random day delays; warns against every_living_character in pulse on_actions.", "provenance": { "created": "2026-10-24-taxonomy-m7" }, "type": "source", "url": "https://ck3.paradoxwikis.com/Event_modding", "venue": "Crusader Kings III Wiki (paradoxwikis.com)" }, { "_derived": { "incoming": { "cited_by": [ "culture-religion-conversion", "opinion-modifiers" ] } }, "accessed": "2026-10-24", "authors": [ "Crusader Kings III Wiki contributors" ], "date": "2026", "id": "src-paradoxwikis-2026-ck3-opinion", "kind": "encyclopedia", "name": "Opinion", "notes": "Most opinion decays to 0; Tyranny decays 0.25 per month; diplomacy +1 per point; same dynasty +5; faith hostility 0 to -30; attraction such as Beautiful +30, Ugly -20; Friend +60, Best Friend +120, Rival -60, Nemesis -120; Broke Truce -50 for 3 years; predecessor opinion is the only inheritable opinion.", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://ck3.paradoxwikis.com/Opinion", "venue": "Crusader Kings III Wiki (paradoxwikis.com)" }, { "_derived": { "incoming": { "cited_by": [ "dynasty-succession" ] } }, "accessed": "2026-10-24", "authors": [ "Crusader Kings III Wiki contributors" ], "date": "2026", "id": "src-paradoxwikis-2026-ck3-succession", "kind": "encyclopedia", "name": "Succession", "notes": "Primogeniture, ultimogeniture, and house seniority; 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each point of diplomatic reputation adds +5 to alliance acceptance and +3 to vassalization; base cap of 4 diplomatic relations, 1 diplomatic power per month per relation over cap; 2 diplomats.", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://eu4.paradoxwikis.com/Diplomacy", "venue": "Europa Universalis IV Wiki (paradoxwikis.com)" }, { "_derived": { "incoming": { "cited_by": [ "hearts-of-iron-4", "supply-lines" ] } }, "accessed": "2026-10-24", "authors": [ "Hearts of Iron IV Wiki contributors" ], "date": "2026", "id": "src-paradoxwikis-2026-hoi4-supply", "kind": "encyclopedia", "name": "Supply", "notes": "Hub capacity via railway to capital, 15 to 35 by railway level, limited by weakest link; falloff per province from hub; trucks for motorized hubs; attrition at 35% supply or less; stored supply base cap 150%.", "provenance": { "created": "2026-10-24-taxonomy-m1" }, "type": "source", "url": "https://hoi4.paradoxwikis.com/Supply", "venue": "Hearts of Iron IV Wiki (Paradox Wikis)" }, { "_derived": { "incoming": { "cited_by": [ "daily-schedules", "prison-architect" ] } }, "accessed": "2026-10-24", "authors": [ "Prison Architect Wiki contributors" ], "date": "2026", "id": "src-paradoxwikis-2026-prison-architect-regime", "kind": "encyclopedia", "name": "Regime", "notes": "Hourly schedule per risk category, unlocked by hiring a Warden; Lockup, Sleep, Eat, Yard, Shower, Free Time, and Work variants; regimes confine prisoners to areas rather than forcing actions; cooks start four hours before Eat; prisoners never sleep from 8 AM to 8 PM.", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://prisonarchitect.paradoxwikis.com/Regime", "venue": "Prison Architect Wiki (paradoxwikis.com)" }, { "_derived": { "incoming": { "cited_by": [ "cities-skylines", "education-workforce" ] } }, "accessed": "2026-10-24", "authors": [ "Cities: Skylines Wiki contributors" ], "date": "2026", "id": "src-paradoxwikis-2026-skylines-education", "kind": "encyclopedia", "name": "Education", "notes": "Uneducated, educated, well educated, highly educated; elementary 300, high school 1,000, university 4,500 capacity; jobs have education requirements; higher-level buildings need more educated workers; citizens take lower jobs when nothing else is available; budget 50-150%; educated citizens make less garbage; page verified for version 1.16.", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://skylines.paradoxwikis.com/Education", "venue": "Cities: Skylines Wiki (paradoxwikis.com)" }, { "_derived": { "incoming": { "cited_by": [ "culture-religion-conversion", "education-workforce", "immigration-attractiveness", "lifecycle-aging", "population-strata" ] } }, "accessed": "2026-10-24", "authors": [ "Victoria 3 Wiki contributors" ], "date": "2026", "id": "src-paradoxwikis-2026-vic3-pops", "kind": "encyclopedia", "name": "Pops", "notes": "Pops share profession, culture, religion, state, and workplace; professions grouped into classes and strata; standard of living sets needs and radicalism; monthly qualifications from literacy and wealth; literacy moves toward education access; migration toward states with higher attraction, mainly standard of living; workforce 25% by default.", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://vic3.paradoxwikis.com/Pops", "venue": "Victoria 3 Wiki (paradoxwikis.com)" }, { "_derived": { "incoming": { "cited_by": [ "daily-schedules", "generative-agents", "generative-agents-smallville", "gossip-propagation", "memories-thoughts" ] } }, "accessed": "2026-10-24", "arxiv": "2304.03442", "authors": [ "Joon Sung Park", "Joseph C. O'Brien", "Carrie J. Cai", "Meredith Ringel Morris", "Percy Liang", "Michael S. Bernstein" ], "date": "2023-04-07", "id": "src-park-2023-generative-agents", "kind": "paper", "name": "Generative Agents: Interactive Simulacra of Human Behavior", "notes": "25 agents in Smallville (Phaser, inspired by The Sims); gpt-3.5-turbo; memory stream retrieval by recency (0.995 per game hour), importance (1-10), relevance; reflection at importance sum 150; hierarchical planning; party awareness 1 to 13 agents, candidacy 1 to 8, network density 0.167 to 0.74 over two game days; cost thousands of dollars.", "provenance": { "created": "2026-10-24-catalog-gd" }, "type": "source", "url": "https://arxiv.org/abs/2304.03442", "venue": "UIST '23 (ACM Symposium on User Interface Software and Technology)" }, { "_derived": { "incoming": { "cited_by": [ "generative-agents-smallville" ] } }, "accessed": "2026-10-24", "authors": [ "Joon Sung Park" ], "date": "2023", "id": "src-park-2023-generative-agents-repository", "kind": "repository", "name": "joonspk-research/generative_agents", "notes": "Apache-2.0 code for the paper; reverie backend simulation server plus Django frontend rendering Smallville; one game step is 10 game seconds; requires an OpenAI API key; replay and demo modes.", "provenance": { "created": "2026-10-24-catalog-gd" }, "type": "source", "url": "https://github.com/joonspk-research/generative_agents", "venue": "GitHub" }, { "_derived": { "incoming": { "cited_by": [ "human-behavior-simulation-models" ] } }, "accessed": "2026-10-24", "arxiv": "2411.10109", "authors": [ "Joon Sung Park", "Carolyn Q. Zou", "Jonne Kamphorst", "Niles Egan", "Aaron Shaw", "Benjamin Mako Hill", "Carrie Cai", "Meredith Ringel Morris", "Percy Liang", "Robb Willer", "Michael S. Bernstein" ], "date": "2024-11-15", "id": "src-park-2024-1000-people", "kind": "preprint", "name": "Generative Agent Simulations of 1,000 People", "notes": "Agents from two-hour interviews with 1,052 U.S. participants. The arXiv abstract as fetched (later version, retitled LLM Agents Grounded in Self-Reports Enable General-Purpose Simulation of Individuals) gives normalized GSS accuracy of 83% interview-only, 82% survey-only, 86% combined, 74% demographics-only; the Stanford HAI brief reports 85%. Reduced accuracy disparities across racial and ideological groups.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://arxiv.org/abs/2411.10109", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "causal-tooltips", "crusader-kings-3", "victoria-3" ] } }, "accessed": "2026-10-24", "date": "2022", "id": "src-pcgamesn-2022-victoria-3-nested-tooltips", "kind": "news", "name": "Victoria 3 nested tooltip system", "notes": "Reports that Victoria 3 adopts the nested tooltip system introduced in Crusader Kings III, where highlighted terms inside a tooltip open further tooltips. 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Wikipedia gives October 2021 for early access; both agree on 2021.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://www.pcgamingwiki.com/wiki/Against_the_Storm", "venue": "PCGamingWiki" }, { "_derived": { "incoming": { "cited_by": [ "neural-rendering-shaders" ] } }, "accessed": "2026-10-24", "authors": [ "PCGamingWiki contributors" ], "date": "2026", "id": "src-pcgamingwiki-2026-cities-skylines-2", "kind": "encyclopedia", "name": "Cities: Skylines II", "notes": "Video settings list DLSS 2.0 and FSR 1.0 upscaling; no dates given.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://www.pcgamingwiki.com/wiki/Cities:_Skylines_II", "venue": "PCGamingWiki" }, { "_derived": { "incoming": { "cited_by": [ "neural-rendering-shaders" ] } }, "accessed": "2026-10-24", "authors": [ "PCGamingWiki contributors" ], "date": "2026", "id": "src-pcgamingwiki-2026-msfs-2020", "kind": "encyclopedia", "name": "Microsoft Flight Simulator (2020)", "notes": "Video settings list DLSS 2.0 upscaling, DLSS Frame Generation support, and FSR 2.1; no dates given.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://www.pcgamingwiki.com/wiki/Microsoft_Flight_Simulator_(2020)", "venue": "PCGamingWiki" }, { "_derived": { "incoming": { "cited_by": [ "llm-explanation-of-state", "llm-game-master" ] } }, "accessed": "2026-10-24", "arxiv": "2404.17027", "authors": [ "Xiangyu Peng", "Jessica Quaye", "Sudha Rao", "Weijia Xu", "et al.", "Bill Dolan" ], "date": "2024-04-25", "id": "src-peng-2024-player-driven-emergence", "kind": "preprint", "name": "Player-Driven Emergence in LLM-Driven Game Narrative", "notes": "Dejaboom! TextWorld mystery with five GPT-4 NPCs holding backstories, clues, and ordered goals; 28 players; GPT-4 turned logs into narrative graphs; 53 emergent nodes (43 unique) vs designer graph. About 15 s lag frustrated 40%; NPC forgetting 10%; repetition 10%.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://arxiv.org/abs/2404.17027", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "procedural-terrain" ] } }, "accessed": "2026-10-24", "authors": [ "Ken Perlin" ], "date": "1985", "id": "src-perlin-1985-image-synthesizer", "kind": "paper", "name": "An Image Synthesizer", "notes": "Introduces gradient noise (Perlin noise), the basis of most noise-driven terrain heightmaps.", "provenance": { "created": "2026-10-24-taxonomy-m7" }, "type": "source", "url": "https://history.siggraph.org/?p=107418", "venue": "Computer Graphics 19(3), SIGGRAPH 1985, pp. 287-296" }, { "_derived": { "incoming": { "cited_by": [ "mean-field-games" ] } }, "accessed": "2026-10-24", "arxiv": "2103.00623", "authors": [ "Julien Perolat", "Sarah Perrin", "Romuald Elie", "Mathieu Lauriere", "Georgios Piliouras", "Matthieu Geist", "Karl Tuyls", "Olivier Pietquin" ], "date": "2021-02-28", "id": "src-perolat-2021-mfg-omd", "kind": "preprint", "name": "Scaling up Mean Field Games with Online Mirror Descent", "notes": "Online mirror descent converges to MFG Nash equilibrium under monotonicity; faster than fictitious play; solves MFGs with hundreds of billions of states.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2103.00623" }, { "_derived": { "incoming": { "cited_by": [ "imperfect-information-solvers" ] } }, "accessed": "2026-10-24", "arxiv": "2206.15378", "authors": [ "Julien Perolat", "et al." ], "date": "2022-12-02", "doi": "10.1126/science.add4679", "id": "src-perolat-2022-deepnash", "kind": "paper", "name": "Mastering the game of Stratego with model-free multiagent reinforcement learning", "notes": "DeepNash: Regularised Nash Dynamics (R-NaD), model-free, no search; top-3 2022 and all-time ranking on the Gravon Stratego platform against human experts.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "Science 378:990-996" }, { "_derived": { "incoming": { "cited_by": [ "graph-network-simulators" ] } }, "accessed": "2026-10-24", "arxiv": "2010.03409", "authors": [ "Tobias Pfaff", "Meire Fortunato", "Alvaro Sanchez-Gonzalez", "Peter W. Battaglia" ], "date": "2020-10-07", "id": "src-pfaff-2021-meshgraphnets", "kind": "paper", "name": "Learning Mesh-Based Simulation with Graph Networks", "notes": "MeshGraphNets: message passing on simulation meshes with adaptive remeshing; cloth, aerodynamics, structural mechanics; 1-2 orders of magnitude faster than the training simulator.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2010.03409", "venue": "ICLR 2021" }, { "_derived": { "incoming": { "cited_by": [ "llm-agent-societies" ] } }, "accessed": "2026-10-24", "arxiv": "2502.08691", "authors": [ "Jinghua Piao", "Yuwei Yan", "Jun Zhang", "et al. (Tsinghua University)" ], "date": "2025-02-12", "id": "src-piao-2025-agentsociety", "kind": "preprint", "name": "AgentSociety: Large-Scale Simulation of LLM-Driven Generative Agents Advances Understanding of Human Behaviors and Society", "notes": "Over 10k agents and about 5 million interactions; agents with profiles, emotion, needs, and cognition layers; urban, social, and economic spaces (firms, banks, government); Ray actors, asyncio, MQTT bus; DeepSeek API chosen to avoid rate limits. Experiments on polarization, inflammatory messages, universal basic income, hurricane shock.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://arxiv.org/abs/2502.08691", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "automated-rule-generation" ] } }, "accessed": "2026-10-24", "arxiv": "1905.05013", "authors": [ "Éric Piette", "Dennis J. N. J. Soemers", "Matthew Stephenson", "Chiara F. Sironi", "Mark H. M. Winands", "Cameron Browne" ], "date": "2019-05-13", "id": "src-piette-2019-ludii", "kind": "preprint", "name": "Ludii -- The Ludemic General Game System", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "continuous-alife-and-asal" ] } }, "accessed": "2026-10-24", "arxiv": "2212.07906", "authors": [ "Erwan Plantec", "Gautier Hamon", "Mayalen Etcheverry", "Pierre-Yves Oudeyer", "Clement Moulin-Frier", "Bert Wang-Chak Chan" ], "date": "2022-12-14", "id": "src-plantec-2023-flow-lenia", "kind": "paper", "name": "Flow-Lenia: Towards open-ended evolution in cellular automata through mass conservation and parameter localization", "notes": "Mass-conserving Lenia where rule parameters are carried by matter, so multiple species with different local rules coexist, interact and mix.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2212.07906", "venue": "ALIFE 2023" }, { "_derived": { "incoming": { "cited_by": [ "deep-rl-npc-policies", "gran-turismo-7" ] } }, "accessed": "2026-10-24", "authors": [ "Polyphony Digital" ], "date": "2023-11-02", "id": "src-polyphony-2023-gt-sophy-2", "kind": "tech-report", "name": "Gran Turismo Sophy 2.0 permanently added to Gran Turismo 7", "notes": "Spec II update; PS5 only; nine tracks and 340 cars (95% of car models) versus four cars and four tracks before; selected as Rival AI in Quick Race only.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "url": "https://www.gran-turismo.com/us/news/00_4176595.html", "venue": "gran-turismo.com" }, { "_derived": { "incoming": { "cited_by": [ "deep-rl-npc-policies" ] } }, "accessed": "2026-10-24", "authors": [ "Polyphony Digital" ], "date": "2023-02-20", "id": "src-polyphony-2023-gt-sophy-race-together", "kind": "tech-report", "name": "Gran Turismo Sophy Race Together event in Gran Turismo 7", "notes": "Time-limited event in Update 1.29: four races against GT Sophy cars of different performance at Beginner, Intermediate, and Expert levels, plus a 1vs1 mode.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "url": "https://www.gran-turismo.com/us/gt7/news/00_5962264.html", "venue": "gran-turismo.com" }, { "_derived": { "incoming": { "cited_by": [ "democracy-4" ] } }, "accessed": "2026-10-24", "authors": [ "Cliff Harris" ], "date": "2024-04-24", "id": "src-positech-2024-democracy-4-consoles", "kind": "tech-report", "name": "Democracy 4 comes to consoles", "notes": "Developer blog post announcing Democracy 4: Console Edition for Nintendo Switch, PlayStation, and Xbox on 2024-06-05.", "provenance": { "created": "2026-10-24-catalog-gi" }, "type": "source", "url": "https://www.positech.co.uk/cliffsblog/2024/04/24/democracy-4-comes-to-consoles/", "venue": "Positech Games blog" }, { "_derived": { "incoming": { "cited_by": [ "the-powder-toy" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-powdertoy-2026-official-site", "kind": "docs", "name": "The Powder Toy official site", "notes": "Simulates air pressure and velocity, heat, and gravity; electronics and wiring; community save browser; Lua API; Windows, macOS, Linux, Android, browser; GPL source on GitHub.", "provenance": { "created": "2026-10-24-catalog-gg" }, "type": "source", "url": "https://powdertoy.co.uk/" }, { "_derived": { "incoming": { "cited_by": [ "ml-weather-models" ] } }, "accessed": "2026-10-24", "arxiv": "2312.15796", "authors": [ "Ilan Price", "Alvaro Sanchez-Gonzalez", "Ferran Alet", "et al.", "Matthew Willson" ], "date": "2024-12-04", "doi": "10.1038/s41586-024-08252-9", "id": "src-price-2024-gencast", "kind": "paper", "name": "Probabilistic weather forecasting with machine learning", "notes": "GenCast diffusion ensemble, 0.25 degree, 12-hour steps, 15-day horizon; 50-member ensembles; more skillful than ECMWF ENS on 97.2% of 1,320 targets; one 15-day forecast in about 8 minutes on a TPUv5.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://www.nature.com/articles/s41586-024-08252-9", "venue": "Nature 637, 84-90" }, { "_derived": { "incoming": { "cited_by": [ "prison-architect" ] } }, "accessed": "2026-10-24", "authors": [ "Prison Architect Wiki contributors" ], "date": "2026", "id": "src-prisonarchitectwiki-2026-needs", "kind": "encyclopedia", "name": "Needs", "notes": "21 general prisoner needs with satisfying objects and durations; charge 1 to 10 with a side effect at 10; unmet needs may cause fights, escape attempts, riots, or criminal insanity; report colors from green to red.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://prison-architect.fandom.com/wiki/Needs", "venue": "Prison Architect Wiki (Fandom)" }, { "_derived": { "incoming": { "cited_by": [ "suck-up" ] } }, "accessed": "2026-10-24", "date": "2023-12-05", "id": "src-proxima-2023-suck-up-terms", "kind": "docs", "name": "Suck Up! Terms of Service", "notes": "Last updated 2023-12-05; Proxima Enterprises Inc.; in-game Tokens exchanged for use of an AI model, with GPT 3.5 and Llama 2 as examples; in-game messages may be collected for research and development.", "provenance": { "created": "2026-10-24-catalog-gd" }, "type": "source", "url": "https://www.playsuckup.com/terms", "venue": "playsuckup.com" }, { "_derived": { "incoming": { "cited_by": [ "suck-up" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-proxima-2026-suck-up-site", "kind": "docs", "name": "Suck Up! official site", "notes": "Copyright Proxima Enterprises Inc.; describes the website build as Early Access and the Steam version as the 1.0 release with Workshop support; players craft character personalities and behaviors.", "provenance": { "created": "2026-10-24-catalog-gd" }, "type": "source", "url": "https://www.playsuckup.com/", "venue": "playsuckup.com" }, { "_derived": { "incoming": { "cited_by": [ "project-zomboid" ] } }, "accessed": "2026-10-24", "authors": [ "PZwiki contributors" ], "date": "2026", "id": "src-pzwiki-2026-moodles", "kind": "encyclopedia", "name": "Moodles", "notes": "Moodle list and effects: hungry, thirsty, panic, bored, stressed, unhappy, heavy load, endurance, tired, hyperthermia, hypothermia, windchill, wet, injured, pain, bleeding, has a cold, sick; zombie infection always fatal in an unmodified game.