{"slug":"zero-lab-ai-ml-decision-boundary-assessment","source_name":"zero-lab-ai/ml-decision-boundary-assessment","name":"Zero Lab AI/ML Decision Boundary Assessment","description":"Evaluates classifiers and scoring models used as security gates for adversarial robustness, preprocessing differences, thresholds, abstention, and fallback behavior. Use when an authorized assessment must measure whether bounded input changes alter a security decision.","version":1,"lift":{"pass_rate_delta_pts":43.48,"pass_rate_pct":88,"total_cases":25,"passed_cases":22,"tokens_delta_pct":65.5,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.8-flash","grading_method":"judged","completed_at":"2026-11-02T16:53:50.305594+00:00"},"skill_score":0.9565000000000001,"benchmark_models":[{"model":"gemini-3.8-flash","headline":true,"delta_pts":43.48,"with_pass_pct":95.7,"without_pass_pct":52.2,"tokens_delta_pct":65.5,"turns_delta_pct":0,"total_cases":25,"cases_aggregated":23,"verdict":"mixed","never_hurt":true,"completed_at":"2026-11-02T16:53:50.305594+00:00","run_id":"744a8a19-13ad-4169-ac5d-2a7600f22808","latest_attempt":{"id":"744a8a19-13ad-4169-ac5d-2a7600f22808","runner_model":"gemini-3.8-flash","overall_verdict":"mixed","completed_at":"2026-11-02T16:53:50.305594+00:00","gate":null},"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":"Apache-2.0","install_count":0,"total_uses":0,"total_users":0,"manifest_hash":"fcd7b0d02fa53582ff26ef4523c22ea243d4b48626312edc3958d70f256cf815","install_name":"zero-lab-ai-ml-decision-boundary-assessment","version_id":"67a24c5c-18c3-4d09-9ec3-fc7ca081b164","body_sha256":"fcd7b0d02fa53582ff26ef4523c22ea243d4b48626312edc3958d70f256cf815","render_hash":"b5ba1f60b345dd24d16b8e291454c5b58cb734028c52fcdb79a4d74a043b3394","raw_url":"https://app.decimal.ai/s/zero-lab-ai-ml-decision-boundary-assessment/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/zero-lab-ai-ml-decision-boundary-assessment"}