v0.3.0
parruda/swarmv0.3.0Oct 2, 2026by github-actions[bot]
Upgrading?
AI Summary
Brings upstream Laya runtime fixes into the native MLX port.
Key Highlights
- Preserve the newest conversation turns under truncation, including prefix-cached inference.
- Support custom noul labels and boolean criteria keys.
- Add `answer_confidence` while retaining existing `confidence` semantics.
- Improve Unicode in structured instructions and named input-validation errors.
- Update language detection and email cleaning to improve multilingual routing.
New Features
- answer_confidence
- custom noul labels
- Unicode preservation in structured instructions
- Preserve resident checkpoints during incremental preload
Full Release Notes
This release selectively brings upstream Laya runtime fixes through `4aa6761` into the native MLX port. The neural architecture parity reference remains `573e5b6`; this is not full upstream API parity. Changes: - Preserve the newest conversation turns under truncation, including prefix-cached inference; fix the zero-room left-truncation edge case. - Support custom noul labels and boolean criteria keys; reject criteria keys that would otherwise be silently ignored. - Preserve Unicode in structured instructions and improve named input-validation errors. - Add `answer_confidence` while retaining the existing `confidence` semantics. - Report state truncation and options whose token spans collapse under the question budget. - Update language detection and email cleaning to preserve real requests and improve multilingual routing. - Preserve resident checkpoints during incremental preload and handle empty or language-neutral hints correctly. - Protect the prompt-prefix LRU under concurrent preparation and bound cosine similarity results. Validation: 176 local tests passed, plus 162 upstream email checks and 38 upstream language-statistics checks adapted to the MLX implementation. Lint, formatting, wheel/source-distribution builds, and strict distribution checks passed. Real-checkpoint accuracy and long-running memory benchmarks were not rerun. Maintenance direction: prioritize native MLX implementations of upstream behavior over independent model variants, service APIs, and additional demos. Future `vX.Y.Z` tag pushes now run the test/build/publish workflow and create a GitHub release automatically.
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