v0.4.1
Gentleman-Programming/engramv0.4.1Oct 8, 2026by github-actions[bot]
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AI Summary
A documentation-heavy patch release fixing numerous API descriptions, adding Java dispatch router lifecycle hooks, and allowing extra checkpoints to be registered via environment variables.
Key Highlights
- Java dispatch router lifecycle hooks and AsyncHook
- Register extra checkpoints from LAYA_EXTRA_MODELS
- Extensive documentation fixes for benchmarks, MCP, and hooks
- Fix predict_golden fixture to skip absent checkpoints
New Features
- Java dispatch router lifecycle hooks
- Extra checkpoint registration via environment
Full Release Notes
## What's Changed * docs(benchmarks): the English-vs-rest table has three columns, so every number sat under the wrong header by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1024 * docs(confidence): answer_confidence describes the clamped temperature, not the fitted one by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1026 * docs(mcp): the environment table names LAYA_API_KEY by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1027 * docs(dotnet): the Instructions remark names the escaping Python stopped doing by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1029 * docs(benchmarks): sv moves down in the refreshed sweep, so not every large mover moves up by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1030 * fix(fixtures): skip predict_golden when the checkpoint beside the graph is absent by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1031 * docs(guardrails): Document prompt_injection limitation on document-shaped text (#781) by @aashish254 in https://github.com/NandhaKishorM/laya/pull/1032 * docs(hooks): eight pages describe a dispatch the code does not do by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1033 * docs(readme): seven return shapes and feature lists that do not match the code by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1034 * fix(choice): sort criteria keys for order-invariant option rendering by @aashish254 in https://github.com/NandhaKishorM/laya/pull/1035 * docs(dotnet): six claims in the .NET README and MODELS that the SDK contradicts by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1037 * docs(http-api): five tables that disagree with the endpoint they document by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1038 * docs(integrations): min_confidence flags the answer, it does not withhold it by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1039 * docs(evals): the metric table does not match a default run by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1040 * docs(benchmarks): the laya typed-decisions row must round its committed file, like the row below it by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1041 * docs(mcp): a remote batch is one request per item for every batch, not only a heterogeneous one by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1042 * docs(contributing): the extras list must name all nine, starting with… by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1043 * docs(docker): the GPU image installs cu130 wheels, not CUDA 12.8 by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1044 * fix(evals): write redirected output as utf-8 by @plox-sumit in https://github.com/NandhaKishorM/laya/pull/1045 * feat(java): dispatch router lifecycle hooks, and add AsyncHook by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1046 * feat(serve): register extra checkpoints from LAYA_EXTRA_MODELS by @jxoesneon in https://github.com/NandhaKishorM/laya/pull/1047 * fix(serve): serve again after the app's lifespan restarts by @hemanthrayuduu in https://github.com/NandhaKishorM/laya/pull/1049 * fix(structured): let Router.decide_batch pin a checkpoint by @hemanthrayuduu in https://github.com/NandhaKishorM/laya/pull/1050 * fix(onnx): answer single-option questions instead of failing in TopK by @hemanthrayuduu in https://github.com/NandhaKishorM/laya/pull/1051 * fix(train): move the model to the device before the base evaluation by @FerryQ in https://github.com/NandhaKishorM/laya/pull/1052 * feat(java): language routing, presets and the embedding shortlist by @keemsisi in https://github.com/NandhaKishorM/laya/pull/938 * feat(train): print the optimizer-update budget before a run by @Bruce-Yii in https://github.com/NandhaKishorM/laya/pull/1014 * fix(ts): reject impossible min_confidence bucket keys in both TypeScript trees by @Bruce-Yii in https://github.com/NandhaKishorM/laya/pull/1015 * docs(finetune): add the #963 positive-control and multi-seed diagnostic by @Bruce-Yii in https://github.com/NandhaKishorM/laya/pull/1016 * refactor(finetune): converge the Kaggle DDP path on shared training primitives by @Bruce-Yii in https://github.com/NandhaKishorM/laya/pull/1017 * docs(window): floor and room binding on two prose sites that teach it by @aashish254 in https://github.com/NandhaKishorM/laya/pull/1018 * docs(reference): document the pre-run request sizing surface by @Bruce-Yii in https://github.com/NandhaKishorM/laya/pull/1019 * fix(dotnet): synchronize EnsureStrippedTokenizer to prevent race cond… by @LEVELING2108 in https://github.com/NandhaKishorM/laya/pull/1020 * docs(hooks): run_id is shared by the predict events, not by on_load/on_evict by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1021 * docs(mcp): both batch rows must name every call argument their handler takes by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1022 * docs(readme): routing metadata is five keys, not the three the page showed by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1023 * docs(mcp): the laya_status row names the per-checkpoint device map by @keemsisi in https://github.com/NandhaKishorM/laya/pull/1028 ## New Contributors * @jxoesneon made their first contribution in https://github.com/NandhaKishorM/laya/pull/1047 * @FerryQ made their first contribution in https://github.com/NandhaKishorM/laya/pull/1052 **Full Changelog**: https://github.com/NandhaKishorM/laya/compare/v0.4.0...v0.4.1
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