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# MANIFEST — Generic software & coding-agent learnings

Heuristics true for ANY software / coding-agent / research work, independent of games: environment & toolchain hygiene, doc-vs-code drift, testing discipline, working with a human collaborator, multi-agent orchestration. These were extracted from a Coworld player-optimization effort but apply far beyond it. For game-optimization machinery see the **loop** package; for crewrift specifics see the **crewrift** package.

**188 lessons.** Routes: AGENTS.md 9 · skills 95 · guides 78 · tools 6. 69 negative results · 111 unverified · 27 cross-tier references.

All files carry the provenance tracer (see PROPAGATION.md).

## Contents

| item | what |
|---|---|
| `AGENTS.md` | 9 always-on heuristics |
| `skills/perception-decoding/SKILL.md` | 2 recipes — Perception & state decoding |
| `skills/navigation-pathfinding/SKILL.md` | 2 recipes — Navigation & pathfinding |
| `skills/ab-methodology/SKILL.md` | 2 recipes — A/B methodology & attribution |
| `skills/experiment-discipline/SKILL.md` | 14 recipes — Experiment discipline |
| `skills/build-submit-packaging/SKILL.md` | 3 recipes — Build, package & submit |
| `skills/suspicion-belief/SKILL.md` | 1 recipes — Suspicion & belief modeling |
| `skills/harness-sdk-protocol/SKILL.md` | 3 recipes — Harness, SDK & wire protocol |
| `skills/tooling-analysis/SKILL.md` | 5 recipes — Tooling & analysis |
| `skills/data-science-refit/SKILL.md` | 6 recipes — Data-science refit (outer loop) |
| `skills/agent-workflow-collab/SKILL.md` | 42 recipes — Agent workflow & collaboration |
| `skills/env-toolchain/SKILL.md` | 15 recipes — Environment & toolchain |
| `guides/perception-decoding.md` | 10 notes — Perception & state decoding |
| `guides/navigation-pathfinding.md` | 3 notes — Navigation & pathfinding |
| `guides/experiment-discipline.md` | 6 notes — Experiment discipline |
| `guides/build-submit-packaging.md` | 1 notes — Build, package & submit |
| `guides/suspicion-belief.md` | 1 notes — Suspicion & belief modeling |
| `guides/meeting-voting-social.md` | 1 notes — Meetings, voting & social deduction |
| `guides/imposter-tactics.md` | 1 notes — Imposter tactics |
| `guides/crewmate-tactics.md` | 5 notes — Crewmate tactics |
| `guides/harness-sdk-protocol.md` | 14 notes — Harness, SDK & wire protocol |
| `guides/tooling-analysis.md` | 14 notes — Tooling & analysis |
| `guides/data-science-refit.md` | 3 notes — Data-science refit (outer loop) |
| `guides/agent-workflow-collab.md` | 8 notes — Agent workflow & collaboration |
| `guides/env-toolchain.md` | 11 notes — Environment & toolchain |
| `tools/MANIFEST.md` | 6 tool-embodied lessons |
| `PROPAGATION.md` | tracer + mandatory self-replicating propagation directive |