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://pzwiki.net/wiki/Moodles", "venue": "PZwiki" }, { "_derived": { "incoming": { "cited_by": [ "species-alre" ] } }, "accessed": "2026-10-24", "authors": [ "Quasar" ], "date": "2012-05-27", "id": "src-quasar-2012-species-alpha-release", "kind": "tech-report", "name": "ALPHA RELEASE! WHOO!", "notes": "Public release of the free Proof of Concept Demo Alpha 0.4.0 (XNA); adjustable simulation speed, creature and DNA inspection, species statistics over time, Tree of Life view, move, feed, and remove tools, bundled Mod Maker.", "provenance": { "created": "2026-10-24-catalog-gd" }, "type": "source", "url": "https://speciesdevblog.wordpress.com/2012/05/27/alpha-release-whoo/", "venue": "Species development blog" }, { "_derived": { "incoming": { "cited_by": [ "natural-selection", "species-alre" ] } }, "accessed": "2026-10-24", "authors": [ "Quasar" ], "date": "2014-10-03", "id": "src-quasar-2014-species-0-7-0", "kind": "tech-report", "name": "Species 0.7.0 Released!", "notes": "Free alpha; skeleton analyzed for internal forces and torques to charge energy costs; creatures eat only within head reach; rovers feed or kill by genetic distance to a target genome and can be programmed to deforest or fertilize; climate control devices make cold, hot, fertile, or dead ground; fences.", "provenance": { "created": "2026-10-24-catalog-gd" }, "type": "source", "url": "https://speciesdevblog.wordpress.com/2014/10/03/species-0-7-0-released/", "venue": "Species development blog" }, { "_derived": { "incoming": { "cited_by": [ "natural-selection", "species-alre", "trait-inheritance" ] } }, "accessed": "2026-10-24", "date": "2016-02-27", "id": "src-revolutionarygames-2016-thrive-vs-species", "kind": "tech-report", "name": "Devblog #5: Thrive vs Species", "notes": "Describes Species (single developer Quasar, free alpha) genes stored as numbers; most mutations add a random value in [-1, 1] times a modifier for background mutation rate and radiation; species defined by interbreeding within genetic distance, splitting only when intermediates die out; stamina from joint torques.", "provenance": { "created": "2026-10-24-catalog-gd" }, "type": "source", "url": "https://www.revolutionarygamesstudio.com/devblog-5-thrive-vs-species", "venue": "Revolutionary Games Studio" }, { "_derived": { "incoming": { "cited_by": [ "storyteller-director" ] } }, "accessed": "2026-10-24", "authors": [ "RimWorld Wiki contributors" ], "date": "2026", "id": "src-rimworldwiki-2026-ai-storytellers", "kind": "encyclopedia", "name": "AI Storytellers", "notes": "Storytellers weigh colony wealth, colonist and animal counts, recent deaths or wounds, and time since the last major event. Incident chance = base chance x population-intent factor (8.0 at 0 colonists falling to -1.0 at 20). Cassandra escalates in cycles, Phoebe leaves longer gaps, Randy follows no pattern and has a 0.20 minimum factor.", "provenance": { "created": "2026-10-24-taxonomy-m7" }, "type": "source", "url": "https://rimworldwiki.com/wiki/AI_Storytellers", "venue": "RimWorld Wiki" }, { "_derived": { "incoming": { "cited_by": [ "procedural-characters" ] } }, "accessed": "2026-10-24", "authors": [ "RimWorld Wiki contributors" ], "date": "2026", "id": "src-rimworldwiki-2026-backstories", "kind": "encyclopedia", "name": "Backstories", "notes": "All pawns get a childhood backstory; pawns generated at 20 or older also get an adulthood one. Backstories add flat skill modifiers, enable or disable work types, and grant or forbid traits. 25% of regular pawns and all faction leaders first try a fixed player-made bio, else shuffled backstories.", "provenance": { "created": "2026-10-24-taxonomy-m7" }, "type": "source", "url": "https://rimworldwiki.com/wiki/Backstories", "venue": "RimWorld Wiki" }, { "_derived": { "incoming": { "cited_by": [ "faction-diplomacy", "reputation" ] } }, "accessed": "2026-10-24", "authors": [ "RimWorld Wiki contributors" ], "date": "2026", "id": "src-rimworldwiki-2026-goodwill", "kind": "encyclopedia", "name": "Goodwill", "notes": "Faction goodwill -100 to 100; hostile at -75 or below, ally at 75 or above until it drops to 0; civil outlanders drift into -50..50 (0.4 per day down, 0.2 up); returning a prisoner +12; trade +1 per 500 silver; gifts +1 per 40-160 silver; arresting a visitor sets -75; pirates fixed at -100; calling a caravan costs 15.", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://rimworldwiki.com/wiki/Goodwill", "venue": "RimWorld Wiki" }, { "_derived": { "incoming": { "cited_by": [ "injury-body-model" ] } }, "accessed": "2026-10-24", "authors": [ "RimWorld Wiki contributors" ], "date": "2026", "id": "src-rimworldwiki-2026-health", "kind": "encyclopedia", "name": "Health", "notes": "Capacities from body parts: consciousness below 30% keeps a pawn from waking; moving below 15% incapacitates; each arm gives half of manipulation; blood pumping or digestion at 0% is fatal; poor tending raises scarring and infection risk; bionic leg +12.5% moving; base healing 8 damage per day.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://rimworldwiki.com/wiki/Health", "venue": "RimWorld Wiki" }, { "_derived": { "incoming": { "cited_by": [ "mood-breakdown" ] } }, "accessed": "2026-10-24", "authors": [ "RimWorld Wiki contributors" ], "date": "2026", "id": "src-rimworldwiki-2026-inspiration", "kind": "encyclopedia", "name": "Inspiration", "notes": "Inspirations need mood above 49%; mean days between them = 410 - 400 x mood fraction (210 at 50%, 10 at 100%); one at a time; weighted by passion 1, 2.5, 5; inspired creativity raises one item two quality levels; inspired trade +18% prices; work frenzy x1.8 work speed; most last 8 days.", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://rimworldwiki.com/wiki/Inspiration", "venue": "RimWorld Wiki" }, { "_derived": { "incoming": { "cited_by": [ "mood-breakdown", "personality-traits" ] } }, "accessed": "2026-10-24", "authors": [ "RimWorld Wiki contributors" ], "date": "2026", "id": "src-rimworldwiki-2026-mental-break", "kind": "encyclopedia", "name": "Mental break", "notes": "Base thresholds minor 35%, major 20% (4/7 of minor), extreme 5% (1/7 of minor); traits shift the minor threshold, capped 1-50%; mean time between breaks below each threshold about 4 days (minor), 0.8 (major), 0.5 (extreme).", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://rimworldwiki.com/wiki/Mental_break", "venue": "RimWorld Wiki" }, { "_derived": { "incoming": { "cited_by": [ "mood-breakdown" ] } }, "accessed": "2026-10-24", "authors": [ "RimWorld Wiki contributors" ], "date": "2026", "id": "src-rimworldwiki-2026-mood", "kind": "encyclopedia", "name": "Mood", "notes": "Mood 0-100% is base mood plus net thoughts; base mood by difficulty from 22 to 42; the bar moves toward its target at up to +12 per hour rising and -8 per hour falling and pauses while asleep; break risk bands below 35%, 20%, 5%.", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://rimworldwiki.com/wiki/Mood", "venue": "RimWorld Wiki" }, { "_derived": { "incoming": { "cited_by": [ "adaptive-threat-scaling", "decoration-beauty", "raid-defense" ] } }, "accessed": "2026-10-24", "authors": [ "RimWorld Wiki contributors" ], "date": "2026", "id": "src-rimworldwiki-2026-raid-points", "kind": "encyclopedia", "name": "Raid points", "notes": "Raid points = (wealth points + pawn points) x threat scale x starting factor x adaptation factor, capped at 10,000, minimum 35. Storyteller wealth counts items, creatures, and 50% of buildings; wealth points 0 at 14,000 up to 4,200 at 1,000,000; 15-200 points per colonist; threat scale 0.1-2.2 by preset; starting factor 0.7 through day 10; adaptation factor about 0.4-1.47, lowered by deaths and downings.", "provenance": { "created": "2026-10-24-taxonomy-m7" }, "type": "source", "url": "https://rimworldwiki.com/wiki/Raid_points", "venue": "RimWorld Wiki" }, { "_derived": { "incoming": { "cited_by": [ "decoration-beauty", "room-recognition" ] } }, "accessed": "2026-10-24", "authors": [ "RimWorld Wiki contributors" ], "date": "2026", "id": "src-rimworldwiki-2026-room", "kind": "encyclopedia", "name": "Room", "notes": "Rooms enclosed by walls, doors, vents, coolers, or natural rock; max 36 map regions or 5,184 tiles; roles scored from contents (dining 12 per table, workshop 27 per workbench, bedroom invalid with more than one unassigned bed); beauty = total beauty / weighted size (size if >40, else 20 + size/2); impressiveness combines wealth, beauty, space, and cleanliness with log scaling and min-weighting.", "provenance": { "created": "2026-10-24-taxonomy-m4" }, "type": "source", "url": "https://rimworldwiki.com/wiki/Room", "venue": "RimWorld Wiki" }, { "_derived": { "incoming": { "cited_by": [ "agent-skills" ] } }, "accessed": "2026-10-24", "authors": [ "RimWorld Wiki contributors" ], "date": "2026", "id": "src-rimworldwiki-2026-skills", "kind": "encyclopedia", "name": "Skills", "notes": "Levels 0-20; XP to next level 1,000 at level 0 rising to 30,000 at 19; passion learning 35%, 100%, 150% and +8 or +14 mood during related work; decay above level 9 from 30 to 3,600 XP per day; daily cap 4,000 XP per skill, then gains x20%; construction speed 50% plus 15% per level; incapable work types.", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://rimworldwiki.com/wiki/Skills", "venue": "RimWorld Wiki" }, { "_derived": { "incoming": { "cited_by": [ "opinion-modifiers", "relationship-values", "romance-family", "social-exchanges" ] } }, "accessed": "2026-10-24", "authors": [ "RimWorld Wiki contributors" ], "date": "2026", "id": "src-rimworldwiki-2026-social", "kind": "encyclopedia", "name": "Social", "notes": "Opinion -100 to 100; rival below -20, friend above 20; chitchat about +0.66 stacking to +10; deep talk +15, insult -15, slight -5 for 20 days; insult odds up to 6x at -100 opinion; social fight 4% per insult; parent +30, sibling +20; lover +35, spouse +30, ex -15, breakup -50; romance attempts every 12 days for pawns over 16, beauty x0.3 to x2.3; rebuff -10 and -15.", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://rimworldwiki.com/wiki/Social", "venue": "RimWorld Wiki" }, { "_derived": { "incoming": { "cited_by": [ "hauling-jobs", "storage-capacity" ] } }, "accessed": "2026-10-24", "authors": [ "RimWorld Wiki contributors" ], "date": "2026", "id": "src-rimworldwiki-2026-stockpile", "kind": "encyclopedia", "name": "Stockpile", "notes": "Stockpile priorities low, normal, preferred, important, critical; haulers bring items to higher-priority stockpiles with space, including items already stored in lower ones.", "provenance": { "created": "2026-10-24-taxonomy-m1" }, "type": "source", "url": "https://rimworldwiki.com/wiki/Stockpile", "venue": "RimWorld Wiki" }, { "_derived": { "incoming": { "cited_by": [ "memories-thoughts", "personality-traits" ] } }, "accessed": "2026-10-24", "authors": [ "RimWorld Wiki contributors" ], "date": "2026", "id": "src-rimworldwiki-2026-thoughts", "kind": "encyclopedia", "name": "Thoughts", "notes": "Memory thoughts list mood effect, expiry in days, stack limit, and stack multiplier (mostly 0.75). Examples: Colonist lost 6 days, 5 stacks; My son died -20 for 30 days; My friend died -10 for 20 days, scaled by relation; expectations +18 (low) to -12 (royal); lavish meal +12, raw food -7; some traits nullify thoughts.", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://rimworldwiki.com/wiki/Thoughts", "venue": "RimWorld Wiki" }, { "_derived": { "incoming": { "cited_by": [ "variable-speed" ] } }, "accessed": "2026-10-24", "authors": [ "RimWorld Wiki contributors" ], "date": "2026", "id": "src-rimworldwiki-2026-time", "kind": "encyclopedia", "name": "Time", "notes": "60 ticks per second at normal speed; speeds x3, x6, and x15 (ultrafast only in development mode); runs as close to target as hardware allows; 2,500 ticks per hour, 60,000 per day; 15-day quadrums, 4 per 60-day year; Space pauses.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://rimworldwiki.com/wiki/Time", "venue": "RimWorld Wiki" }, { "_derived": { "incoming": { "cited_by": [ "work-priorities" ] } }, "accessed": "2026-10-24", "authors": [ "RimWorld Wiki contributors" ], "date": "2026", "id": "src-rimworldwiki-2026-work", "kind": "encyclopedia", "name": "Work", "notes": "Work tab in standard mode (checkmarks, columns further left more important) or manual priorities 1-4; all available work at one priority is done before the next; ties resolve left to right; blank cells never done; incapable types excluded; allowed areas restrict where work is taken.", "provenance": { "created": "2026-10-24-taxonomy-m3" }, "type": "source", "url": "https://rimworldwiki.com/wiki/Work", "venue": "RimWorld Wiki" }, { "_derived": { "incoming": { "cited_by": [ "text-to-3d-assets" ] } }, "accessed": "2026-10-24", "arxiv": "2503.15475", "authors": [ "Roblox Foundation AI Team" ], "date": "2025-03", "id": "src-roblox-2025-cube", "kind": "preprint", "name": "Cube: A Roblox View of 3D Intelligence", "notes": "3D shape tokenizer as foundation for Roblox developers; text-to-shape, shape-to-text, text-to-scene; LLM integration for scene reasoning.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://arxiv.org/abs/2503.15475" }, { "_derived": { "incoming": { "cited_by": [ "text-to-3d-assets" ] } }, "accessed": "2026-10-24", "authors": [ "Roblox" ], "date": "2026", "id": "src-roblox-2026-cube-repo", "kind": "repository", "name": "Roblox Cube repository", "notes": "Cube 3D v0.1 2025-03, v0.5 2025-07 (bounding-box conditioning, ~2.8M additional synthetic assets), CubePart 2026-05 (part-controllable, usable with animation, physics, scripts); OBJ output; 16-24 GB VRAM.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://github.com/Roblox/cube", "venue": "GitHub" }, { "_derived": { "incoming": { "cited_by": [ "alphaevolve-algorithm-discovery" ] } }, "accessed": "2026-10-24", "authors": [ "Bernardino Romera-Paredes", "Mohammadamin Barekatain", "Alexander Novikov", "et al.", "Alhussein Fawzi" ], "date": "2023-12-14", "doi": "10.1038/s41586-023-06924-6", "id": "src-romeraparedes-2023-funsearch", "kind": "paper", "name": "Mathematical discoveries from program search with large language models", "notes": "FunSearch: frozen LLM proposes programs, evaluator scores them, island-based program database; cap set of size 512 in dimension 8; online bin-packing heuristics beat first fit and best fit.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://www.nature.com/articles/s41586-023-06924-6", "venue": "Nature 625, 468-475" }, { "_derived": { "incoming": { "cited_by": [ "automated-playtesting" ] } }, "accessed": "2026-10-24", "arxiv": "2008.12937", "authors": [ "Shaghayegh Roohi", "Asko Relas", "Jari Takatalo", "Henri Heiskanen", "Perttu Hämäläinen" ], "date": "2020-08-29", "doi": "10.1145/3410404.3414235", "id": "src-roohi-2020-difficulty-churn", "kind": "paper", "name": "Predicting Game Difficulty and Churn Without Players", "notes": "Deep RL agents estimate level difficulty in Angry Birds Dream Blast; a population model with skill, persistence, and boredom predicts per-level pass and churn rates.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "ACM CHI PLAY 2020" }, { "_derived": { "incoming": { "cited_by": [ "factorio" ] } }, "accessed": "2026-10-24", "authors": [ "Mike Rose" ], "date": "2014-05-27", "id": "src-rose-2014-factorio-trailer", "kind": "news", "name": "How a single game trailer turned the tide for Factorio", "notes": "After the February 2013 Indiegogo campaign the team had a purchasable alpha version on sale; alpha sales barely covered living expenses for almost a year.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://gamedeveloper.com/design/how-a-single-game-trailer-turned-the-tide-for-i-factorio-i-", "venue": "Game Developer" }, { "_derived": { "incoming": { "cited_by": [ "graph-network-simulators" ] } }, "accessed": "2026-10-24", "arxiv": "2002.09405", "authors": [ "Alvaro Sanchez-Gonzalez", "Jonathan Godwin", "Tobias Pfaff", "Rex Ying", "Jure Leskovec", "Peter W. Battaglia" ], "date": "2020-02-21", "id": "src-sanchezgonzalez-2020-gns", "kind": "paper", "name": "Learning to Simulate Complex Physics with Graph Networks", "notes": "GNS: particles as graph nodes with learned message passing for fluids, rigid solids, deformables; trained on one-step targets, generalizes to thousands of steps and 10x more particles; training noise limits drift.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2002.09405", "venue": "ICML 2020" }, { "_derived": { "incoming": { "cited_by": [ "satisfactory" ] } }, "accessed": "2026-10-24", "authors": [ "Satisfactory Wiki contributors" ], "date": "2026", "id": "src-satisfactorywiki-2026-alternate-recipes", "kind": "encyclopedia", "name": "Alternate recipes", "notes": "106 alternate recipes; each crash-site Hard Drive scanned in the MAM offers a choice of two; drives can be stored in a library and re-rolled once; a few alternates come from MAM research instead.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://satisfactory.wiki.gg/wiki/Alternate_recipes", "venue": "Satisfactory Wiki" }, { "_derived": { "incoming": { "cited_by": [ "satisfactory" ] } }, "accessed": "2026-10-24", "authors": [ "Satisfactory Wiki contributors" ], "date": "2026", "id": "src-satisfactorywiki-2026-blueprint-designer", "kind": "encyclopedia", "name": "Blueprint Designer", "notes": "Introduced in patch 0.7.0.0; Mk.1 (40 x 40 m) unlocks at Tier 4, Mk.2 and Mk.3 added in 1.0; saved blueprints appear in a build-menu tab and draw materials from the designer's storage then the player's inventory.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://satisfactory.wiki.gg/wiki/Blueprint_Designer", "venue": "Satisfactory Wiki" }, { "_derived": { "incoming": { "cited_by": [ "machine-boosting", "satisfactory" ] } }, "accessed": "2026-10-24", "authors": [ "Satisfactory Wiki contributors" ], "date": "2026", "id": "src-satisfactorywiki-2026-clock-speed", "kind": "encyclopedia", "name": "Clock speed", "notes": "Clock speed settable from 1% to 250%; each Power Shard raises the cap by 50% up to three shards; power scales nonlinearly with exponent 1.321928 (changed from 1.6 in 0.7.0.0), so 250% draws 335.77% of base power.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://satisfactory.wiki.gg/wiki/Clock_speed", "venue": "Satisfactory Wiki" }, { "_derived": { "incoming": { "cited_by": [ "satisfactory" ] } }, "accessed": "2026-10-24", "authors": [ "Satisfactory Wiki contributors" ], "date": "2026", "id": "src-satisfactorywiki-2026-conveyor-belts", "kind": "encyclopedia", "name": "Conveyor Belts", "notes": "Belt throughput Mk.1 to Mk.6: 60, 120, 270, 480, 780, and 1,200 items per minute.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://satisfactory.wiki.gg/wiki/Conveyor_Belts", "venue": "Satisfactory Wiki" }, { "_derived": { "incoming": { "cited_by": [ "satisfactory" ] } }, "accessed": "2026-10-24", "authors": [ "Satisfactory Wiki contributors" ], "date": "2026", "id": "src-satisfactorywiki-2026-drone", "kind": "encyclopedia", "name": "Drone", "notes": "Drones provide long-range low-throughput transport between a home Drone Port and one linked port; 9 inventory slots; fuelled by batteries or packaged fuels, with faster speeds for higher-value fuel; one drone unloads at a time.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://satisfactory.wiki.gg/wiki/Drone", "venue": "Satisfactory Wiki" }, { "_derived": { "incoming": { "cited_by": [ "satisfactory" ] } }, "accessed": "2026-10-24", "authors": [ "Satisfactory Wiki contributors" ], "date": "2026", "id": "src-satisfactorywiki-2026-pipeline", "kind": "encyclopedia", "name": "Pipeline", "notes": "Pipeline Mk.1 carries 300 m3/min and Mk.2 600 m3/min; liquids need head lift (about 1.3 m to fill a level pipe); pumps add head lift; gases need none.