{"slug":"pcliangx-agf-wiring-apple-llm","source_name":"pcliangx/agf-wiring-apple-llm","name":"Pcliangx/Agf Wiring Apple LLM","description":"Use when wiring LLM features into the Apple client (macOS / iOS) — streaming chat via the FastAPI multi-LLM gateway, or on-device inference (Apple Foundation Models / Core ML). Provides the route decision (gateway vs on-device), streaming transport pattern, env/config contract, offline & cost guardrails, and minimum verifications before declaring the integration done.","version":1,"lift":{"pass_rate_delta_pts":18.18,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":20.9,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-20T20:19:23.013760+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":18.18,"with_pass_pct":95.5,"without_pass_pct":77.3,"tokens_delta_pct":20.9,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-20T20:19:23.013760+00:00","run_id":"f506d9d6-5108-4289-9945-b12495a6c4d9","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":"5cb3e89849b22176e3ef0cb483d35e7d2bb0e8ba4de87064abdbea52e9058117","raw_url":"https://app.decimal.ai/s/pcliangx-agf-wiring-apple-llm/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/pcliangx-agf-wiring-apple-llm"}