Guides
The path is a ticket you can run, then the pitfall that bites that run. Numbers are from the upstream README, the Hugging Face model card, or the Docker doc. Comparison tables stay on Laya vs Jev.
- Support-triage workbenchEdit the ticket and schema, run the labeled demo, read route and probabilities, export Python, cURL, or a notebook.
- InstallPython 3.10 or newer, venv or uv, and the copy-ready pip command. /start opens this page.
- Router vs one checkpointRouter returns routing metadata. typed-decisions is not automatic. A local model path omits that object.
- Chinese routingHan text goes to the multilingual checkpoint. Score questions there have a position bias (issue #131).
- Calibrationconfidence is 1 minus normalized entropy. Gate on answer_confidence. The act head is not a signal.
- Fine-tune (RLCD)0.766 is laya-typed-decisions on the model card. The bases are 0.362 and 0.352. The notebook is the project’s RLCD loop.
- Serve with DockerCompose CPU and CUDA quickstart, then laya-serve on 127.0.0.1:8000. From the upstream Docker doc.
- Many labelsBanking77 at the default head budget. Shortlist, widen the budget, or split the question.
- Laya vs JevOfficial self-test and third-party cards stay in separate tables. No new scoreboard on this index.
- 中文：不是 LayaAirLayaAir is the Layabox game engine. This model is the Convai / NandhaKishorM decision checkpoint.