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://satisfactory.wiki.gg/wiki/Pipeline", "venue": "Satisfactory Wiki" }, { "_derived": { "incoming": { "cited_by": [ "satisfactory" ] } }, "accessed": "2026-10-24", "authors": [ "Satisfactory Wiki contributors" ], "date": "2026", "id": "src-satisfactorywiki-2026-power", "kind": "encyclopedia", "name": "Power", "notes": "A grid trips when consumption exceeds production and Power Storage is empty, stopping every connected building until the fuse is reset; buildings do not slow during shortages; Power Storage holds 100 MWh; generators from 30 MW (Biomass Burner) to 2,500 MW (Nuclear Power Plant); idle buildings draw 0.1 MW.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://satisfactory.wiki.gg/wiki/Power", "venue": "Satisfactory Wiki" }, { "_derived": { "incoming": { "cited_by": [ "deposit-depletion", "resource-extraction", "satisfactory" ] } }, "accessed": "2026-10-24", "authors": [ "Satisfactory Wiki contributors" ], "date": "2026", "id": "src-satisfactorywiki-2026-resource-node", "kind": "encyclopedia", "name": "Resource node", "notes": "All resource nodes are infinite; purity multipliers impure 0.5x, normal 1.0x, pure 2.0x.", "provenance": { "created": "2026-10-24-taxonomy-m1" }, "type": "source", "url": "https://satisfactory.wiki.gg/wiki/Resource_node", "venue": "Satisfactory Wiki (wiki.gg)" }, { "_derived": { "incoming": { "cited_by": [ "megaproject-sink", "satisfactory" ] } }, "accessed": "2026-10-24", "authors": [ "Satisfactory Wiki contributors" ], "date": "2026", "id": "src-satisfactorywiki-2026-space-elevator", "kind": "encyclopedia", "name": "Space Elevator", "notes": "Five Project Assembly phases unlock tiers 3-4, 5-6, 7-8, 9, and the ending; 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Zacharias Holland", "Elnaz Davoodi", "Alden Christianson", "Michael Bowling" ], "date": "2023-11-17", "doi": "10.1126/sciadv.adg3256", "id": "src-schmid-2023-student-of-games", "kind": "paper", "name": "Student of Games: A unified learning algorithm for both perfect and imperfect information games", "notes": "Guided search, self-play learning, and game-theoretic reasoning in one sound algorithm; strong in chess and Go, beat the strongest open heads-up no-limit agent, and beat the prior best Scotland Yard agent.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "Science Advances 9(46)" }, { "_derived": { "incoming": { "cited_by": [ "model-based-planning-muzero" ] } }, "accessed": "2026-10-24", "arxiv": "1911.08265", "authors": [ "Julian Schrittwieser", "Ioannis Antonoglou", "Thomas Hubert", "Karen Simonyan", "Laurent Sifre", "Simon Schmitt", "Arthur Guez", "Edward Lockhart", "Demis Hassabis", "Thore Graepel", "Timothy Lillicrap", "David Silver" ], "date": "2020-12-23", "doi": "10.1038/s41586-020-03051-4", "id": "src-schrittwieser-2020-muzero", "kind": "paper", "name": "Mastering Atari, Go, chess and shogi by planning with a learned model", "notes": "MuZero: learned representation, dynamics, and prediction networks planned over with MCTS, without being given the rules; preprint November 2019.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "Nature 588:604-609" }, { "_derived": { "incoming": { "cited_by": [ "autonauts", "programming-by-demonstration" ] } }, "accessed": "2026-10-24", "date": "2019-10-18", "id": "src-scottishgames-2019-autonauts-out-now", "kind": "news", "name": "OUT NOW: Autonauts (Denki)", "notes": "Created by Gary Penn and Aaron Puzey at Denki; robots controlled with a Scratch-inspired visual language; Colonise, Free, and Creative modes; full release added a campaign, transport, animal husbandry, multipart bots, and expanded research.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://scottishgames.net/2019/10/18/out-now-autonauts-denki/", "venue": "The Scottish Games Network" }, { "_derived": { "incoming": { "cited_by": [ "screeps" ] } }, "accessed": "2026-10-24", "authors": [ "Screeps team" ], "date": "2014-12", "id": "src-screeps-2014-indiegogo-updates", "kind": "tech-report", "name": "Screeps blog: Indiegogo updates, November 2014 to February 2015", "notes": "Paginated blog listing (position may shift). In late 2014 the browser Simulation mode was the playable version, called 'only a demo' on 2014-11-25; the Indiegogo campaign ended 2014-12-31; a ranked Survival mode open to all was announced live on 2015-01-21.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://blog.screeps.com/page/16/", "venue": "Screeps blog" }, { "_derived": { "incoming": { "cited_by": [ "screeps" ] } }, "accessed": "2026-10-24", "authors": [ "Screeps team" ], "date": "2015-12-11", "id": "src-screeps-2015-game-situation-review", "kind": "tech-report", "name": "Game situation review: December 11, 2015", "notes": "States 'A year has passed since the initial launch of the game' and introduces the Public Test Realm; a January 2016 post on the same page notes a Steam version giving lifetime MMO access with a 10 CPU limit.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://blog.screeps.com/page/10/", "venue": "Screeps blog" }, { "_derived": { "incoming": { "cited_by": [ "screeps" ] } }, "accessed": "2026-10-24", "authors": [ "Screeps team" ], "date": "2016-11", "id": "src-screeps-2016-private-server-released", "kind": "tech-report", "name": "Screeps private server released!", "notes": "Announces the open-source private server and that the game would exit Steam Early Access with a full release on 16 November 2016.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://blog.screeps.com/page/5/", "venue": "Screeps blog" }, { "_derived": { "incoming": { "cited_by": [ "screeps" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-screeps-2026-docs-control", "kind": "docs", "name": "Control", "notes": "Room Controller Levels 1-8 unlock spawns, extensions, towers, storage, links, labs, terminal, factory, observer, and nuker at cumulative upgrade energy; 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about one million hours of mostly English audio. CMOS: no preference vs human without context; human recordings preferred with 90 s of context. No turn-taking modeling; Apache 2.0 release announced.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://www.sesame.com/research/crossing_the_uncanny_valley_of_voice", "venue": "Sesame research" }, { "_derived": { "incoming": { "cited_by": [ "massively-parallel-simulation" ] } }, "accessed": "2026-10-24", "authors": [ "Brennan Shacklett", "Luc Guy Rosenzweig", "Bidipta Sarkar", "Zhiqiang Xie", "Andrew Szot", "Erik Wijmans", "Vladlen Koltun", "Dhruv Batra", "Kayvon Fatahalian" ], "date": "2023", "id": "src-shacklett-2023-madrona", "kind": "paper", "name": "An Extensible, Data-Oriented Architecture for High-Performance, Many-World Simulation", "notes": "Madrona batch ECS engine. 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MAP-Elites and island populations over LLM code edits; works with OpenAI-compatible APIs and local models; project-reported circle-packing replication.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://github.com/codelion/openevolve", "venue": "GitHub" }, { "_derived": { "incoming": { "cited_by": [ "versu" ] } }, "accessed": "2026-10-24", "authors": [ "Emily Short" ], "date": "2013-02-14", "id": "src-short-2013-introducing-versu", "kind": "tech-report", "name": "Introducing Versu", "notes": "Launch post: Versu released for iPad on 2013-02-14 by Linden Lab; characters autonomous or human-played; Richard Evans was lead AI designer on The Sims 3.", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://emshort.blog/2013/02/14/introducing-versu/", "venue": "Emily Short's Interactive Storytelling" }, { "_derived": { "incoming": { "cited_by": [ "model-based-planning-muzero" ] } }, "accessed": "2026-10-24", "arxiv": "1712.01815", "authors": [ "David Silver", "Thomas Hubert", "Julian Schrittwieser", "Ioannis Antonoglou", "Matthew Lai", "Arthur Guez", "Marc Lanctot", "Laurent Sifre", "Dharshan Kumaran", "Thore Graepel", "Timothy Lillicrap", "Karen Simonyan", "Demis Hassabis" ], "date": "2017-12-05", "id": "src-silver-2017-alphazero", "kind": "preprint", "name": "Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm", "notes": "AlphaZero: superhuman chess, shogi, and Go within 24 hours from random play given only the rules; beat a world-champion program in each game.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "memories-thoughts", "the-sims-3", "the-sims-4" ] } }, "accessed": "2026-10-24", "authors": [ "The Sims Wiki contributors" ], "date": "2026", "id": "src-simswiki-2026-motive", "kind": "encyclopedia", "name": "Motive", "notes": "Community wiki; accessed revision. Lists six motives (Hunger, Bladder, Energy, Social, Hygiene, Fun) in The Sims 3 and The Sims 4 moodlet charts.", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://sims.fandom.com/wiki/Motive", "venue": "The Sims Wiki (Fandom)" }, { "_derived": { "incoming": { "cited_by": [ "deep-rl-npc-policies", "gran-turismo-7" ] } }, "accessed": "2026-10-24", "authors": [ "Sony AI" ], "date": "2025-03-27", "id": "src-sony-2025-gt-sophy-2-1", "kind": "tech-report", "name": "Sony AI Expands Capabilities of Breakthrough AI Agent Gran Turismo Sophy", "notes": "GT Sophy 2.1 in GT7 update 1.57 Custom Race: 19 car and track options, lap count, parts upgrades and tuning, adjustable tire and fuel consumption.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "url": "https://ai.sony/articles/Sony-AI-Expands-Capabilities-of-Breakthrough-AI-Agent-Gran-Turismo-Sophy-Offering-Players-a-More-Flexible-and-Personalized-Experience/", "venue": "Sony AI" }, { "_derived": { "incoming": { "cited_by": [ "offworld-trading-company" ] } }, "accessed": "2026-10-24", "date": "2015-03-18", "id": "src-spacesector-2015-offworld-early-access", "kind": "news", "name": "Offworld Trading Company: Early Access First Impressions", "notes": "Published 2015-03-18 while the game was on Steam Early Access; four HQ types; auctions for tiles and patents; black market nukes, EMPs, mutinies; stock price falls with debt; buying own stock raises buyout cost.", "provenance": { "created": "2026-10-24-catalog-ge" }, "type": "source", "url": "https://www.spacesector.com/blog/2015/03/offworld-trading-company-early-access-first-impressions/", "venue": "SpaceSector" }, { "_derived": { "incoming": { "cited_by": [ "on-device-language-models" ] } }, "accessed": "2026-10-24", "arxiv": "2408.11796", "authors": [ "Sharath Turuvekere Sreenivas", "Saurav Muralidharan", "et al.", "Bryan Catanzaro" ], "date": "2024-08-21", "id": "src-sreenivas-2024-minitron", "kind": "preprint", "name": "LLM Pruning and Distillation in Practice: The Minitron Approach", "notes": "Depth and width pruning plus distillation: Llama 3.1 8B to 4B and Mistral NeMo 12B to Mistral-NeMo-Minitron-8B; slight teacher fine-tuning on the distillation set helps when original data is unavailable; weights released.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://arxiv.org/abs/2408.11796", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "fluid-gas-simulation" ] } }, "accessed": "2026-10-24", "authors": [ "Jos Stam" ], "date": "2003", "id": "src-stam-2003-real-time-fluid-dynamics", "kind": "paper", "name": "Real-Time Fluid Dynamics for Games", "notes": "Stable Navier-Stokes solver for games with C code; density step: add source, implicit diffuse via Gauss-Seidel, semi-Lagrangian advect; velocity step adds projection to a divergence-free field via a Poisson solve; stable at arbitrary time steps; real time for reasonable 2D and 3D grids. Venue per common citation; landing page does not name it.", "provenance": { "created": "2026-10-24-taxonomy-m4" }, "type": "source", "url": "https://www.research.autodesk.com/publications/real-time-fluid-dynamics-for-games", "venue": "Game Developers Conference 2003" }, { "_derived": { "incoming": { "cited_by": [ "human-behavior-simulation-models" ] } }, "accessed": "2026-10-24", "authors": [ "Joon Sung Park", "Carolyn Q. Zou", "Aaron Shaw", "Benjamin Mako Hill", "Carrie J. Cai", "Meredith Ringel Morris", "Robb Willer", "Percy Liang", "Michael S. Bernstein" ], "date": "2025-05-20", "id": "src-stanford-hai-2025-simulating-human-behavior", "kind": "tech-report", "name": "Simulating Human Behavior with AI Agents", "notes": "1,052 participants; agents replicated GSS responses 85% as accurately as participants replicated their own answers two weeks later; comparable on Big Five, five economic games (dictator, two trust games, public goods, prisoner's dilemma), and five experiments; less biased than earlier simulation methods.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://hai.stanford.edu/policy/simulating-human-behavior-with-ai-agents", "venue": "Stanford HAI policy brief" }, { "_derived": { "incoming": { "cited_by": [ "animal-husbandry" ] } }, "accessed": "2026-10-24", "authors": [ "Stardew Valley Wiki contributors" ], "date": "2026", "id": "src-stardewvalleywiki-2026-animals", "kind": "encyclopedia", "name": "Animals", "notes": "Friendship 0-1000 (petting +15, unfed -20); mood 0-255; mood under 70 may skip production, quality products need mood 150; unfed animals stop producing but do not die; nightly birth check 50% base then about 0.55% per animal; hay for winter; open doors risk wild animal attacks.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://stardewvalleywiki.com/Animals", "venue": "Stardew Valley Wiki" }, { "_derived": { "incoming": { "cited_by": [ "collection-goals", "stardew-valley" ] } }, "accessed": "2026-10-24", "authors": [ "Stardew Valley Wiki contributors" ], "date": "2026", "id": "src-stardewvalleywiki-2026-bundles", "kind": "encyclopedia", "name": "Bundles", "notes": "Community Center has six rooms and thirty bundles; room rewards repair the quarry bridge, greenhouse, minecarts, and bus; Joja membership replaces bundles with payments; remixed bundles option; many items are season-specific.", "provenance": { "created": "2026-10-24-taxonomy-m6" }, "type": "source", "url": "https://wiki.stardewvalley.net/Bundles", "venue": "Stardew Valley Wiki" }, { "_derived": { "incoming": { "cited_by": [ "daily-action-budget" ] } }, "accessed": "2026-10-24", "authors": [ "Stardew Valley Wiki contributors" ], "date": "2026", "id": "src-stardewvalleywiki-2026-energy", "kind": "encyclopedia", "name": "Energy", "notes": "Base max energy 270, +34 per Stardrop to 508; tools cost energy; exhausted at 0 (slower actions); pass out at -15, ending the day, losing 10% of gold up to 1,000g if outside; bed after midnight cuts restoration from 2.5% at 12:10 AM to 50% at 2:00 AM.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://stardewvalleywiki.com/Energy", "venue": "Stardew Valley Wiki" }, { "_derived": { "incoming": { "cited_by": [ "weather" ] } }, "accessed": "2026-10-24", "authors": [ "Stardew Valley Wiki contributors" ], "date": "2026", "id": "src-stardewvalleywiki-2026-weather", "kind": "encyclopedia", "name": "Weather", "notes": "Weather types sunny, rain, wind, storm, snow; tomorrow's forecast on the TV; festivals always sunny; no rain in winter without a Rain Totem; lightning can destroy crops and trees unless lightning rods intercept; weather changes which fish can be caught.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://stardewvalleywiki.com/Weather", "venue": "Stardew Valley Wiki" }, { "_derived": { "incoming": { "cited_by": [ "romance-family", "stardew-valley" ] } }, "accessed": "2026-10-24", "authors": [ "Stardew Valley Wiki contributors" ], "date": "2026", "id": "src-stardewwiki-2026-friendship", "kind": "encyclopedia", "name": "Friendship", "notes": "Official community wiki; accessed revision. 250 points per heart, 10 hearts for most villagers, 2-point daily decay without talking, two gifts per week, birthday gifts multiplied by 8, heart events.", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://stardewvalleywiki.com/Friendship", "venue": "Stardew Valley Wiki" }, { "_derived": { "incoming": { "cited_by": [ "fallout-shelter" ] } }, "accessed": "2026-10-25", "authors": [ "Bethesda Game Studios" ], "date": "2017-03-29", "id": "src-steam-2017-fallout-shelter", "kind": "store-page", "name": "Fallout Shelter", "notes": "App 588430; Steam release 2017-03-29; developer Bethesda Game Studios, publisher Bethesda Softworks; Windows; description of building a Vault, keeping dwellers happy, and protecting them from the Wasteland.", "provenance": { "created": "2026-10-25-catalog-game-pilot" }, "type": "source", "url": "https://store.steampowered.com/app/588430/Fallout_Shelter/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "eco", "seasonal-world-reset" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2018-eco", "kind": "store-page", "name": "Eco on Steam", "notes": "Release 2018-02-06, Strange Loop Games, Early Access section still shown at access. Simulated ecosystem with thousands of plants and animals and dozens of species, cascading effects; meteor set to strike in thirty days; pollution poisons rivers and farms; programmable laws voted and enforced, elections set taxes; player stores, labor contracts, fiat or resource-backed currencies; skill points from varied food and larger homes; 30+ craft tables; single-player and online co-op.", "provenance": { "created": "2026-10-24-catalog-gi" }, "type": "source", "url": "https://store.steampowered.com/app/382310/Eco/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "command-modern-operations", "projectile-ballistics" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2019-command-modern-operations", "kind": "store-page", "name": "Command: Modern Operations on Steam", "notes": "Release 2019-11-14, Matrix Games, Windows. Features: radar propagation, sensor degradation, terrain masking, sonar thermal layers, weather, ballistics; jamming, comms disruption, anti-radiation strikes; EMCON and weapon release authority doctrine; tactical AI; database of tens of thousands of platforms, sensors, weapons; thousands of active platforms in real time; Lua scripting; scenario editor; 600+ scenarios; Steam Workshop; real-time multiplayer PvP and co-op.", "provenance": { "created": "2026-10-24-catalog-gi" }, "type": "source", "url": "https://store.steampowered.com/app/1076160/Command_Modern_Operations/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "game-dev-story" ] } }, "accessed": "2026-10-25", "authors": [ "Kairosoft Co.,Ltd" ], "date": "2022-03-27", "id": "src-steam-2022-game-dev-story", "kind": "store-page", "name": "Game Dev Story", "notes": "App 1847240; Steam release 2022-03-27; developer and publisher Kairosoft Co.,Ltd. Description of running a game company, hiring and training staff, and unlocking genres and content as staff gain experience; lists a 2011 Game Developers Choice Awards nomination for best handheld game.", "provenance": { "created": "2026-10-25-catalog-game-pilot" }, "type": "source", "url": "https://store.steampowered.com/app/1847240/Game_Dev_Story/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "caves-of-qud", "wave-function-collapse" ] } }, "accessed": "2026-10-24", "authors": [ "Freehold Games" ], "date": "2024-12-05", "id": "src-steam-2024-caves-of-qud", "kind": "store-page", "name": "Caves of Qud", "notes": "Early access 2015-07-15, 1.0 2024-12-05; published by Kitfox Games; hybrid handcrafted and procedurally generated world.