Published adapters
Community notes
Training Logs
5 min
What Changed When I Increased LoRA Rank from 8 to 32
A controlled comparison of rank 8, 16, and 32 for instruction tuning, with capacity calculations, evaluation rules, and a release decision.
Registry Operations
5 min
How We Version Adapters That Share a Base Model
A practical LoRADock note on inputs, validation, tradeoffs, and release decisions for how we version adapters that share a base model.
Failures & Postmortems
5 min
The Adapter Passed Every Test and Still Failed in Production
A practical LoRADock note on inputs, validation, tradeoffs, and release decisions for the adapter passed every test and still failed in production.
Evaluation Bench
5 min
Why Training Loss Did Not Predict Production Quality
A practical LoRADock community note on inputs, validation, tradeoffs, and release decisions for why training loss did not predict production quality.
Dataset Workshop
6 min
A Practical JSONL Schema for Multi-Turn Instruction Tuning
A practical LoRADock community note on inputs, validation, tradeoffs, and release decisions for a practical jsonl schema for multi-turn instruction tuning.