generated-inspection-shifts opportunity asserted
Generated inspection shifts
Rule-checking job sims with generated documents, items, and rule changes each shift, verified against an answer key so infinite variety stays fair.
thesis
Papers, Please and its successors are limited by hand-built document sets that players memorize. Constrained generation can produce documents, forgeries, and edge cases from a formal rule set, and because the rules are formal, every generated case has a computable correct answer. That combination gives endless fair variety, which ordinary procedural generation struggles to make interesting and unconstrained generation cannot make fair.
design sketch
Each day introduces rule changes written as formal predicates and rendered as in-world memos. Applicants, documents, and stories are generated to exercise boundary cases of the current rules. The game knows the correct ruling for every case and scores accordingly.
validation experiment
Generate 1,000 inspection cases from a 30-predicate rule set and have a checker and two humans verify the answer key on a sample of 200. Success: 99 percent agreement between generated answers and human rulings.
key risks
- Generated text leaks the answer or contradicts the formal case.
- Repetitive tone across generated applicants.
falsifiable prediction
An inspection or bureaucracy job sim will generate documents or applicants at runtime and score the player against an answer key derived from formal rules.
Released after 2026-10-24 with at least 1,000 Steam user reviews; store page or developer statement describes runtime-generated cases whose correct outcome is computed from the game's rules, not authored per case.