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "url": "https://store.steampowered.com/app/333640/Caves_of_Qud/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "farming-simulator-25" ] } }, "accessed": "2026-10-24", "authors": [ "GIANTS Software" ], "date": "2024-11-12", "id": "src-steam-2024-farming-simulator-25", "kind": "store-page", "name": "Farming Simulator 25 on Steam", "notes": "Release 2024-11-12, GIANTS Software; 25 crop types incl. rice, spinach, peas, green beans; 400+ vehicles and tools from 150+ brands; seven animal types incl. water buffalo and goats; productions; GPS steering; twisters and hail; ground deformation; ModHub.", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://store.steampowered.com/app/2300320/Farming_Simulator_25/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "generative-agents", "inzoi", "learned-motion-synthesis", "on-device-language-models", "text-to-3d-assets" ] } }, "accessed": "2026-10-24", "authors": [ "inZOI Studio" ], "date": "2025-03", "id": "src-steam-2025-inzoi", "kind": "store-page", "name": "inZOI on Steam", "notes": "Early access release 2025-03-27 (store date; Wikipedia gives 2025-03-28). Free-will Zois producing rumors, trends, and disease; on-device SLM text prompts influence actions and thoughts; text-to-pattern, 2D-to-3D objects, video-to-motion; Canvas sharing.", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://store.steampowered.com/app/2456740/inZOI/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "realtime-voice-models", "where-winds-meet" ] } }, "accessed": "2026-10-24", "authors": [ "Everstone Studio", "NetEase Games" ], "date": "2025-11-14", "id": "src-steam-2025-where-winds-meet", "kind": "store-page", "name": "Where Winds Meet on Steam", "notes": "Global PC release 2025-11-14. AI disclosure: AI-driven NPC text and voice chat that responds to player input in real time, plus optional AI-assisted character-face generation from uploaded images or audio.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://store.steampowered.com/app/3564740/Where_Winds_Meet/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "against-the-storm" ] } }, "accessed": "2026-10-24", "authors": [ "Eremite Games", "Hooded Horse" ], "date": "2026", "id": "src-steam-2026-against-the-storm", "kind": "store-page", "name": "Against the Storm on Steam", "notes": "Eremite Games, Hooded Horse; player is the Viceroy of the Scorched Queen; species with distinct housing, food, luxury, and recreation preferences; reputation per settlement; recurring Blightstorms; resources, upgrades, and experience carry over to upgrade the Smoldering City; six biomes; forest areas with boons and threats.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://store.steampowered.com/app/1336490/Against_the_Storm/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "autonauts", "programming-by-demonstration" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-autonauts", "kind": "store-page", "name": "Autonauts", "notes": "Released 2019-10-17; Denki; Curve Games; Windows; single-player; teach workerbots tasks by having them repeat actions; Scratch-style visual programming; colonists need help to survive; farming, animal husbandry, fishing, cooking, housing, tailoring.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://store.steampowered.com/app/979120", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "banished" ] } }, "accessed": "2026-10-24", "authors": [ "Shining Rock Software" ], "date": "2026", "id": "src-steam-2026-banished", "kind": "store-page", "name": "Banished on Steam", "notes": "Shining Rock Software; release 2014-02-18; residents are born, age, work, start families, and die; families need available housing; twenty occupations; no money, barter with trade vessels that can bring disease; no skill or tech trees; replanting forests, mining, quarrying.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://store.steampowered.com/app/242920/Banished/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "big-ambitions" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-big-ambitions", "kind": "store-page", "name": "Big Ambitions on Steam", "notes": "Hovgaard Games; early access 2023-03-10; release date 2026-08-28; Windows and macOS. Businesses in New York City, loans, renting, staff and managers, importing from the harbour, warehouses, delivery trucks, personal needs, real estate.", "provenance": { "created": "2026-10-24-catalog-ge" }, "type": "source", "url": "https://store.steampowered.com/app/1331550/Big_Ambitions/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "bitburner" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-bitburner", "kind": "store-page", "name": "Bitburner", "notes": "Released on Steam 2021-12-10; free to play; credited to Fulcrum Games, hydroflame, and 250+ GitHub contributors; JavaScript scripts automate play; hacking a server network; 100+ augmentations; stock market with automated trading; factions.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://store.steampowered.com/app/1812820", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "captain-of-industry" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-captain-of-industry", "kind": "store-page", "name": "Captain of Industry", "notes": "MaFi Games; early access since 2022-05-31 with an estimated 2-4 more years as of 2026; Windows; single-player; residents need housing, water, electricity, healthcare, and household goods and generate Unity; trucks, belts, pipes, trains, and ships; world-map exploration and trade; pollution spreads disease; fully dynamic terrain; 100+ technologies.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://store.steampowered.com/app/1594320", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "car-mechanic-simulator-2021" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-car-mechanic-simulator-2021", "kind": "store-page", "name": "Car Mechanic Simulator 2021 on Steam", "notes": "Red Dot Games, PlayWay, 2021-08-11; over 4000 parts, 72 cars; car and salvage auctions; barn finds; tuning; skills and garage upgrade system; race track with time trial; Steam Workshop and level editor.", "provenance": { "created": "2026-10-24-catalog-gf" }, "type": "source", "url": "https://store.steampowered.com/app/1190000/Car_Mechanic_Simulator_2021/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "contraband-police" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-contraband-police", "kind": "store-page", "name": "Contraband Police on Steam", "notes": "Release 2023-03-08; document count grows over time; UV flashlight vehicle search and tools to extract hidden goods; chases in upgradable police cars; post defense and inspection upgrades with rising maintenance costs; gang attacks; multiple endings.", "provenance": { "created": "2026-10-24-catalog-gf" }, "type": "source", "url": "https://store.steampowered.com/app/756800/Contraband_Police/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "dyson-sphere-program" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-dyson-sphere-program", "kind": "store-page", "name": "Dyson Sphere Program", "notes": "Early access since 2021-01-20 and still labeled early access; star maps randomly generated per game with unique mineral distribution; planets orbit stars producing day-night cycles; Dyson shells on multiple orbits; transport ships link planets; Dark Fog attacks grow more frequent as factory activity increases.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://store.steampowered.com/app/1366540", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "equilinox" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-equilinox", "kind": "store-page", "name": "Equilinox on Steam", "notes": "ThinMatrix developer and publisher; release 2018-11-23; Windows, macOS, Linux; species requirements and life cycles; healthy animals live longer, breed more, and earn diversity points; points buy genetic modifications and evolutions; tasks reward points or content; sandbox mode.", "provenance": { "created": "2026-10-24-catalog-gd" }, "type": "source", "url": "https://store.steampowered.com/app/853550/Equilinox/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "euro-truck-simulator-2" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-euro-truck-simulator-2", "kind": "store-page", "name": "Euro Truck Simulator 2 on Steam", "notes": "Run your own transport business; build a fleet, buy garages, hire drivers; truck tuning; Convoy online co-op; Steam Workshop and level editor.", "provenance": { "created": "2026-10-24-catalog-gf" }, "type": "source", "url": "https://store.steampowered.com/app/227300/Euro_Truck_Simulator_2/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "farthest-frontier" ] } }, "accessed": "2026-10-24", "authors": [ "Crate Entertainment" ], "date": "2026", "id": "src-steam-2026-farthest-frontier", "kind": "store-page", "name": "Farthest Frontier on Steam", "notes": "12 crops with rotation and soil improvement; dysentery, cholera, tetanus, rabies, frostbite, plague countered by clean water, clothing and shoes, healers, rat catchers; 19 food types, berries and greens against scurvy; town center and housing tiers from prosperity and desirability; 140+ point tech tree; prosperity draws raiders; pacifist mode.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://store.steampowered.com/app/1044720/Farthest_Frontier/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "foundation" ] } }, "accessed": "2026-10-24", "authors": [ "Polymorph Games" ], "date": "2026", "id": "src-steam-2026-foundation", "kind": "store-page", "name": "Foundation on Steam", "notes": "Polymorph Games; early access 2019-02-01, full release 2025-01-31; gridless building; painting tool for home, road, patrol, and forest zones; buildings assembled from parts into monuments; production chains, taxes, trade; Estates of the Realm (Labor, Clergy, Kingdom); creative mode; full modding integration.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://store.steampowered.com/app/690830/Foundation/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "going-medieval" ] } }, "accessed": "2026-10-24", "authors": [ "Foxy Voxel" ], "date": "2026", "id": "src-steam-2026-going-medieval", "kind": "store-page", "name": "Going Medieval on Steam", "notes": "Release 2026-03-17, early access 2021-06-01; settler needs including hunger, clothing preferences, and religion; skills improved by hunting and combat; rooms such as workshops, chapels, and libraries; 3D terrain toolset to dig down and build up; raider defense with traps; research; modding tools.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://store.steampowered.com/app/1029780/Going_Medieval/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "hardspace-shipbreaker" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-hardspace-shipbreaker", "kind": "store-page", "name": "Hardspace: Shipbreaker on Steam", "notes": "Physics-based ship cutting; laser cutter and grapple; hazards include explosive decompression, fuel, electricity, radiation; upgrades to demo charges, sensors, safety gear; campaign, free play, and timed challenge modes.", "provenance": { "created": "2026-10-24-catalog-gf" }, "type": "source", "url": "https://store.steampowered.com/app/1161580/Hardspace_Shipbreaker/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "house-flipper" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-house-flipper", "kind": "store-page", "name": "House Flipper on Steam", "notes": "Tools: paint roller, window cleaner, plaster tool, mop, hammer, tablet; tool use earns experience spent on tool upgrades; buy, renovate, and sell properties to buyers with requirements; Steam Workshop.", "provenance": { "created": "2026-10-24-catalog-gf" }, "type": "source", "url": "https://store.steampowered.com/app/613100/House_Flipper/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "kenshi" ] } }, "accessed": "2026-10-24", "authors": [ "Lo-Fi Games" ], "date": "2026", "id": "src-steam-2026-kenshi", "kind": "store-page", "name": "Kenshi on Steam", "notes": "Release 2018-12-06; squad-based sandbox RPG with no hero units; starvation, blood loss, encumbrance, and injuries affect stats; amputation and robotic limbs; slavery; outposts; research; no level scaling; dynamic world.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://store.steampowered.com/app/233860/Kenshi/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "kingdoms-and-castles" ] } }, "accessed": "2026-10-24", "authors": [ "Lion Shield" ], "date": "2026", "id": "src-steam-2026-kingdoms-and-castles", "kind": "store-page", "name": "Kingdoms and Castles on Steam", "notes": "Lion Shield; 2017-07-20; each villager and resource individually simulated; layout raises happiness and attracts residents; castle blocks stack into walls and towers, taller archer towers reach farther; vikings kidnap and burn, dragon torches granaries; winter starvation, plague; Steam Workshop and level editor.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://store.steampowered.com/app/569480/Kingdoms_and_Castles/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "manor-lords" ] } }, "accessed": "2026-10-24", "authors": [ "Slavic Magic", "Hooded Horse" ], "date": "2026", "id": "src-steam-2026-manor-lords", "kind": "store-page", "name": "Manor Lords on Steam", "notes": "Early access since 2024-04-26 with no set exit date; gridless placement and rotation; burgage plots divided by roads with backyard extensions for vegetables, chickens, goats; soil fertility and crop rotation; animal populations and deforestation; seasons; production chains; traveling merchants; retinue and militia levies in real-time battles; each death is a lost townsperson.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://store.steampowered.com/app/1363080/Manor_Lords/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "mindustry" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-mindustry", "kind": "store-page", "name": "Mindustry", "notes": "Steam release 2019-09-26 by AnukenDev; waves attack the core; Serpulo and Erekir campaigns with 35 hand-made maps and 250+ procedural sectors; 250+ technology blocks; launch pads move resources between sectors; coolant and lubricant boost production; Workshop maps, schematics, and mods.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://store.steampowered.com/app/1127400", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "motorsport-manager" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-motorsport-manager", "kind": "store-page", "name": "Motorsport Manager on Steam", "notes": "Release 2016-11-09; Playsport Games; Windows, macOS, SteamOS/Linux. Build cars and parts over seasons, driver personalities, staff incl. mechanics that shorten pit stops, race strategy, pit-stop gambles, dynamic weather and tyre calls.", "provenance": { "created": "2026-10-24-catalog-ge" }, "type": "source", "url": "https://store.steampowered.com/app/415200/Motorsport_Manager/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "offworld-trading-company" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-offworld-trading-company", "kind": "store-page", "name": "Offworld Trading Company on Steam", "notes": "Release 2016-04-28; Mohawk Games; Stardock; Windows and macOS; real-time player-driven market; multiplayer up to eight; Steam Workshop and level editor; campaign.", "provenance": { "created": "2026-10-24-catalog-ge" }, "type": "source", "url": "https://store.steampowered.com/app/271240/Offworld_Trading_Company/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "opus-magnum" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-opus-magnum", "kind": "store-page", "name": "Opus Magnum", "notes": "Released 2017-12-07 by Zachtronics; programmable arms and tracks; animated GIF export of solutions; puzzle editor with Steam Workshop; curated Journal of Alchemical Engineering; Sigmar's Garden solitaire.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://store.steampowered.com/app/558990", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "oxygen-not-included" ] } }, "accessed": "2026-10-24", "authors": [ "Klei Entertainment" ], "date": "2026", "id": "src-steam-2026-oxygen-not-included", "kind": "store-page", "name": "Oxygen Not Included on Steam", "notes": "Release 2019-07-30; oxygen generation and carbon dioxide buildup with an oxygen overlay; thermodynamics; gas and liquid pipes; coal, hydrogen, natural gas, and manual power with circuit overloads; colonist stress; creature ranching; procedurally generated asteroids.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://store.steampowered.com/app/457140/Oxygen_Not_Included/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "paralives" ] } }, "accessed": "2026-10-24", "authors": [ "Paralives Studio" ], "date": "2026-05-25", "id": "src-steam-2026-paralives", "kind": "store-page", "name": "Paralives on Steam", "notes": "Early access 2026-05-25 with about two years planned before 1.0; grid-less building, curved walls, split-level floors; needs, wants, emotions, traits, skills, careers; multiselect group actions; in-game modding interface and Steam Workshop.", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://store.steampowered.com/app/1118520/Paralives/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "plague-inc" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-plague-inc-evolved", "kind": "store-page", "name": "Plague Inc: Evolved on Steam", "notes": "Released 2016-02-18; Windows, macOS, Linux; 10 disease types; body scanner; competitive and co-op multiplayer; 23 scenarios; scenario creator; Steam Workshop with over 10,000 custom scenarios; CDC asked to discuss its infection models.", "provenance": { "created": "2026-10-24-catalog-gd" }, "type": "source", "url": "https://store.steampowered.com/app/246620/Plague_Inc_Evolved/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "poly-bridge" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-poly-bridge", "kind": "store-page", "name": "Poly Bridge on Steam", "notes": "Release date 2016-07-12; Dry Cactus; Windows, macOS, Linux; physics bridge puzzles with resource limits; multi-phase hydraulics controller; sandbox publishing levels to Workshop; GIF replays; Steam leaderboards.", "provenance": { "created": "2026-10-24-catalog-gg" }, "type": "source", "url": "https://store.steampowered.com/app/367450/Poly_Bridge/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "prison-architect" ] } }, "accessed": "2026-10-24", "authors": [ "Introversion Software", "Double Eleven" ], "date": "2026", "id": "src-steam-2026-prison-architect", "kind": "store-page", "name": "Prison Architect on Steam", "notes": "Release 2015-10-06; crowd flow, fires, fights, and riots; federal grants; guards, psychologists, doctors, lawyers, snitches; treatment programs and labor schedules by criminal history; Escape Mode; about 12,000 player prisons.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://store.steampowered.com/app/233450/Prison_Architect/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "project-hospital" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-project-hospital", "kind": "store-page", "name": "Project Hospital on Steam", "notes": "Contract with insurance companies to receive patients; examinations, lab tests, and equipment procedures as diagnostic puzzles; hire and specialize staff and manage job satisfaction; campaign, six challenge levels, sandbox; Steam Workshop.", "provenance": { "created": "2026-10-24-catalog-gf" }, "type": "source", "url": "https://store.steampowered.com/app/868360/Project_Hospital/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "project-zomboid", "stimulus-attraction" ] } }, "accessed": "2026-10-24", "authors": [ "The Indie Stone" ], "date": "2026", "id": "src-steam-2026-project-zomboid", "kind": "store-page", "name": "Project Zomboid on Steam", "notes": "Early access since 2013-11-08; hunger, thirst, depression, boredom, illness; crafting, barricading, farming, fishing, trapping; skills from actions; vehicles; online multiplayer and split-screen; Knox County map based on Kentucky; zombies with sight and hearing; electricity failing; full Lua modding.