{"slug":"wshobson-python-resilience","source_name":"wshobson/python-resilience","name":"Wshobson/Python Resilience","description":"Python resilience patterns including automatic retries, exponential backoff, timeouts, and fault-tolerant decorators. Use when adding retry logic, implementing timeouts, building fault-tolerant services, or handling transient failures.","version":1,"lift":{"pass_rate_delta_pts":21.74,"pass_rate_pct":95.7,"total_cases":23,"passed_cases":22,"tokens_delta_pct":46.2,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-07T13:05:36.748164+00:00"},"skill_score":0.9565,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":21.74,"with_pass_pct":95.7,"without_pass_pct":73.9,"tokens_delta_pct":46.2,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":23,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-07T13:05:36.748164+00:00","run_id":"3af391dd-df07-4587-892b-ba1d5d9f7860","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":"d378faf60c98505fc71d597db23f508985da6314576877ca37e1d0da929b97d8","raw_url":"https://app.decimal.ai/s/wshobson-python-resilience/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/wshobson-python-resilience"}