Published adapters
Community notes
Training Logs
6 min
A Three-GPU LoRA Run That Was Slower Than One GPU
A diagnostic workflow for distributed LoRA training that separates data loading, synchronization, compute, and checkpoint costs before adding more devices.
Evaluation Bench
5 min
Measuring Structured JSON Reliability Without an LLM Judge
A practical LoRADock community note on inputs, validation, tradeoffs, and release decisions for measuring structured json reliability without an llm judge.
Text Adapters
6 min
Improving SQL Generation with Schema-Aware Examples
A practical LoRADock note covering inputs, validation, tradeoffs, and release criteria for improving sql generation with schema-aware examples.
Registry Operations
4 min
Verifying Downloaded Weights in CI
A practical LoRADock note on concrete inputs, validation, tradeoffs, and release decisions for verifying downloaded weights in ci.
Inference & Serving
5 min
Tracking Memory Use During Concurrent Generation Requests
A practical LoRADock note covering inputs, validation, tradeoffs, and release criteria for tracking memory use during concurrent generation requests.