{"slug":"inbusiness23-agent-immune-system","source_name":"inbusiness23/agent-immune-system","name":"Inbusiness23/Agent Immune System","description":"Agent Immune System governance skill for maintaining long-term agent instruction health. Also trigger this when the user says \"agent immune system\" or \"instruction health manager.\" Use before editing AGENTS.md, CLAUDE.md, global/project instructions, or SKILL.md files; after Hermes/review/postmortem findings; after long or failed sessions with instruction confusion; and when rules feel duplicated, bloated, stale, conflicting, autoimmune, or overfit. Produces promotion, demotion, pruning, regener","version":1,"lift":{"pass_rate_delta_pts":22.73,"pass_rate_pct":77.3,"total_cases":22,"passed_cases":17,"tokens_delta_pct":47.8,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-03T09:15:44.279104+00:00"},"skill_score":0.7727,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":22.73,"with_pass_pct":77.3,"without_pass_pct":54.5,"tokens_delta_pct":47.8,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":19,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-03T09:15:44.279104+00:00","run_id":"678b1e91-c64d-4e73-b9cf-f1ab69be0da5","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":"7216b96499e588ef413ae099f66f64581ebcb5f8344d3f106216fed223e2b3e2","raw_url":"https://app.decimal.ai/s/inbusiness23-agent-immune-system/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/inbusiness23-agent-immune-system"}