{"slug":"mohitagw15856-human-in-the-loop-design","source_name":"mohitagw15856/human-in-the-loop-design","name":"Mohitagw15856/Human In The Loop Design","description":"Design the human approval surface for an agent system — which actions gate, how approvals batch without becoming rubber stamps, and what the audit trail must hold. Use when asked to add human oversight to an agent, design approval workflows for AI actions, decide what an agent may do autonomously, or fix approval fatigue in an existing loop. Produces an action-tier policy, approval UX spec, escalation rules, and audit-trail requirements. For specifying the whole agent use agent-spec; for the per","version":1,"lift":{"pass_rate_delta_pts":18.18,"pass_rate_pct":50,"total_cases":22,"passed_cases":11,"tokens_delta_pct":16.6,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-15T02:37:16.970648+00:00"},"skill_score":0.5,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":18.18,"with_pass_pct":50,"without_pass_pct":31.8,"tokens_delta_pct":16.6,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-15T02:37:16.970648+00:00","run_id":"979584c1-486e-4017-9d6f-3df3799a42c3","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":"86855f4081003386c466f9c7cc0296c71d3de37993e1f22dab9e21529c72c77a","raw_url":"https://app.decimal.ai/s/mohitagw15856-human-in-the-loop-design/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/mohitagw15856-human-in-the-loop-design"}