{"slug":"brycewang-stanford-aeri-referee-strategy","source_name":"brycewang-stanford/aeri-referee-strategy","name":"Brycewang Stanford/Aeri Referee Strategy","description":"Use when calibrating expectations for the fast, decisive American Economic Review: Insights (AER: Insights) review process — conditional-accept-or-reject decisions, the single-round model, and pre-empting the objections a short paper cannot afford. Explains the process and stress-tests the paper; it does not write the response letter (see aeri-rebuttal).","version":1,"lift":{"pass_rate_delta_pts":31.82,"pass_rate_pct":86.4,"total_cases":22,"passed_cases":19,"tokens_delta_pct":15.7,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-15T04:06:05.782167+00:00"},"skill_score":0.8636,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":31.82,"with_pass_pct":86.4,"without_pass_pct":54.5,"tokens_delta_pct":15.7,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-15T04:06:05.782167+00:00","run_id":"842373f6-996a-4bcf-ad54-86e0fd6d6edf","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":"7046c45d729d7a26f8e44b781c9a9c74a4383e9a8215706a78db7c68656c0058","raw_url":"https://app.decimal.ai/s/brycewang-stanford-aeri-referee-strategy/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/brycewang-stanford-aeri-referee-strategy"}