{"slug":"jpoindexter-production-failure-modes-and-tradeoffs","source_name":"jpoindexter/production-failure-modes-and-tradeoffs","name":"Jpoindexter/Production Failure Modes And Tradeoffs","description":"Capstone synthesis for shipping LLM systems — the full production failure taxonomy (symptom, root cause, detection, mitigation, owner skill), the four-axis inference-stack tradeoff map (latency/quality/cost/reliability), a production-readiness checklist, and incident response for systems that fail silently with no stack trace. Use when hardening an LLM app for production, designing observability/evals/fallbacks, debugging a quality regression with no exception, or making a model/serving/RAG trad","version":1,"lift":{"pass_rate_delta_pts":17.39,"pass_rate_pct":82.6,"total_cases":23,"passed_cases":19,"tokens_delta_pct":232.6,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-03T12:57:35.739624+00:00"},"skill_score":0.8261,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":17.39,"with_pass_pct":82.6,"without_pass_pct":65.2,"tokens_delta_pct":232.6,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":23,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-03T12:57:35.739624+00:00","run_id":"3c001fec-5c89-404e-a2ee-d5feeaf1347d","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":null,"install_count":0,"manifest_hash":"d5b1f7d59e758301d80845a8a2b633628230da068d3d14eaabfbc925ac686030","raw_url":"https://app.decimal.ai/s/jpoindexter-production-failure-modes-and-tradeoffs/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/jpoindexter-production-failure-modes-and-tradeoffs"}