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://store.steampowered.com/app/108600/Project_Zomboid/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "schedule-i" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-schedule-i", "kind": "store-page", "name": "Schedule I on Steam", "notes": "TVGS; early access since 2025-03-24 with planned exit Q4 2027; Windows; production recipes, dealers, employees and suppliers for automated chains, properties, rising police pressure, rival cartels, online co-op.", "provenance": { "created": "2026-10-24-catalog-ge" }, "type": "source", "url": "https://store.steampowered.com/app/3164500/Schedule_I/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "screeps" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-screeps-world", "kind": "store-page", "name": "Screeps: World", "notes": "Screeps, LLC; released 2016-11-16; Windows, macOS, Linux; 24/7 MMO world where scripts keep running offline; JavaScript plus C/C++, Rust, TypeScript, Go, and C# via WebAssembly; 20 CPU starter limit with CPU unlocks; official shards tick every 2-5 s; open-source private server.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://store.steampowered.com/app/464350", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "shapez-2" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-shapez-2", "kind": "store-page", "name": "shapez 2", "notes": "Release date 2026-04-23 with early access release 2024-08-15; tobspr Games with Gamirror Games; Windows, macOS, Linux; single-player.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://store.steampowered.com/app/2162800", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "snowrunner" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-snowrunner", "kind": "store-page", "name": "SnowRunner on Steam", "notes": "Terrain reacts to truck weight, speed, and momentum; mud, water, snow, frozen lakes; snorkels and chain tires; co-op with up to 3 friends.", "provenance": { "created": "2026-10-24-catalog-gf" }, "type": "source", "url": "https://store.steampowered.com/app/1465360/SnowRunner/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "songs-of-syx" ] } }, "accessed": "2026-10-24", "authors": [ "Gamatron AB" ], "date": "2026", "id": "src-steam-2026-songs-of-syx", "kind": "store-page", "name": "Songs of Syx on Steam", "notes": "Gamatron AB; early access 2020-09-21 with no firm 1.0 date; Windows, macOS, Linux; tens of thousands of individually simulated citizens and slaves with religion, fears, desires; multiple races; up to 50,000 units in real-time battles, each soldier needing supplies; nobles who may usurp; trade, alliances, war.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://store.steampowered.com/app/1162750/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "space-engineers" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-space-engineers", "kind": "store-page", "name": "Space Engineers on Steam", "notes": "Volumetric physics where every block has mass, inertia, and damage; 200+ functional blocks; programmable block; power grids; oxygen and hydrogen for life support and thrusters; voxel planets with gravity; C# modding API; Steam Workshop; co-op and competitive multiplayer.", "provenance": { "created": "2026-10-24-catalog-gg" }, "type": "source", "url": "https://store.steampowered.com/app/244850/Space_Engineers/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "space-haven" ] } }, "accessed": "2026-10-24", "authors": [ "Bugbyte" ], "date": "2026", "id": "src-steam-2026-space-haven", "kind": "store-page", "name": "Space Haven on Steam", "notes": "Early access 2020-05-21, release 2026-05-13; oxygen, CO2, and hazardous gas management; thermal regulators and power nodes; crew needs (food, sleep, comfort, safety, friends), traits, relationships, and mental breaks; away missions; ship combat with cascading fire, smoke, gas, and breaches; medical scanning and surgery; generated galaxy.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://store.steampowered.com/app/979110/Space_Haven/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "natural-selection", "species-alre" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-species-alre", "kind": "store-page", "name": "Species: Artificial Life, Real Evolution on Steam", "notes": "Developer and publisher Quasar; Early Access release 2018-09-28, planned for about three years, no update in over three years at access; Windows; genes define each creature; offspring are randomly modified copies of one or more parents; nursery, rovers, ice age and flood events; clade diagram, satellite map, web of life, creature inspection.", "provenance": { "created": "2026-10-24-catalog-gd" }, "type": "source", "url": "https://store.steampowered.com/app/774541/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "stationeers" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-stationeers", "kind": "store-page", "name": "Stationeers on Steam", "notes": "RocketWerkz; early access 2017-12-12, still early access; Windows; atmospherics with temperature, pressure, combustion, gas mixtures; explosive decompression; electrical systems; IC logic programmed in assembly; deformable voxel mining; smelters and fabricators; agriculture; co-op multiplayer; Workshop.", "provenance": { "created": "2026-10-24-catalog-gg" }, "type": "source", "url": "https://store.steampowered.com/app/544550/Stationeers/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "suck-up" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-suck-up", "kind": "store-page", "name": "Suck Up! on Steam", "notes": "Developer and publisher Proxima; release 2025-10-01; Windows; play a vampire talking to AI townspeople with your real voice; AI responds in real time to tone and strategy; disguises; Love Bites and Mic Drop modes; Steam Workshop characters and neighborhoods; third-party AI service ChatGPT from OpenAI.", "provenance": { "created": "2026-10-24-catalog-gd" }, "type": "source", "url": "https://store.steampowered.com/app/2726370/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "the-farmer-was-replaced" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-the-farmer-was-replaced", "kind": "store-page", "name": "The Farmer Was Replaced", "notes": "Timon Herzog with publisher Metaroot; early access 2023-02-10; release 2025-10-10; Windows and macOS; drone programmed in a Python-like language stored as .py files editable externally; continuous progression with unlocks; single-player; Steam leaderboards.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://store.steampowered.com/app/2060160", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "the-long-dark" ] } }, "accessed": "2026-10-24", "authors": [ "Hinterland Studio" ], "date": "2026", "id": "src-steam-2026-the-long-dark", "kind": "store-page", "name": "The Long Dark on Steam", "notes": "Release 2017-08-01; Survival mode deletes the save on death; hunger, thirst, fatigue, and cold; every action costs calories; wolves, bears, and other wildlife; hypothermia, frostbite, and dysentery; 12 regions; Wintermute story mode without permadeath.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://store.steampowered.com/app/305620/The_Long_Dark/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "this-war-of-mine" ] } }, "accessed": "2026-10-24", "authors": [ "11 bit studios" ], "date": "2026", "id": "src-steam-2026-this-war-of-mine", "kind": "store-page", "name": "This War of Mine on Steam", "notes": "Release 2014-11-14; civilians in a besieged city; snipers keep survivors inside by day; one civilian scavenges at night; crafting of weapons, alcohol, beds, and stoves; trading; moral decisions; randomized world and characters.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://store.steampowered.com/app/282070/This_War_of_Mine/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "timberborn" ] } }, "accessed": "2026-10-24", "authors": [ "Mechanistry" ], "date": "2026", "id": "src-steam-2026-timberborn", "kind": "store-page", "name": "Timberborn on Steam", "notes": "Mechanistry; early access 2021-09-15, release 2026-03-12; recurring droughts and toxic waste; 3D water physics with dams, floodgates, aqueducts, canals, tunnels by explosives; vertical architecture, platforms, ziplines, tubeways; sensors, relays, counters; bots; power grid; wellbeing from diet, entertainment, decorations; map editor and mods.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://store.steampowered.com/app/1062090/Timberborn/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "tiny-glade" ] } }, "accessed": "2026-10-24", "authors": [ "Pounce Light" ], "date": "2026", "id": "src-steam-2026-tiny-glade", "kind": "store-page", "name": "Tiny Glade on Steam", "notes": "Pounce Light; release 2024-09-23; structures assembled procedurally from strokes; a path drawn through a building makes a door; raising a building adds columns and beams; ivy grows, sheep wander paths; no management, combat, or failure states.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://store.steampowered.com/app/2198150/Tiny_Glade/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "townscaper" ] } }, "accessed": "2026-10-24", "authors": [ "Oskar Stalberg", "Raw Fury" ], "date": "2026", "id": "src-steam-2026-townscaper", "kind": "store-page", "name": "Townscaper on Steam", "notes": "Developer Oskar Stalberg, publisher Raw Fury; early access 2020-06-30; full release 2021-08-26; instant town building toy with no goal; colored blocks on an irregular grid; an algorithm turns blocks into houses, arches, stairways, bridges, and gardens.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://store.steampowered.com/app/1291340/Townscaper/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "universe-sandbox" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-universe-sandbox", "kind": "store-page", "name": "Universe Sandbox on Steam", "notes": "Steam release 2015-08-24, still listed as Early Access; Giant Army; Newtonian N-body gravity; planet and star collisions; sea ice responding to axial tilt; 12 materials for building planets; supernovae and black holes.", "provenance": { "created": "2026-10-24-catalog-gg" }, "type": "source", "url": "https://store.steampowered.com/app/230290/Universe_Sandbox/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "valheim" ] } }, "accessed": "2026-10-24", "authors": [ "Iron Gate Studio" ], "date": "2026", "id": "src-steam-2026-valheim", "kind": "store-page", "name": "Valheim on Steam", "notes": "Release 2026-09-09, early access 2021-02-02; 1 to 10 players; procedurally generated biomes; building with structural integrity and decorating for comfort; food gives boons rather than punishing; sailing; Forsaken bosses.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://store.steampowered.com/app/892970/Valheim/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "realtime-voice-models", "whispers-from-the-star" ] } }, "accessed": "2026-10-24", "date": "2026", "id": "src-steam-2026-whispers-from-the-star", "kind": "store-page", "name": "Whispers from the Star on Steam", "notes": "Developer and publisher Anuttacon; release 2025-08-14; Windows; talk with stranded astronaut Stella by voice or text; no script, open-ended conversation shapes her choices and survival; microphone required; AI-powered voiced performance created with an actor; safety filters.", "provenance": { "created": "2026-10-24-catalog-gd" }, "type": "source", "url": "https://store.steampowered.com/app/3730100/Whispers_from_the_Star/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "workers-and-resources" ] } }, "accessed": "2026-10-24", "authors": [ "3Division", "Hooded Horse" ], "date": "2026", "id": "src-steam-2026-workers-and-resources", "kind": "store-page", "name": "Workers & Resources: Soviet Republic on Steam", "notes": "Over 30 commodities extracted, processed, stored, and moved by tank, pipe, conveyor, truck, train, plane; construction needs delivered concrete, steel, prefab panels and workers from construction offices or imported labor; residents age, need food, clothing, alcohol; loyalty; heating demand rises in winter; flooding one bloc's market lowers returns; transit and rail signals.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://store.steampowered.com/app/784150/", "venue": "Steam" }, { "_derived": { "incoming": { "cited_by": [ "career-ladder", "the-sims-2" ] } }, "accessed": "2026-10-24", "authors": [ "StrategyWiki contributors" ], "date": "2026", "id": "src-strategywiki-2026-sims-2-careers", "kind": "encyclopedia", "name": "The Sims 2/Careers", "notes": "Adult careers have ten levels, teen careers three; promotion needs three skill advances, household friends, and high mood; job performance meter driven by mood; demotion, firing after two missed days; chance cards; carpool.", "provenance": { "created": "2026-10-24-taxonomy-m6" }, "type": "source", "url": "https://strategywiki.org/wiki/The_Sims_2/Careers", "venue": "StrategyWiki" }, { "_derived": { "incoming": { "cited_by": [ "neural-cellular-automata" ] } }, "accessed": "2026-10-24", "arxiv": "2103.08737", "authors": [ "Shyam Sudhakaran", "Djordje Grbic", "Siyan Li", "Adam Katona", "Elias Najarro", "Claire Glanois", "Sebastian Risi" ], "date": "2021-03-15", "id": "src-sudhakaran-2021-3d-nca-minecraft", "kind": "paper", "name": "Growing 3D Artefacts and Functional Machines with Neural Cellular Automata", "notes": "3D-convolution NCA grows Minecraft castles, apartment blocks and trees (some over 3,000 blocks) and regrows parts of simple functional machines.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/2103.08737", "venue": "ALIFE 2021" }, { "_derived": { "incoming": { "cited_by": [ "learned-level-generation" ] } }, "accessed": "2026-10-24", "arxiv": "2302.05981", "authors": [ "Shyam Sudhakaran", "Miguel González-Duque", "Claire Glanois", "Matthias Freiberger", "Elias Najarro", "Sebastian Risi" ], "date": "2023-02-12", "id": "src-sudhakaran-2023-mariogpt", "kind": "preprint", "name": "MarioGPT: Open-Ended Text2Level Generation through Large Language Models", "notes": "DistilGPT2 (96M parameters with cross-attention) trained on 37 path-annotated levels; 88.4% of 250 generated levels completed by an A* agent versus about 31% for an LSTM baseline; text prompts for pipes, enemies, blocks, elevation; novelty search variant.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "open-interactive-video-models" ] } }, "accessed": "2026-10-24", "arxiv": "2512.14614", "authors": [ "Wenqiang Sun", "Haiyu Zhang", "and others (Tencent Hunyuan)" ], "date": "2025-12", "id": "src-sun-2025-worldplay", "kind": "preprint", "name": "WorldPlay: Towards Long-Term Geometric Consistency for Real-Time Interactive World Modeling", "notes": "720p streaming at 24 fps; Reconstituted Context Memory and temporal reframing; Context Forcing distillation; code at Tencent-Hunyuan/HY-WorldPlay; listed as an ICML 2026 poster.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://arxiv.org/abs/2512.14614" }, { "_derived": { "incoming": { "cited_by": [ "constrained-decoding" ] } }, "accessed": "2026-10-24", "arxiv": "2408.02442", "authors": [ "Zhi Rui Tam", "Cheng-Kuang Wu", "Yi-Lin Tsai", "Chieh-Yen Lin", "Hung-yi Lee", "Yun-Nung Chen" ], "date": "2024-08-05", "id": "src-tam-2024-let-me-speak-freely", "kind": "preprint", "name": "Let Me Speak Freely? A Study on the Impact of Format Restrictions on Performance of Large Language Models", "notes": "Requiring structured output such as JSON or XML significantly weakens reasoning compared with free-form responses; stricter formats cause larger drops.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://arxiv.org/abs/2408.02442", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "diffusion-game-engines" ] } }, "accessed": "2026-10-24", "authors": [ "Kyle Wiggers" ], "date": "2024-10-31", "id": "src-techcrunch-2024-decart-oasis", "kind": "news", "name": "Decart's AI simulates a real-time, playable version of Minecraft", "notes": "Oasis trained on Minecraft gameplay video, runs on H100s; layout forgotten after turning around; Decart did not say it had Microsoft's permission for the footage; $21M seed.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://techcrunch.com/2024/10/31/decarts-ai-simulates-a-real-time-playable-version-of-minecraft/", "venue": "TechCrunch" }, { "_derived": { "incoming": { "cited_by": [ "genie-world-models" ] } }, "accessed": "2026-10-24", "authors": [ "Rebecca Bellan" ], "date": "2026-01-29", "id": "src-techcrunch-2026-project-genie", "kind": "news", "name": "I built marshmallow castles in Google's new AI world generator Project Genie", "notes": "Project Genie for US Google AI Ultra subscribers; Genie 3 plus Nano Banana Pro; 60 seconds of generation and navigation per world, which DeepMind's Shlomi Fruchter attributed to bringing it to more users given compute; characters walk through walls; controls sometimes unresponsive; copyrighted worlds refused.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://techcrunch.com/2026/01/29/i-built-marshmallow-castles-in-googles-new-ai-world-generator-project-genie", "venue": "TechCrunch" }, { "_derived": { "incoming": { "cited_by": [ "open-interactive-video-models" ] } }, "accessed": "2026-10-24", "authors": [ "Tencent Hunyuan" ], "date": "2025-08-14", "id": "src-tencent-2025-hunyuan-gamecraft-weights", "kind": "repository", "name": "Hunyuan-GameCraft-1.0 model card", "notes": "Inference code and weights released 2025-08-14; minimum 24 GB GPU memory (very slow), 80 GB recommended; tested on 8 GPUs; distilled model uses 8 steps.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://huggingface.co/tencent/Hunyuan-GameCraft-1.0", "venue": "Hugging Face" }, { "_derived": { "incoming": { "cited_by": [ "text-to-3d-assets" ] } }, "accessed": "2026-10-24", "arxiv": "2501.12202", "authors": [ "Tencent Hunyuan3D Team" ], "date": "2025-01", "id": "src-tencent-2025-hunyuan3d-2", "kind": "preprint", "name": "Hunyuan3D 2.0: Scaling Diffusion Models for High Resolution Textured 3D Assets Generation", "notes": "Hunyuan3D-DiT flow-based shape diffusion transformer and Hunyuan3D-Paint texture synthesis; code and weights public (github.com/Tencent/Hunyuan3D-2); Hunyuan3D-Studio production platform.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://arxiv.org/abs/2501.12202" }, { "_derived": { "incoming": { "cited_by": [ "text-to-3d-assets" ] } }, "accessed": "2026-10-24", "authors": [ "Tencent Hunyuan" ], "date": "2025-06-13", "id": "src-tencent-2025-hunyuan3d-2-1-repo", "kind": "repository", "name": "Hunyuan3D-2.1 repository", "notes": "Released 2025-06-13 as 'production-ready'; PBR texture synthesis; full weights and training code; VRAM about 10 GB shape, 21 GB texture, 29 GB both.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://github.com/Tencent-Hunyuan/Hunyuan3D-2.1", "venue": "GitHub" }, { "_derived": { "incoming": { "cited_by": [ "generated-3d-worlds" ] } }, "accessed": "2026-10-24", "arxiv": "2507.21809", "authors": [ "HunyuanWorld Team (Tencent)" ], "date": "2025-07", "id": "src-tencent-2025-hunyuanworld-1", "kind": "preprint", "name": "HunyuanWorld 1.0: Generating Immersive, Explorable, and Interactive 3D Worlds from Words or Pixels", "notes": "Panoramic world proxies lifted to a semantically layered 3D mesh; mesh export for graphics pipelines; game development listed as an application.