{"slug":"romainsimon-allocating-effort","source_name":"romainsimon/allocating-effort","name":"Romainsimon/Allocating Effort","description":"Splits scarce time, budget or traffic across competing products, channels, campaigns or variants by treating them as a multi-armed bandit - Thompson sampling over beta posteriors, with optimism for anything not yet tried enough to judge. Use when deciding what to work on next, how to divide a marketing budget, which product to prioritise, whether to kill something that is underperforming, or when picking a winner among test variants.","version":1,"lift":{"pass_rate_delta_pts":36.36,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":38.9,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-06T13:41:36.155197+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":36.36,"with_pass_pct":95.5,"without_pass_pct":59.1,"tokens_delta_pct":38.9,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-06T13:41:36.155197+00:00","run_id":"d3728dfd-2fb6-4640-bc64-eef3607d3e9c","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":"7d27b04250d21aeee4af318536d26bd007eba7ab4dd243af2f3946c1fa15ca81","raw_url":"https://app.decimal.ai/s/romainsimon-allocating-effort/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/romainsimon-allocating-effort"}