{"slug":"openlair-implementing-llms-litgpt","source_name":"openlair/implementing-llms-litgpt","name":"Openlair/Implementing Llms Litgpt","description":"Implements and trains LLMs using Lightning AI's LitGPT with 20+ pretrained architectures (Llama, Gemma, Phi, Qwen, Mistral). Use when need clean model implementations, educational understanding of architectures, or production fine-tuning with LoRA/QLoRA. Single-file implementations, no abstraction layers.","version":1,"lift":{"pass_rate_delta_pts":45.45,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":121.3,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-07T19:38:34.579004+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":45.45,"with_pass_pct":100,"without_pass_pct":54.5,"tokens_delta_pct":121.3,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-07T19:38:34.579004+00:00","run_id":"52ca2bed-1596-4a17-b824-d6f76f6ac920","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":"a784d02d17af657d8bef0e87d2500876ec0be37c4c45e7177e5110762c67211e","raw_url":"https://app.decimal.ai/s/openlair-implementing-llms-litgpt/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/openlair-implementing-llms-litgpt"}