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Fifth skill via the boss pattern. fieldtest empirically tests whether a shipped cycle is usable by a downstream consumer who has only the public interface. Profile gains two slots: - `paths.public_interface` — list of dirs/files the fieldtester may read (the project's outward-facing surface: README, design ledger, docs, examples) - `paths.fieldtest_examples` — where the fieldtester writes its fixtures The forbidden zone is derived: everything not in `paths.public_interface` (especially `paths.code_roots` and `paths.bench_dir`) is closed to the fieldtester. This is the load-bearing source-isolation discipline. Vocabulary substitutions: - AILang → "this project" - milestone → cycle - Boss → orchestrator - ailang-fieldtester → fieldtester - "AIL Surface form / .ail" → "the project's canonical authoring or consumer form" - "design/INDEX.md + design/models/" → `paths.public_interface` - "crates/, runtime/, bench/" → `paths.code_roots`, `paths.bench_dir` AILang-specific bits dropped: - The form-a-default-authoring milestone history (2026-05-13) and the eight `.ail.json` carve-outs — AILang-specific schema-migration detail; the universal rule is just "canonical authoring form only" - The ail check / ail build / ail emit-ir CLI commands — the fieldtester now uses "the project's user-facing entry point" - Per-iter journals reference — replaced with recent iter commit bodies (universal) - Example ideas calibrated to AILang (FizzBuzz, Newton's method on Float, JSON-tree depth, ADT functors) — generalised to "realistic tasks an end-user might be asked to do" - `design/contracts/0004-feature-acceptance.md` cross-ref — dropped (AILang-specific contract); the empirical-vs- prospective brainstorm symmetry survives in prose Universal substance preserved verbatim: - All three Iron Law clauses (public-interface-only, canonical-form-only, record-don't-fix) - Five-phase process structure - Four-class finding taxonomy (bug / friction / spec_gap / working) - Spec template - Status protocol (DONE / DONE_WITH_CONCERNS / NEEDS_CONTEXT / BLOCKED) - All 8 Common Rationalisations rows (vocabulary-substituted) - All 10 Red Flags bullets (vocabulary-substituted, with the AILang-specific .ail.json hand-write bullet generalised to "intermediate representations") The source-isolation contract (Iron Law clause 1) is the load-bearing discipline. Profile slot `paths.public_interface` makes it machine-checkable; the agent's hard limit on opening paths outside that list is the discipline.