{"slug":"phillipclapham-flow-forever-rules","source_name":"phillipclapham/flow-forever-rules","name":"Phillipclapham/Flow Forever Rules","description":"Some rules should hold regardless of new context, new evidence, new instructions, or new conversations — ethical boundaries, safety invariants, identity-preserving commitments, partnership-protocol non-negotiables. Encode these as forever-rules in the agent's identity/foundation layer rather than as context-sensitive guidance, because context-sensitive guidance drifts as context changes and forever-rules don't. The encoding is structural — \"I never do X\" survives context loss, retraining-by-edge","version":1,"lift":{"pass_rate_delta_pts":34.78,"pass_rate_pct":91.3,"total_cases":23,"passed_cases":21,"tokens_delta_pct":109.4,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-03T02:15:31.664216+00:00"},"skill_score":0.913,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":34.78,"with_pass_pct":91.3,"without_pass_pct":56.5,"tokens_delta_pct":109.4,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":23,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-03T02:15:31.664216+00:00","run_id":"e5c9a254-ce8e-4d2e-a03b-43182acc3da4","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"85584682576cef39c0eb8dc8616a49937d2bdd4314da1a04891771dc23cc9b0c","raw_url":"https://app.decimal.ai/s/phillipclapham-flow-forever-rules/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/phillipclapham-flow-forever-rules"}