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://arxiv.org/abs/2507.21809" }, { "_derived": { "incoming": { "cited_by": [ "open-interactive-video-models" ] } }, "accessed": "2026-10-24", "arxiv": "2508.08601", "authors": [ "Yan Team (Tencent)" ], "date": "2025-08", "id": "src-tencent-2025-yan", "kind": "preprint", "name": "Yan: Foundational Interactive Video Generation", "notes": "Trained on the 3D game Yuan Meng Star; Yan-Sim 1080p 50-60 fps with ~0.07 s latency; Yan-Gen 12-17 fps on one H20, ~30 fps on 4; editing module separates mechanics simulation from rendering and supports text edits during interaction.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://arxiv.org/abs/2508.08601" }, { "_derived": { "incoming": { "cited_by": [ "physics-based-character-control" ] } }, "accessed": "2026-10-24", "arxiv": "2409.14393", "authors": [ "Chen Tessler", "Yunrong Guo", "Ofir Nabati", "Gal Chechik", "Xue Bin Peng" ], "date": "2024-09", "id": "src-tessler-2024-maskedmimic", "kind": "paper", "name": "MaskedMimic: Unified Physics-Based Character Control Through Masked Motion Inpainting", "notes": "Motion inpainting formulation; one controller from keyframes, objects, text, VR head and hand signals; object interaction with chairs, stools, sofas; terrain transfer; path following and steering; code in NVlabs/ProtoMotions.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://research.nvidia.com/labs/par/projects/maskedmimic/", "venue": "ACM Transactions on Graphics (SIGGRAPH Asia 2024)" }, { "_derived": { "incoming": { "cited_by": [ "the-farmer-was-replaced" ] } }, "accessed": "2026-10-24", "authors": [ "The Farmer Was Replaced Wiki contributors" ], "date": "2026", "id": "src-tfwrwiki-2026-leaderboard", "kind": "encyclopedia", "name": "Leaderboard", "notes": "Leaderboards (fastest reset, maze, dinosaur, per-crop targets, single drone on an 8x8 farm) run the player's program as fixed-start simulations totaling at least 2 hours; the score is the average time of successful runs.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://thefarmerwasreplaced.wiki.gg/wiki/Leaderboard", "venue": "The Farmer Was Replaced Wiki" }, { "_derived": { "incoming": { "cited_by": [ "execution-budget", "the-farmer-was-replaced" ] } }, "accessed": "2026-10-24", "authors": [ "The Farmer Was Replaced Wiki contributors" ], "date": "2026", "id": "src-tfwrwiki-2026-operation-costs", "kind": "encyclopedia", "name": "Operation Costs", "notes": "Each operation costs ticks: literals and assignment free, arithmetic and getters 1, a successful move() 200, a failed fallible action 1; tick costs scale with the speed factor while print() and do_a_flip() take fixed real time.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://thefarmerwasreplaced.wiki.gg/wiki/Operation_Costs", "venue": "The Farmer Was Replaced Wiki" }, { "_derived": { "incoming": { "cited_by": [ "the-farmer-was-replaced" ] } }, "accessed": "2026-10-24", "authors": [ "The Farmer Was Replaced Wiki contributors" ], "date": "2026", "id": "src-tfwrwiki-2026-polyculture", "kind": "encyclopedia", "name": "Polyculture", "notes": "Grass, bushes, trees, and carrots request a different companion plant at a tile within 3 moves, read with get_companion(); planting it multiplies yield (5x before upgrades, doubled per upgrade).", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://thefarmerwasreplaced.wiki.gg/wiki/Polyculture", "venue": "The Farmer Was Replaced Wiki" }, { "_derived": { "incoming": { "cited_by": [ "the-farmer-was-replaced" ] } }, "accessed": "2026-10-24", "authors": [ "The Farmer Was Replaced Wiki contributors" ], "date": "2026", "id": "src-tfwrwiki-2026-sunflowers", "kind": "encyclopedia", "name": "Sunflowers", "notes": "Sunflowers have 7 to 15 petals; harvested power makes the drone run twice as fast and is used at 1 per 30 actions; with at least 10 sunflowers, harvesting one with the most petals yields 8 times the power.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://thefarmerwasreplaced.wiki.gg/wiki/Sunflowers", "venue": "The Farmer Was Replaced Wiki" }, { "_derived": { "incoming": { "cited_by": [ "the-farmer-was-replaced" ] } }, "accessed": "2026-10-24", "authors": [ "The Farmer Was Replaced Wiki contributors" ], "date": "2026", "id": "src-tfwrwiki-2026-unlocks", "kind": "encyclopedia", "name": "Unlocks", "notes": "Unlocks include Expand, Speed, Megafarm (more drones), Polyculture, Mazes, Dinosaurs, Leaderboard, Watering, Fertilizer, and language features such as Loops, Variables, Functions, Lists, Dictionaries, and Operators.", "provenance": { "created": "2026-10-24-catalog-gh" }, "type": "source", "url": "https://thefarmerwasreplaced.wiki.gg/wiki/Unlocks", "venue": "The Farmer Was Replaced Wiki" }, { "_derived": { "incoming": { "cited_by": [ "massively-parallel-simulation" ] } }, "accessed": "2026-10-24", "authors": [ "Jim Thacker" ], "date": "2025-04-22", "id": "src-thacker-2025-physx-gpu-open-source", "kind": "news", "name": "NVIDIA open-sources PhysX's GPU simulation code", "notes": "PhysX 5.6 and Flow 2.2 GPU source released under BSD-3 with over 500 CUDA kernels; previously GPU support shipped as binaries only; Unreal Engine 5 uses Chaos instead.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://www.cgchannel.com/2025/04/nvidia-open-sources-physxs-gpu-simulation-code", "venue": "CG Channel" }, { "_derived": { "incoming": { "cited_by": [ "open-interactive-video-models" ] } }, "accessed": "2026-10-24", "date": "2025-08-22", "id": "src-thedecoder-2025-mirage-2", "kind": "news", "name": "Mirage 2 allows users to turn sketches and photos into interactive game worlds", "notes": "Dynamics Lab Mirage 2 launched about 2025-08-21; players change worlds in real time by typed commands; worlds can be saved and shared; struggles with precise controls and visual stability relative to Genie 3.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://the-decoder.com/mirage-2-allows-users-to-turn-sketches-and-photos-into-interactive-game-worlds/", "venue": "The Decoder" }, { "_derived": { "incoming": { "cited_by": [ "fallout-shelter" ] } }, "accessed": "2026-10-25", "authors": [ "therabidsquirel" ], "date": "2026", "id": "src-therabidsquirel-2026-fallout-shelter-faq-basics", "kind": "encyclopedia", "name": "The Fallout Shelter FAQ, Section 1: Important Information", "notes": "Community FAQ. The game computes elapsed time on load from the current device time and the last played time, so changing the device clock breaks room timers.", "provenance": { "created": "2026-10-25-catalog-game-pilot" }, "type": "source", "url": "https://github.com/therabidsquirel/The-Fallout-Shelter-FAQ/wiki/Section-1:-Important-Information", "venue": "GitHub wiki" }, { "_derived": { "incoming": { "cited_by": [ "fallout-shelter" ] } }, "accessed": "2026-10-25", "authors": [ "therabidsquirel" ], "date": "2026", "id": "src-therabidsquirel-2026-fallout-shelter-faq-happiness", "kind": "encyclopedia", "name": "The Fallout Shelter FAQ, Section 4: Dweller Happiness and Health", "notes": "Community FAQ. Happiness stabilizes at 50%, or 75% in a room matching the dweller's highest SPECIAL stat; successful and failed rushes shift it by 10%; breeding raises both parents to 100%; radio rooms nudge vault-wide happiness; heavy injury and radiation lower it, and enough food and water avoids both; health gained at level-up depends on Endurance at that moment.", "provenance": { "created": "2026-10-25-catalog-game-pilot" }, "type": "source", "url": "https://github.com/therabidsquirel/The-Fallout-Shelter-FAQ/wiki/Section-4:-Dweller-Happiness-and-Health", "venue": "GitHub wiki" }, { "_derived": { "incoming": { "cited_by": [ "fallout-shelter" ] } }, "accessed": "2026-10-25", "authors": [ "therabidsquirel" ], "date": "2026", "id": "src-therabidsquirel-2026-fallout-shelter-faq-incidents", "kind": "encyclopedia", "name": "The Fallout Shelter FAQ, Section 6: Incidents", "notes": "Community FAQ. Internal incidents (fires, radroaches, mole rats, radscorpions) and external attacks (raiders, feral ghouls, deathclaws); a background timer raises incident chance until one is guaranteed, and a failed rush resets it; minimum population per incident type; incidents spread only from empty rooms and never revisit a room; strength rises with average dweller level, then room level, then room width; no incidents while the game is not in the foreground.", "provenance": { "created": "2026-10-25-catalog-game-pilot" }, "type": "source", "url": "https://github.com/therabidsquirel/The-Fallout-Shelter-FAQ/wiki/Section-6:-Incidents", "venue": "GitHub wiki" }, { "_derived": { "incoming": { "cited_by": [ "fallout-shelter" ] } }, "accessed": "2026-10-25", "authors": [ "therabidsquirel" ], "date": "2026", "id": "src-therabidsquirel-2026-fallout-shelter-faq-wasteland", "kind": "encyclopedia", "name": "The Fallout Shelter FAQ, Section 10: The Wasteland", "notes": "Community FAQ. Explorers find caps (scaling linearly with Luck), junk, weapons, and outfits, auto-equip better finds, return automatically at a 100-item carry limit, consume stimpaks and RadAway on the trip, and can be revived for 100 to 1,000 caps by level; Endurance gives radiation resistance in the wasteland.", "provenance": { "created": "2026-10-25-catalog-game-pilot" }, "type": "source", "url": "https://github.com/therabidsquirel/The-Fallout-Shelter-FAQ/wiki/Section-10:-The-Wasteland", "venue": "GitHub wiki" }, { "_derived": { "incoming": { "cited_by": [ "procedural-build-assist", "townscaper", "wave-function-collapse" ] } }, "accessed": "2026-10-24", "authors": [ "Tommy Thompson" ], "date": "2022-04-06", "id": "src-thompson-2022-how-townscaper-works", "kind": "news", "name": "How Townscaper Works: A Story Four Games in the Making", "notes": "Irregular quad grid from a subdivided, jittered hex grid; marching-cubes-style corner modules; real-time wave function collapse narrows modules per cell; decoration applied after; gardens only in enclosed areas; may fail silently; delay grows with structure size; described as a mixed-initiative system.", "provenance": { "created": "2026-10-24-taxonomy-m4" }, "type": "source", "url": "https://www.gamedeveloper.com/game-platforms/how-townscaper-works-a-story-four-games-in-the-making", "venue": "Game Developer" }, { "_derived": { "incoming": { "cited_by": [ "fire-spread", "material-interactions" ] } }, "accessed": "2026-10-24", "date": "2017", "id": "src-thumbsticks-2017-botw-chemistry", "kind": "news", "name": "Breath of the Wild, science, and clever little lies", "notes": "Coverage of Takuhiro Dohta's GDC 2017 chemistry engine segment: elements (fire, water, ice, wind, electricity) change materials' states, elements change each other's states, and materials cannot change each other's states.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://www.thumbsticks.com/gdc-17-breath-of-the-wild-science-lies", "venue": "Thumbsticks" }, { "_derived": { "incoming": { "cited_by": [ "learned-level-generation" ] } }, "accessed": "2026-10-24", "arxiv": "2302.05817", "authors": [ "Graham Todd", "Sam Earle", "Muhammad Umair Nasir", "Michael Cerny Green", "Julian Togelius" ], "date": "2023-02-11", "doi": "10.1145/3582437.3587211", "id": "src-todd-2023-llm-level-generation", "kind": "paper", "name": "Level Generation Through Large Language Models", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "Foundations of Digital Games (FDG 2023)" }, { "_derived": { "incoming": { "cited_by": [ "automated-rule-generation" ] } }, "accessed": "2026-10-24", "arxiv": "2407.09388", "authors": [ "Graham Todd", "Alexander Padula", "Matthew Stephenson", "Éric Piette", "Dennis J. N. J. Soemers", "Julian Togelius" ], "date": "2024-07-12", "id": "src-todd-2024-gavel", "kind": "preprint", "name": "GAVEL: Generating Games Via Evolution and Language Models", "notes": "CodeLlama-13b fine-tuned (fill-in-the-middle, about 40 h on one RTX8000) on 574 Ludii games as the mutation operator in MAP-Elites over a PCA of 510-dimensional Ludii concept vectors (1,600 cells); fitness from compile and playability checks, random playouts, and MCTS self-play balance, decisiveness, completion, agency, coverage, and strategic depth.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "model-based-planning-muzero" ] } }, "accessed": "2026-10-24", "arxiv": "2009.04374", "authors": [ "Nenad Tomašev", "Ulrich Paquet", "Demis Hassabis", "Vladimir Kramnik" ], "date": "2020-09-09", "id": "src-tomasev-2020-alphazero-chess-variants", "kind": "preprint", "name": "Assessing Game Balance with AlphaZero: Exploring Alternative Rule Sets in Chess", "notes": "AlphaZero trained from scratch on nine rule variants of chess to compare decisiveness, piece values, and dynamism as an in silico balance assessment.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "llm-game-master" ] } }, "accessed": "2026-10-24", "authors": [ "Totally Human Media" ], "date": "2024-04-24", "id": "src-totallyhuman-2024-steam-genai-count", "kind": "tech-report", "name": "The Surprising Number of Steam Games that Use GenAI", "notes": "About 1,000 Steam games disclosed generative AI in the Content Survey by April 2024; informal categories (character art, backgrounds, concept art, UI, store art, voice and audio, narrative, artist tools).", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://www.totallyhuman.io/blog/the-surprising-number-of-steam-games-that-use-genai", "venue": "Totally Human blog" }, { "_derived": { "incoming": { "cited_by": [ "llm-game-master" ] } }, "accessed": "2026-10-24", "authors": [ "Totally Human Media" ], "date": "2025-11-06", "id": "src-totallyhuman-2025-steam-ai-revenue", "kind": "tech-report", "name": "Games With AI Disclosures Have Grossed an Estimated $660M on Steam", "notes": "10,258 games with AI disclosures (about 8% of Steam); about $660M estimated combined gross by review count x price x 35; 12 eight-figure, 33 seven-figure, 170 six-figure, 487 five-figure, 9,556 below.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://www.totallyhuman.io/blog/games-with-ai-disclosures-have-grossed-an-estimated-660m-on-steam", "venue": "Totally Human blog" }, { "_derived": { "incoming": { "cited_by": [ "llm-game-master" ] } }, "accessed": "2026-10-24", "authors": [ "Totally Human Media" ], "date": "2025-07-13", "id": "src-totallyhuman-2025-steam-genai-count", "kind": "tech-report", "name": "The NEW Surprising Number of Steam Games that Use GenAI", "notes": "7,818 Steam titles with generative AI disclosures, about 7% of about 114,126; about 1.1% a year earlier; a little under 20% of 2025 releases; visual assets in about 60% of disclosures. Lower bound, voluntary disclosures, counted via Steam API.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://www.totallyhuman.io/blog/the-surprising-new-number-of-genai-games-on-steam", "venue": "Totally Human blog" }, { "_derived": { "incoming": { "cited_by": [ "pocket-city" ] } }, "accessed": "2026-10-25", "date": "2018-07-31", "id": "src-toucharcade-2018-pocket-city-review", "kind": "news", "name": "'Pocket City' Review – Building Greatness One Zone At A Time", "notes": "Roads, power, and water as the three requirements for zones to develop; police and fire stations unlock later; levels gate attractions and amenities; disasters such as tornadoes can be switched off and repaired with a rebuild button; events include street parties and rocket launches; extra map areas are bought with in-game currency and grow expensive; no timers or in-app purchases.", "provenance": { "created": "2026-10-25-catalog-game-pilot" }, "type": "source", "url": "https://toucharcade.com/2018/07/31/pocket-city-review/", "venue": "TouchArcade" }, { "_derived": { "incoming": { "cited_by": [ "prom-week" ] } }, "accessed": "2026-10-24", "authors": [ "Mike Treanor" ], "date": "2012-02-14", "id": "src-treanor-2012-prom-week-released", "kind": "tech-report", "name": "Prom Week Released on Facebook!", "notes": "Author archive page holding the 2012-02-14 release post (Facebook, 18 high school students, the week before prom) and the 2012-02-21 Social Exchanges post (over 5,000 social considerations).", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://grandtextauto.soe.ucsc.edu/author/mike-treanor", "venue": "Grand Text Auto" }, { "_derived": { "incoming": { "cited_by": [ "euro-truck-simulator-2" ] } }, "accessed": "2026-10-24", "authors": [ "Truck Simulator Wiki contributors" ], "date": "2026", "id": "src-trucksimulatorwiki-2026-ets2", "kind": "encyclopedia", "name": "Euro Truck Simulator 2 (Truck Simulator Wiki)", "notes": "Community wiki: player must earn at least 100,000 euros or take a bank loan before buying a first truck; recruitment agencies supply NPC drivers; service shops; VR available only as an experimental Steam beta branch.", "provenance": { "created": "2026-10-24-catalog-gf" }, "type": "source", "url": "https://trucksimulator.wiki.gg/wiki/ETS2", "venue": "Truck Simulator Wiki (wiki.gg)" }, { "_derived": { "incoming": { "cited_by": [ "contraband-police" ] } }, "accessed": "2026-10-24", "date": "2023-03", "id": "src-twinfinite-2023-contraband-police", "kind": "news", "name": "With 100K copies sold in less than 2 weeks, this Steam game could be the next Papers, Please", "notes": "Compares Contraband Police to a 3D version of Papers, Please; over 100,000 sales within days of release.", "provenance": { "created": "2026-10-24-catalog-gf" }, "type": "source", "url": "https://twinfinite.net/2023/03/with-100k-copies-sold-in-less-than-2-weeks-this-steam-game-could-be-the-next-papers-please/", "venue": "Twinfinite" }, { "_derived": { "incoming": { "cited_by": [ "subspace-neural-physics" ] } }, "accessed": "2026-10-24", "authors": [ "Ubisoft La Forge" ], "date": "2019-09-19", "id": "src-ubisoft-2019-data-driven-physics", "kind": "tech-report", "name": "Ubisoft La Forge produces a data-driven physics simulation based on machine learning", "notes": "Studio summary of Holden et al. 2019: runs 300 to 5000 times faster than conventional physics simulation at small additional memory cost.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://www.ubisoft.com/en-us/studio/laforge/news/1Dp7nj7RdnpgPAbftcRu7V/a-datadriven-physics-simulation-based-on-machine-learning", "venue": "Ubisoft news" }, { "_derived": { "incoming": { "cited_by": [ "learned-motion-synthesis" ] } }, "accessed": "2026-10-24", "authors": [ "Ubisoft La Forge" ], "date": "2020-07-30", "id": "src-ubisoft-2020-learned-motion-matching", "kind": "tech-report", "name": "Introducing Learned Motion Matching", "notes": "Decompressor, Stepper, Projector networks replace motion matching databases; ~10x less memory on path following; 590 MB controller to ~17 MB, 8.5 MB quantized (~70x); constant CPU cost; nearly identical output.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://www.ubisoft.com/en-us/studio/laforge/news/6xXL85Q3bF2vEj76xmnmIu/introducing-learned-motion-matching" }, { "_derived": { "incoming": { "cited_by": [ "diffusion-game-engines" ] } }, "accessed": "2026-10-24", "arxiv": "2408.14837", "authors": [ "Dani Valevski", "Yaniv Leviathan", "Moab Arar", "Shlomi Fruchter" ], "date": "2024-08", "id": "src-valevski-2024-gamengen", "kind": "paper", "name": "Diffusion Models Are Real-Time Game Engines", "notes": "GameNGen: DOOM at 20 fps on one TPU-v5; PSNR 29.43; raters 58%/60% on 1.6 s/3.2 s clips; 64-frame context (~3 s); trained on 70M frames from a PPO agent (50M env steps); 128 TPU-v5e for training; limitations: memory, heuristic errors, no game creation.