{"slug":"agentsope-agentsop-bounded-loop","source_name":"agentsope/agentsop-bounded-loop","name":"Agentsope/Agentsop Bounded Loop","description":"Universal discipline for any LM-driven loop — agent retries, plan-act-observe, multi-agent handoffs, optimiser passes, test-fix cycles. Encodes the one rule every framework documents quietly and every team relearns expensively: the LM in the loop is NEVER a reliable terminator. Termination must be provided by an explicit counter + exit predicate + stagnation signal + escalation path that live OUTSIDE the LM's control. This is a tool- level, framework-agnostic skill. It maps onto LangGraph (recur","version":1,"lift":{"pass_rate_delta_pts":22.73,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":314,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-24T13:57:34.228073+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":22.73,"with_pass_pct":95.5,"without_pass_pct":72.7,"tokens_delta_pct":314,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-24T13:57:34.228073+00:00","run_id":"6f01744b-4f07-476a-8013-ae031af00072","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":"fa0b76e1d25987e04e5f4615b5a132e6aab771d59b8ce0aee777bab498717473","raw_url":"https://app.decimal.ai/s/agentsope-agentsop-bounded-loop/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/agentsope-agentsop-bounded-loop"}