{"slug":"asymmetric-al-next-dev-loop","source_name":"asymmetric-al/next-dev-loop","name":"Asymmetric Al/Next Dev Loop","description":"Verify Next.js runtime behavior after editing app code. Use this skill to confirm a change actually works in a running app — not just that it compiles or type-checks. Combines /_next/mcp (Next.js's view) with agent-browser (the browser's view). Requires a running `next dev`.","version":1,"lift":{"pass_rate_delta_pts":59.09,"pass_rate_pct":86.4,"total_cases":22,"passed_cases":19,"tokens_delta_pct":54.1,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-20T06:22:42.457820+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":59.09,"with_pass_pct":86.4,"without_pass_pct":27.3,"tokens_delta_pct":54.1,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":18,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-20T06:22:42.457820+00:00","run_id":"17366d61-8a69-4b91-a473-f2e578003786","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":"AGPL-3.0","install_count":0,"manifest_hash":"83e9ec80493871041a3d2612d60708cbd22573a9fb1cc6709ae794d66c8a0ee9","raw_url":"https://app.decimal.ai/s/asymmetric-al-next-dev-loop/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/asymmetric-al-next-dev-loop"}