{"slug":"agentsope-agentsop-module-shape-selection","source_name":"agentsope/agentsop-module-shape-selection","name":"Agentsope/Agentsop Module Shape Selection","description":"ENHANCE overlay on [[dspy]] — the upfront rubric for choosing a reasoning SHAPE (Predict / ChainOfThought / ReAct / ProgramOfThought) BEFORE you write a prompt or pick an optimizer. The local `dspy` skill lists the modules but never surfaces the *selection criterion*: reasoning shape is chosen by task structure, not by reflexively defaulting to CoT. Activate every time a new LM-calling node/step is added to a pipeline. Do NOT activate for one-shot prompts, optimizer/teleprompter choice (that is ","version":1,"lift":{"pass_rate_delta_pts":31.82,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":195,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-24T13:57:03.656045+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":31.82,"with_pass_pct":100,"without_pass_pct":68.2,"tokens_delta_pct":195,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-24T13:57:03.656045+00:00","run_id":"aa5c9bc4-3f7b-43d0-aaf1-c567f90ab4b3","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":"a9f7f21eff4447b31c01a472db4b05ee0ff1651ed647ce70fa10e691d22a142f","raw_url":"https://app.decimal.ai/s/agentsope-agentsop-module-shape-selection/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/agentsope-agentsop-module-shape-selection"}