{"slug":"k-dense-ai-pufferlib","source_name":"k-dense-ai/pufferlib","name":"K Dense AI/Pufferlib","description":"Version-aware guidance for PufferLib reinforcement-learning environments, vectorization, policies, PuffeRL training, evaluation, and safe checkpoint review. Use when adapting Gymnasium/PettingZoo environments to published PufferLib 3.0.0 or working with the redesigned native 4.0 source line.","version":1,"lift":{"pass_rate_delta_pts":68.18,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":99.7,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-10T01:30:06.539161+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":68.18,"with_pass_pct":100,"without_pass_pct":31.8,"tokens_delta_pct":99.7,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-10T01:30:06.539161+00:00","run_id":"1d1b2d51-397e-4564-ac3e-38ed78fba02b","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":"199fc7aeb268bbdf0c9fd9dd4642a56de3d3cd3cb39e44e9ca9337090c9939fb","raw_url":"https://app.decimal.ai/s/k-dense-ai-pufferlib/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/k-dense-ai-pufferlib"}