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://arxiv.org/abs/2408.14837", "venue": "ICLR 2025" }, { "_derived": { "incoming": { "cited_by": [ "valheim" ] } }, "accessed": "2026-10-24", "authors": [ "Valheim Wiki contributors" ], "date": "2026", "id": "src-valheimwiki-2026-building", "kind": "encyclopedia", "name": "Building", "notes": "Stability from blue (grounded) to red; falls with horizontal and vertical distance; a piece cannot exceed its support's stability; vertical limits 16 m for wood and stone, 24 m for core wood; uncovered wood decays to 50% durability; trees and boulders count as ground.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://valheim.fandom.com/wiki/Building", "venue": "Valheim Wiki (Fandom)" }, { "_derived": { "incoming": { "cited_by": [ "llm-game-master" ] } }, "accessed": "2026-10-24", "authors": [ "Valve" ], "date": "2024-01-09", "id": "src-valve-2024-ai-content-on-steam", "kind": "tech-report", "name": "AI Content on Steam", "notes": "Valve announced a new process that lets it release the vast majority of games that use AI, replacing its earlier pause while it studied the legal questions; the disclosure details are in the Content Survey documentation.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://store.steampowered.com/news/group/4145017/view/3862463747997849618", "venue": "Steamworks Development news" }, { "_derived": { "incoming": { "cited_by": [ "llm-game-master" ] } }, "accessed": "2026-10-24", "authors": [ "Valve" ], "date": "2026", "id": "src-valve-2026-steamworks-content-survey", "kind": "docs", "name": "Steamworks Documentation: Content Survey (generative AI disclosure)", "notes": "Covers AI content shipped to players, not development-efficiency tools. Pre-Generated content reviewed like other content; Live-Generated content must also describe guardrails against illegal output. Live-generated AI adult-only sexual content not permitted. Lists ways to fund ongoing AI service costs (base price, microtransactions, subscription, DLC).", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://partner.steamgames.com/doc/gettingstarted/contentsurvey", "venue": "Steamworks documentation" }, { "_derived": { "incoming": { "cited_by": [ "llm-agent-societies", "llm-game-master", "llm-rule-adjudication" ] } }, "accessed": "2026-10-24", "arxiv": "2312.03664", "authors": [ "Alexander Sasha Vezhnevets", "John P. Agapiou", "Avia Aharon", "Ron Ziv", "Jayd Matyas", "Edgar A. Duéñez-Guzmán", "William A. Cunningham", "Simon Osindero", "Danny Karmon", "Joel Z. Leibo" ], "date": "2023-12-06", "id": "src-vezhnevets-2023-concordia", "kind": "preprint", "name": "Generative agent-based modeling with actions grounded in physical, social, or digital space using Concordia", "notes": "Agents state intended actions in natural language; a Game Master agent, inspired by tabletop RPGs, decides outcomes, checks physical plausibility, and can call digital tools. Behavior comes from components mediating LLM calls and associative memory retrieval.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://arxiv.org/abs/2312.03664", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "llm-agent-societies", "llm-game-master" ] } }, "accessed": "2026-10-24", "arxiv": "2507.08892", "authors": [ "Alexander Sasha Vezhnevets", "Jayd Matyas", "Logan Cross", "Davide Paglieri", "Minsuk Chang", "William A. Cunningham", "Simon Osindero", "William S. Isaac", "Joel Z. Leibo" ], "date": "2025-07-10", "id": "src-vezhnevets-2025-multi-actor-game-engine", "kind": "preprint", "name": "Multi-Actor Generative Artificial Intelligence as a Game Engine", "notes": "Entity-Component pattern for Concordia: the Game Master is a configurable entity built from components; separates engineers (components) from designers (scenarios). Classifies multi-actor uses as Simulationist, Dramatist, and Evaluationist.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://arxiv.org/abs/2507.08892", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "learned-level-generation" ] } }, "accessed": "2026-10-24", "authors": [ "Monica Villanueva Aylagas", "Joakim Bergdahl", "Jonas Gillberg", "Alessandro Sestini", "Theodor Tolstoy", "Linus Gisslén" ], "date": "2024", "doi": "10.1109/TG.2024.3440214", "id": "src-villanueva-2024-match3-conditional-generation", "kind": "paper", "name": "Improving Conditional Level Generation using Automated Validation in Match-3 Games", "notes": "EA SEED cVAE conditioned on size, symmetry, and difficulty (median moves of a scripted bot over 30 plays); 51.39% valid levels versus 46.15% in the dataset; difficulty accuracy 33.33%, mean gap 10.19 moves.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "url": "https://media.contentapi.ea.com/content/dam/ea/seed/presentations/seed-tog-conditional-level-generation-paper.pdf", "venue": "IEEE Transactions on Games" }, { "_derived": { "incoming": { "cited_by": [ "food-web" ] } }, "accessed": "2026-10-24", "authors": [ "Vito Volterra" ], "date": "1926-10-16", "doi": "10.1038/118558a0", "id": "src-volterra-1926-fluctuations", "kind": "paper", "name": "Fluctuations in the Abundance of a Species considered Mathematically", "notes": "Volterra's predator-prey equations, independently of Lotka; prey grow and are consumed in proportion to encounters with predators, predators grow from consumption and die at a constant rate, producing persistent oscillations.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://www.nature.com/articles/118558a0", "venue": "Nature 118:558-560" }, { "_derived": { "incoming": { "cited_by": [ "open-ended-environment-generation" ] } }, "accessed": "2026-10-24", "arxiv": "1901.01753", "authors": [ "Rui Wang", "Joel Lehman", "Jeff Clune", "Kenneth O. Stanley" ], "date": "2019-01-07", "id": "src-wang-2019-poet", "kind": "preprint", "name": "Paired Open-Ended Trailblazer (POET): Endlessly Generating Increasingly Complex and Diverse Learning Environments and Their Solutions", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "open-ended-environment-generation" ] } }, "accessed": "2026-10-24", "arxiv": "2003.08536", "authors": [ "Rui Wang", "Joel Lehman", "Aditya Rawal", "Jiale Zhi", "Yulun Li", "Jeff Clune", "Kenneth O. Stanley" ], "date": "2020-03-19", "id": "src-wang-2020-enhanced-poet", "kind": "preprint", "name": "Enhanced POET: Open-Ended Reinforcement Learning through Unbounded Invention of Learning Challenges and their Solutions", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "voyager-skill-libraries" ] } }, "accessed": "2026-10-24", "arxiv": "2305.16291", "authors": [ "Guanzhi Wang", "Yuqi Xie", "Yunfan Jiang", "Ajay Mandlekar", "Chaowei Xiao", "Yuke Zhu", "Linxi Fan", "Anima Anandkumar" ], "date": "2023-05", "id": "src-wang-2023-voyager", "kind": "paper", "name": "Voyager: An Open-Ended Embodied Agent with Large Language Models", "notes": "Automatic curriculum, skill library of executable code, iterative prompting with environment feedback, execution errors, and self-verification; GPT-4. 3.3x unique items, 2.3x distance, tech-tree milestones up to 15.3x faster; 63 items in 160 iterations; GPT-4 15x cost of GPT-3.5; GPT-3.5 code gen 5.7x fewer items; hallucinated tasks (copper sword) and nonexistent API calls.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://arxiv.org/abs/2305.16291", "venue": "Transactions on Machine Learning Research (2024)" }, { "_derived": { "incoming": { "cited_by": [ "llm-explanation-of-state", "llm-rule-adjudication" ] } }, "accessed": "2026-10-24", "arxiv": "2406.06485", "authors": [ "Ruoyao Wang", "Graham Todd", "Ziang Xiao", "Xingdi Yuan", "Marc-Alexandre Côté", "Peter Clark", "Peter Jansen" ], "date": "2024-06-10", "id": "src-wang-2024-text-world-simulators", "kind": "preprint", "name": "Can Language Models Serve as Text-Based World Simulators?", "notes": "ByteSized32-State-Prediction: 76,369 transitions from 31 text games. GPT-4 whole-state accuracy at most 59.9%; action-driven up to 77.1%; environment-driven at most 49.7%; humans about 80% on a subset where GPT-4 averaged about 50%. Failures in arithmetic, common sense, scientific knowledge.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://arxiv.org/abs/2406.06485", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "open-interactive-video-models" ] } }, "accessed": "2026-10-24", "arxiv": "2604.08995", "authors": [ "Zile Wang", "Zexiang Liu", "and others (Skywork AI)" ], "date": "2026-04", "id": "src-wang-2026-matrix-game-3", "kind": "preprint", "name": "Matrix-Game 3.0: Real-Time and Streaming Interactive World Model with Long-Horizon Memory", "notes": "720p up to 40 fps with a 5B model on an 8+1 GPU setup; 2x14B scaled model; camera-aware memory retrieval by pose and field-of-view overlap; minute-long consistency; DMD distillation, quantization, VAE decoder pruning.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://arxiv.org/abs/2604.08995" }, { "_derived": { "incoming": { "cited_by": [ "planetary-climate" ] } }, "accessed": "2026-10-24", "authors": [ "Andrew J. Watson", "James E. Lovelock" ], "date": "1983", "id": "src-watson-1983-daisyworld", "kind": "paper", "name": "Biological homeostasis of the global environment: the parable of Daisyworld", "notes": "Daisyworld model: black and white daisies with different albedo regulate planetary temperature across a range of stellar luminosity without foresight, illustrating biosphere-climate feedback.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://www.jameslovelock.org/biological-homeostasis-of-the-global-environment-the-parable-of-daisyworld/", "venue": "Tellus B 35:284-289" }, { "_derived": { "incoming": { "cited_by": [ "a-tale-in-the-desert", "seasonal-world-reset" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-a-tale-in-the-desert", "kind": "encyclopedia", "name": "A Tale in the Desert", "notes": "eGenesis; First Telling launched 2003-02-15; later Pluribus Games and Desert Nomad Studios. Windows, Linux, Mac. No combat; Tellings average about 18 months and end in a wipe; seven tests per discipline leading to Oracle rank and Monuments; laws by petition with signatures then a vote, a controlled variant of Nomic; elected Demi-Pharaoh can ban up to seven characters; no official currency; gathering wood, mining, flax.", "provenance": { "created": "2026-10-24-catalog-gi" }, "type": "source", "url": "https://en.wikipedia.org/wiki/A_Tale_in_the_Desert", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "against-the-storm" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-against-the-storm", "kind": "encyclopedia", "name": "Against the Storm (video game)", "notes": "Eremite Games, Hooded Horse; early access October 2021; Windows 2023-12-08; consoles 2025-06-26; each run is a short settlement map; Reputation gauge versus Queen's Impatience; seven species, three per village; villagers leave when discontented; blight and corruption; seal fragments; storm destroys settlements and a new map is generated; over a million Steam copies by May 2024.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Against_the_Storm_(video_game)", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "ai-dungeon", "generative-content", "llm-game-master", "natural-language-interaction" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-ai-dungeon", "kind": "encyclopedia", "name": "AI Dungeon", "notes": "Latitude; 2019 release, AI Dungeon 2 in December 2019 on GPT-2 (1.5B), GPT-3 from July 2020; Do, Say, Story, See inputs; player-set memory; criticism of forgetting earlier content; 2021 moderation filter with false positives.", "provenance": { "created": "2026-10-24-taxonomy-m7" }, "type": "source", "url": "https://en.wikipedia.org/wiki/AI_Dungeon", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "real-time-clock" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-animal-crossing", "kind": "encyclopedia", "name": "Animal Crossing", "notes": "Series uses the console's internal clock and calendar so game time matches real time; some events and tree growth require real time to pass; hourly music; original Dobutsu no Mori on Nintendo 64, 14 April 2001.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Animal_Crossing", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "animal-crossing-new-horizons" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-animal-crossing-new-horizons", "kind": "encyclopedia", "name": "Animal Crossing: New Horizons", "notes": "Nintendo EPD, Switch release 2020-03-20, Switch 2 edition 2026-01-15; real-time clock with hemisphere seasons, D.I.Y. crafting, Nook Miles, museum, island rating, Island Designer, reduced bank interest to deter time travel, 4 local and 8 online players.", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Animal_Crossing:_New_Horizons", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "anno-117" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-anno-117", "kind": "encyclopedia", "name": "Anno 117: Pax Romana", "notes": "Ubisoft Mainz, Ubisoft; PS5, Windows, Xbox Series 2025-11-13; Latium or Albion starts; tiers from Liberti to Patricians; optional categorized needs; goods attributes; adjacency effects of production buildings; diagonal placement; paved roads extend range; belief and gods; schools generate research for 100+ unlocks; modular ships; co-op; mod loader at launch.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Anno_117:_Pax_Romana", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "anno-1800" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-anno-1800", "kind": "encyclopedia", "name": "Anno 1800", "notes": "Ubisoft Blue Byte, Ubisoft; Windows 2019-04-16; Console Edition PS5 and Xbox Series 2023-03-16; Old World and New World sessions linked by trade routes; citizen needs drive production chains; AI rivals on the same map; naval warfare; attractiveness and tourism lowered by factories and pollution; 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Alpha 2013-03-05 on Steam Early Access, full release 2013-09-12 (Windows); macOS and Linux 2015. Weapons affected by external ballistics and recoil; carried weight reduces speed and stamina; combat vehicles, helicopters, jets, boats, diving; Eden 3D editor (2016); SQF scripting; Steam Workshop modding; terrains Tanoa 100 km2, Malden 57 km2, Livonia 163 km2; military consultants wrote after-action reports for Tac-Ops.", "provenance": { "created": "2026-10-24-catalog-gi" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Arma_3", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "realtime-voice-models" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-artificial-intelligence-in-video-games", "kind": "encyclopedia", "name": "Artificial intelligence in video games", "notes": "Steam requires disclosure of pre-generated and live-generated AI content (January 2024). 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rivals with adjustable competence and managerial style; buyout threat; optional stock market; R&D raises product quality.", "provenance": { "created": "2026-10-24-taxonomy-m2" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Capitalism_(video_game)", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "car-mechanic-simulator-2021", "diagnose-repair" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-car-mechanic-simulator-2018", "kind": "encyclopedia", "name": "Car Mechanic Simulator 2018", "notes": "Red Dot Games; players examine engine, suspension, and chassis, remove parts in a realistic order to reach damaged ones, buy or repair parts, test track for brake and suspension problems; sequel Car Mechanic Simulator 2021 released 2021-08-11.", "provenance": { "created": "2026-10-24-taxonomy-m7" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Car_Mechanic_Simulator_2018", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "cities-skylines" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-cities-skylines", "kind": "encyclopedia", "name": "Cities: Skylines", "notes": "Colossal Order, Paradox Interactive; 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Sid Meier and Bruce Shelley. MS-DOS, Amiga, Atari ST, PC-98, Windows, Macintosh, SNES, PlayStation, Saturn. Turn-based 4X from 4000 BC to AD 2100 against two to seven AI civs; one advance researched at a time; one-per-world wonders; barbarians; conquest or space-race victory. 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early access 2018-02-06; players form governments and propose and vote on laws that restrict actions or apply taxes and grants; ecosystem damage from overharvest and pollution.", "provenance": { "created": "2026-10-24-taxonomy-m2" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Eco_(2018_video_game)", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "elite" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-elite", "kind": "encyclopedia", "name": "Elite (video game)", "notes": "David Braben and Ian Bell; Acornsoft, BBC Micro, September 1984; eight procedurally generated galaxies from seeds; 7 light-year hyperspace limit by fuel; trading, piracy, bounty hunting, combat rating to Elite; credited with defining space trading genre; lists influenced titles including EVE Online.", "provenance": { "created": "2026-10-24-catalog-gg" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Elite_(video_game)", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "elite-dangerous", "real-world-data-feeds" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-elite-dangerous", "kind": "encyclopedia", "name": "Elite Dangerous", "notes": "Frontier Developments; backer alpha December 2013; full release 2014-12-16 (Windows); Xbox One 2015, PS4 2017; VR support; Stellar Forge 1:1 Milky Way of ~400 billion systems; Background Simulation of factions and economies; Powerplay (2015); Solo, Private Group, Open modes; Odyssey 2021.", "provenance": { "created": "2026-10-24-catalog-gg" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Elite_Dangerous", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "euro-truck-simulator-2" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-euro-truck-simulator-2", "kind": "encyclopedia", "name": "Euro Truck Simulator 2", "notes": "SCS Software, Prism3D; Windows 2012-10-18, Linux 2013, macOS 2015; timed deliveries with pay reduced by damage; fuel, tolls, repair costs; buy trucks, trailers, garages, hire AI drivers; skill points unlock ADR, fragile, urgent jobs; 71 cities in 12 countries; TruckersMP mod 2013, official multiplayer 2021; 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asynchronous always-online connection; launch outages and save problems; offline mode in a later update.", "provenance": { "created": "2026-10-24-taxonomy-m7" }, "type": "source", "url": "https://en.wikipedia.org/wiki/SimCity_(2013_video_game)", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "simcity-4" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-simcity-4", "kind": "encyclopedia", "name": "SimCity 4", "notes": "Maxis, EA; Windows 2003-01-14, Mac OS X 2003-06-27; Rush Hour expansion 2003-09-22; regions of cities 1-4 km per side with neighbor deals for water, power, and garbage; God, Mayor, and MySim modes; zone densities, agriculture zone, wealth levels, decay and gentrification; per-building service funding, aging facilities; Rush Hour traffic tracing; Jeff Speck on the traffic model; Building Architect Tool (2004).", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://en.wikipedia.org/wiki/SimCity_4", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "planetary-climate", "simearth" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-simearth", "kind": "encyclopedia", "name": "SimEarth", "notes": "Maxis, 1990, designed by Will Wright and Fred Haslam; James Lovelock advised and his Gaia hypothesis shaped the models; atmospheric gas percentages, warming melts ice caps and raises seas, volcanic dust cools; Daisyworld mode; Mars and Venus terraforming scenarios; actions cost energy.