{"slug":"agentsope-agentsop-multiscale-chunking","source_name":"agentsope/agentsop-multiscale-chunking","name":"Agentsope/Agentsop Multiscale Chunking","description":"Enhancement-overlay (C5) for RAG over long documents — the chunk-paradox resolution. Activate when a single fixed chunk size cannot satisfy both retrieval precision (small chunks) and generation context (large chunks): small chunks lose surrounding context, large chunks dilute embedding relevance into \"topic averages\". Encodes the core flip — decouple the embed-unit from the return-unit: embed small for retrieval precision, return large for synthesis context — and the SOP to pick a base chunk si","version":1,"lift":{"pass_rate_delta_pts":27.27,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":242.5,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-24T14:00:07.600155+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":27.27,"with_pass_pct":100,"without_pass_pct":72.7,"tokens_delta_pct":242.5,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-24T14:00:07.600155+00:00","run_id":"cc706177-dce9-4835-a6c3-2a2fb48ffbc7","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":"b6a79ea2dcf966d5ec652e265e275ad69785f4e4ce758d74b50c68f337317e6d","raw_url":"https://app.decimal.ai/s/agentsope-agentsop-multiscale-chunking/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/agentsope-agentsop-multiscale-chunking"}