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://en.wikipedia.org/wiki/SimEarth", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "natural-selection", "simlife" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-simlife", "kind": "encyclopedia", "name": "SimLife", "notes": "Maxis 1992 (Amiga 1993), designed by Ken Karakotsios; players modify plant and animal genetics, design environments and ecosystems, change the world's physics, and control evolution; exclusive species Killer Penguin, Monkeyphant, Orgot; 1993 Codie award.", "provenance": { "created": "2026-10-24-catalog-gd" }, "type": "source", "url": "https://en.wikipedia.org/wiki/SimLife", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "simtower" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-simtower", "kind": "encyclopedia", "name": "SimTower", "notes": "OPeNBooK, designer Yoot Saito; released 1994 (Japan as The Tower; Maxis published elsewhere); Windows, Mac, Saturn, 3DO; offices, condos, hotels, restaurants, shops; standard elevators span up to 30 floors, express full height; 100 floors above ground, 9 below; tenant stress; star ratings 1-5 then Tower (cathedral); terrorist bomb ransom, VIP visits, fires, pests.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://en.wikipedia.org/wiki/SimTower", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "snowrunner" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-snowrunner", "kind": "encyclopedia", "name": "SnowRunner", "notes": "Saber Interactive, Focus Home Interactive; Windows/PS4/Xbox One 2020-04-28, Switch 2021, PS5/Xbox Series 2022, Switch 2 2026; cargo delivery and construction or repair jobs; physical and UI damage; tire types and frame attachments; upgrades gated by progress; over 60 vehicles; MudRunner physics engine by Pavel Zagrebelnyy.", "provenance": { "created": "2026-10-24-catalog-gf" }, "type": "source", "url": "https://en.wikipedia.org/wiki/SnowRunner", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "modular-assembly", "space-engineers" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-space-engineers", "kind": "encyclopedia", "name": "Space Engineers", "notes": "Keen Software House (Czech); alpha 2013-10-23 on Steam early access; full release 2019-02-28; Xbox One 2020, PS4/PS5 2023; VRAGE engine; editable voxel asteroids and planets; small and large grids; deformable armor blocks; conveyors; inertia dampeners; oxygen and energy survival; 5 million+ sold.", "provenance": { "created": "2026-10-24-catalog-gg" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Space_Engineers", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "space-haven" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-space-haven", "kind": "encyclopedia", "name": "Space Haven", "notes": "Bugbyte; early access 2020, 1.0 2026-05-13; Windows, macOS, Linux; ship parts built from mined or salvaged resources; oxygen and heat life support; crew characteristics, relationships, and faction leaders added in 2022.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Space_Haven", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "comparative-histograms", "design-performance-rating", "opus-magnum", "spacechem" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-spacechem", "kind": "encyclopedia", "name": "SpaceChem", "notes": "Released 2011-01-01 by Zachtronics; solutions ranked on instructions, cycles, and reactors; Zach Barth designed global histograms so players could check solutions without being overwhelmed by top players on a leaderboard.", "provenance": { "created": "2026-10-24-taxonomy-m6" }, "type": "source", "url": "https://en.wikipedia.org/wiki/SpaceChem", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "content-sharing", "natural-selection", "spore" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-spore", "kind": "encyclopedia", "name": "Spore (2008 video game)", "notes": "Creations auto-uploaded to the Sporepedia, ranked by downloads, and redistributed into other players' galaxies; a few kilobytes per item thanks to procedural reconstruction; content filters and in-game bans; over 100 million creations by May 2009; released September 2008.", "provenance": { "created": "2026-10-24-taxonomy-m7" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Spore_(2008_video_game)", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "crop-cultivation", "romance-family", "seasons", "stardew-valley" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-stardew-valley", "kind": "encyclopedia", "name": "Stardew Valley", "notes": "ConcernedApe (Eric Barone), Windows release 2016-02-26, later consoles, handhelds, and mobile; energy bar, four 28-day seasons, crops, animals, mines, five skills, 12 marriage candidates, Community Center bundles, co-op multiplayer 2018, Harvest Moon inspiration.", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Stardew_Valley", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "aurora-4x" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-starfire", "kind": "encyclopedia", "name": "Starfire", "notes": "Article on Stephen V. Cole's 1979 Starfire board wargame, reached through the Aurora (video game) redirect. States that Aurora, described as a 4X Dwarf Fortress in space, was originally based on an assistant program for Starfire, citing a Rock, Paper, Shotgun interview of 2013-11-21.", "provenance": { "created": "2026-10-24-catalog-gi" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Aurora_(video_game)", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "stellaris" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-stellaris", "kind": "encyclopedia", "name": "Stellaris (video game)", "notes": "Paradox Development Studio, Paradox Interactive. PC 2016-05-09; PS4 and Xbox One 2019-02-26. Procedural galaxies linked by hyperlanes; start 2200, default 300-year campaign, highest score wins. Pops in worker, specialist, and ruler strata fill jobs from districts and buildings; eight ethics on four axes; factions produce unity; galactic crises. Fahraeus named Star Control II, Master of Orion II, and EU4 as influences.", "provenance": { "created": "2026-10-24-catalog-gi" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Stellaris_(video_game)", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "subnautica" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-subnautica", "kind": "encyclopedia", "name": "Subnautica", "notes": "Unknown Worlds Entertainment; Steam early access 2014-12-16, full release 2018-01-23; consoles 2018, Switch 2021, mobile 2025; health, hunger, thirst, and oxygen in Survival; Freedom, Hardcore, and Creative modes; blueprints, crafting, bases, submersibles; day-night cycle with eclipses; story on planet 4546B.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Subnautica", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "surgeon-simulator" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-surgeon-simulator", "kind": "encyclopedia", "name": "Surgeon Simulator", "notes": "Bossa Studios; made in 48 hours at Global Game Jam 2013, Steam release 2013-04-19; mouse moves hand, A/W/E/R/Space control fingers; patient Bob; heart rate reaching 0 requires defibrillators; iPad 2014, PS4 2014, Switch 2018 with local co-op; controls inspired by Jurassic Park: Trespasser; 2 million sold by 2015.", "provenance": { "created": "2026-10-24-catalog-gf" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Surgeon_Simulator", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "surviving-mars" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-surviving-mars", "kind": "encyclopedia", "name": "Surviving Mars", "notes": "Haemimont Games (Abstraction Games from 2021), Paradox Interactive; 2018-03-15; Windows, macOS, Linux, PS4, Xbox One; domes need power, water, oxygen; colonists with traits, flaws, specializations; morale, comfort, sanity, health; five-field tech tree; Mysteries; sponsors; dust storms, meteors, cold waves, dust devils; Green Planet terraforming 2019; Relaunched 2025-11-10.", "provenance": { "created": "2026-10-24-catalog-ga" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Surviving_Mars", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "suzerain" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-suzerain", "kind": "encyclopedia", "name": "Suzerain (video game)", "notes": "Torpor Games (Berlin). Windows and macOS 2020-12-04; Switch 2021-09-23; Android and iOS 2022-12-08; PlayStation and Xbox 2025-11-11. Player is President Anton Rayne of Sordland for one term; multiple-choice dialogue with ministers and advisers; constitutional, economic, security, and welfare decisions; budget statistics; western, eastern, or neutral alignment; several endings with a political-compass result; about 450,000 words.", "provenance": { "created": "2026-10-24-catalog-gi" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Suzerain_(video_game)", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "care-dependent-development", "creature-care", "real-time-clock", "tamagotchi" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-tamagotchi", "kind": "encyclopedia", "name": "Tamagotchi", "notes": "Bandai with WiZ, creators Aki Maita and Akihiro Yokoi; Japan release 1996-11-23; Hunger, Happy, and Training meters, life stages, care-dependent adult form, droppings and sickness, death; about 40 million units in the first run.", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Tamagotchi", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "structural-integrity", "teardown", "voxel-destruction" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-teardown", "kind": "encyclopedia", "name": "Teardown (video game)", "notes": "Tuxedo Labs (Dennis Gustafsson); early access 2020-10-29; full release 2022-04-21; PS5 and Xbox Series 2023; fully destructible voxel levels; alarm starts 60-second getaway timer; fire spread; ray-traced lighting; Lua scripting and Workshop; co-op multiplayer update 2026-03-12.", "provenance": { "created": "2026-10-24-catalog-gg" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Teardown_(video_game)", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "civilization", "tech-tree" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-technology-tree", "kind": "encyclopedia", "name": "Technology tree", "notes": "Tech tree as a directed acyclic graph with tiers; Francis Tresham's 1980 board game Civilization generally credited with introducing it; Sid Meier's Civilization (1991); simple versus complex trees; repeatable future tech in Civilization.", "provenance": { "created": "2026-10-24-taxonomy-m6" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Technology_tree", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "terra-nil" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-terra-nil", "kind": "encyclopedia", "name": "Terra Nil", "notes": "Free Lives, published by Devolver Digital; Windows, Android, iOS 2023-03-28 (mobile via Netflix Games), Linux and macOS 2023-10, Switch 2023-12; began as a Ludum Dare 45 entry (October 2019); turbines on stone power toxin scrubbers; pumps refill rivers; points per restored tile; biomes attract animals; recycle buildings and leave.", "provenance": { "created": "2026-10-24-catalog-gb" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Terra_Nil", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "the-incredible-machine" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-the-incredible-machine", "kind": "encyclopedia", "name": "The Incredible Machine", "notes": "Series from 1993; designed and coded by Kevin Ryan, produced by Jeff Tunnell (Jeff Tunnell Productions), published by Dynamix/Sierra; MS-DOS, 3DO, later Windows and Mac; Rube Goldberg puzzles with fixed objects and provided parts; deterministic engine simulating gravity and air pressure; freeform mode; Contraption Maker successor.", "provenance": { "created": "2026-10-24-catalog-gg" }, "type": "source", "url": "https://en.wikipedia.org/wiki/The_Incredible_Machine_(video_game)", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "day-night-cycle", "survival-meters", "the-long-dark", "weather" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-the-long-dark", "kind": "encyclopedia", "name": "The Long Dark", "notes": "Hinterland, full release 1 August 2017; player manages body temperature, calories, hunger, weight, fatigue, illness, and injury; fire for warmth and cooking; day-night cycle with colder nights; story, survival, and challenge modes.", "provenance": { "created": "2026-10-24-taxonomy-m5" }, "type": "source", "url": "https://en.wikipedia.org/wiki/The_Long_Dark", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "falling-sand-materials", "the-powder-toy" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-the-powder-toy", "kind": "encyclopedia", "name": "The Powder Toy", "notes": "Falling-sand game first released 2008 by Stanislaw Skowronek; maintained by GitHub contributors under GPLv3; Windows, macOS, Linux, Android, Steam (2024); 258 elements as of February 2025; online save sharing with votes; Lua scripting.", "provenance": { "created": "2026-10-24-catalog-gg" }, "type": "source", "url": "https://en.wikipedia.org/wiki/The_Powder_Toy", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "autonomy-levels", "relationship-values", "the-sims" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-the-sims", "kind": "encyclopedia", "name": "The Sims (video game)", "notes": "Maxis, Windows release 2000-02-04, later Mac, Linux, PS2, GameCube, Xbox; free will, 20,000 simoleon start, 150+ objects, death by neglect; A Pattern Language influence; sales and MoMA acquisition.", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://en.wikipedia.org/wiki/The_Sims_(video_game)", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "aspiration-wants", "lifecycle-aging", "the-sims-2", "trait-inheritance" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-the-sims-2", "kind": "encyclopedia", "name": "The Sims 2", "notes": "Maxis Redwood Shores, Windows release 2004-09-14 plus console, handheld, and Java ME versions; seven life stages with day counts, genetics, 25 personality points, eight aspirations, wants and fears, memories, careers with ten levels.", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://en.wikipedia.org/wiki/The_Sims_2", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "aspiration-wants", "offscreen-life-progression", "personality-traits", "the-sims-3" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-the-sims-3", "kind": "encyclopedia", "name": "The Sims 3", "notes": "Infobox credits Maxis Redwood Shores; Windows and Mac release 2009-06-02, later consoles, DS, 3DS, mobile; seamless open world, Story Progression, up to five traits, wishes, Lifetime Happiness, 12 careers, opportunities.", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://en.wikipedia.org/wiki/The_Sims_3", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "aspiration-wants", "the-sims-4" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-the-sims-4", "kind": "encyclopedia", "name": "The Sims 4", "notes": "Maxis, Windows release 2014-09-02, macOS 2015, PS4 and Xbox One 2017, free to play 2022-10-18; emotions, three traits plus aspiration trait, multitasking, Gallery, room-based build mode, life stages, CurseForge partnership.", "provenance": { "created": "2026-10-24-catalog-gc" }, "type": "source", "url": "https://en.wikipedia.org/wiki/The_Sims_4", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "diagnosis-treatment", "loans-debt", "staff-hiring", "theme-hospital" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-theme-hospital", "kind": "encyclopedia", "name": "Theme Hospital", "notes": "1997, Bullfrog; hire doctors, nurses, handymen, receptionists with performance statistics; training; specialist skills gate rooms; rest; dismissal over pay disputes; loans via policy setting.", "provenance": { "created": "2026-10-24-taxonomy-m2" }, "type": "source", "url": "https://en.wikipedia.org/wiki/Theme_Hospital", "venue": "Wikipedia" }, { "_derived": { "incoming": { "cited_by": [ "negotiation", "theme-park" ] } }, "accessed": "2026-10-24", "authors": [ "Wikipedia contributors" ], "date": "2026", "id": "src-wikipedia-theme-park", "kind": "encyclopedia", "name": "Theme Park (video game)", "notes": "Bullfrog Productions, Peter Molyneux and Demis Hassabis, EA, MS-DOS June 1994, many ports incl. DS and iOS. 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trained from hours of imperfect mocap; zero-shot generalization; works with kinematic generators.", "provenance": { "created": "2026-10-24-techniques-world-models" }, "type": "source", "url": "https://arxiv.org/abs/2502.20390" }, { "_derived": { "incoming": { "cited_by": [ "mean-field-games" ] } }, "accessed": "2026-10-24", "arxiv": "1802.05438", "authors": [ "Yaodong Yang", "Rui Luo", "Minne Li", "Ming Zhou", "Weinan Zhang", "Jun Wang" ], "date": "2018-02-15", "id": "src-yang-2018-mean-field-marl", "kind": "paper", "name": "Mean Field Multi-Agent Reinforcement Learning", "notes": "Each agent learns against the mean action of neighbors instead of all pairwise interactions; mixed cooperative-competitive battle games and Ising model.", "provenance": { "created": "2026-10-24-techniques-sim-math" }, "type": "source", "url": "https://arxiv.org/abs/1802.05438", "venue": "ICML 2018" }, { "_derived": { "incoming": { "cited_by": [ "llm-agent-societies" ] } }, "accessed": "2026-10-24", "arxiv": "2411.11581", "authors": [ "Ziyi Yang", "et al." ], "date": "2024-11-18", "id": "src-yang-2024-oasis", "kind": "preprint", "name": "OASIS: Open Agent Social Interaction Simulations with One Million Agents", "notes": "Up to one million LLM agents on X- and Reddit-like platforms; replicates information spreading, group polarization, and herd effects; larger agent groups gave stronger group dynamics and more diverse opinions.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://arxiv.org/abs/2411.11581", "venue": "arXiv" }, { "_derived": { "incoming": { "cited_by": [ "model-based-planning-muzero" ] } }, "accessed": "2026-10-24", "arxiv": "2111.00210", "authors": [ "Weirui Ye", "Shaohuai Liu", "Thanard Kurutach", "Pieter Abbeel", "Yang Gao" ], "date": "2021-10-30", "id": "src-ye-2021-efficientzero", "kind": "paper", "name": "Mastering Atari Games with Limited Data", "notes": "EfficientZero: 194.3% mean and 109.0% median human-normalized score on Atari 100k from about two hours of real-time game experience.", "provenance": { "created": "2026-10-24-techniques-rl-design" }, "type": "source", "venue": "NeurIPS 2021" }, { "_derived": { "incoming": { "cited_by": [ "generative-agents" ] } }, "accessed": "2026-10-24", "arxiv": "2402.02053", "authors": [ "Yangbin Yu", "Qin Zhang", "Junyou Li", "Qiang Fu", "Deheng Ye" ], "date": "2024-02", "id": "src-yu-2024-affordable-generative-agents", "kind": "preprint", "name": "Affordable Generative Agents", "notes": "Lifestyle Policy replays stored plan-action sequences when a new plan matches by embedding cosine >= 0.97 and conditions hold; 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Martin", "Andrew Head", "Chris Callison-Burch" ], "date": "2023", "doi": "10.1609/aiide.v19i1.27534", "id": "src-zhu-2023-calypso", "kind": "paper", "name": "CALYPSO: LLMs as Dungeon Masters' Assistants", "notes": "LLM interfaces giving D&D Dungeon Masters game-specific information and inspiration; DMs used some text almost directly and developed rougher ideas while keeping creative control.", "provenance": { "created": "2026-10-24-techniques-llm-agents" }, "type": "source", "url": "https://arxiv.org/abs/2308.07540", "venue": "AIIDE 2023" } ]