官方发布动态

<img width="600" alt="ollama and qwen capybara" src="https://github.com/user-attachments/assets/5fa5e93b-d48b-4a6a-b72a-25379ab9429c" />

## Qwen 3.8 27B

This release adds the support of [Qwen 3.8 27B](https://ollama.com/library/qwen3.8). Qwen3.8 delivers substantial gains across coding, professional work, research, and long-horizon agentic tasks.

```
ollama run qwen3.8:27b
```

For Apple Silicon devices, Ollama has in particular optimized for maximum performance and output quality suitable for repeated tasks and coding agents.

```
ollama run qwen3.8:27b-mlx
```

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原文 SHA-256：2771bf17df26e4aeac2b6bd3b3a60f07c65892f3712c65f79671fed5fbd2eebf

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

* No changes

> 📌 **Upgrading a self-hosted instance?** Review the [Breaking Changes](https://www.activepieces.com/docs/install/reference/breaking-changes) page for any actions required before you upgrade.

## Thanks ❤️
No contributors

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原文 SHA-256：9cae610911a0277d1fd68412afbce17331e45117b27019946d29ad22c5a64d0e

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## What's Changed
* `ollama launch dsh` now supports DeepSeek Harness, [DeepSeek's open-source agent harness](https://deepseek.com/harness/en/)
* `ollama launch muse` now supports [Muse Code](https://developer.meta.com/ai/products/muse-code/), Meta's agentic coding CLI
* The OpenAI-compatible Responses API now supports web search
* Muse Glimmer template updates

**Full Changelog**: https://github.com/ollama/ollama/compare/v0.32.10...v0.32.11

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原文 SHA-256：2771bf17df26e4aeac2b6bd3b3a60f07c65892f3712c65f79671fed5fbd2eebf

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## What's Changed

### Features
- Introduce execution context management with UUID support
- Record what kind of exception ended a flow
- Record when a trace batch is shared with AMP
- Count deployments from any origin and record where they started

### Bug Fixes
- Record the running release on every emitted span
- Fix MySQL search table name validation
- Stop a failed turn from marking the next one as failed

### Documentation
- Add Frontend guides for CopilotKit and AG-UI

## Contributors

@joaomdmoura, @lorenzejay, @ranst91, @theCyberTech

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原文 SHA-256：2ee8ea7eb652e57b72d5097da35ada75d51bfb0a46aebaf80d00b9e4c4eea423

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## 1.13.0 (2026-08-13)

<!-- Release notes generated using configuration in .github/release.yml at main -->

## What's Changed
### Features
* feat(conversations): add client-side conversation archive by @FraterCCCLXIII in https://github.com/OpenHands/OpenHands/pull/16100
* feat(chat): add inline markdown artifact previews by @FraterCCCLXIII in https://github.com/OpenHands/OpenHands/pull/16185
* feat: add ready-for-dev issue readiness gate with type-specific criteria by @all-hands-bot in https://github.com/OpenHands/OpenHands/pull/16449
* feat: context window usage meter, usage drawer, and manual compaction by @georgeglarson in https://github.com/OpenHands/OpenHands/pull/16311
### Bug Fixes
* fix: add postinstall message showing how to start agent-canvas by @all-hands-bot in https://github.com/OpenHands/OpenHands/pull/16338
* fix: configure agent-server telemetry in Canvas launchers by @malhotra5 in https://github.com/OpenHands/OpenHands/pull/16348
* fix: make overflow menus usable on t

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原文 SHA-256：bbeee7227d21a77284fdbcf017617cfb8c940692023a30f29f96985a8771dc56

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## What's Changed
- Models that don't set a `repeat_penalty` now default to 1.0 (off) instead of 1.1, matching other engines and speeding up speculative decoding; set a per-model parameter if an older model repeats itself.
- Faster prefill on NVFP4 MLX models with a global scale, about 7–8% on Qwen3.6 and Muse Glimmer.
- Fixed blob verification being skipped when an OCI manifest's config and layer share a digest.

## New Contributors
* @vigneshakaviki made their first contribution in https://github.com/ollama/ollama/pull/15504

**Full Changelog**: https://github.com/ollama/ollama/compare/v0.32.8...v0.32.10-rc1

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API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

* fix(cli): stop optional peer deps blocking a piece publish (#14732) @OdaiAhmed99, @AhmadTash
* fix(deps): bump nanoid, nodemailer, undici to clear Dependabot alerts (#14706) @KhaledR57
* refactor(brain): flatten the wiki into brain/ and give decisions an index (#14648) @abuaboud

## 🔌 Pieces

* feat(pieces): add Microsoft SQL Server (MSSQL) piece (PIE-381) (#14701) @OdaiAhmed99, @kishanprmr
* feat(github): Add Trigger Workflow Dispatch action (#14742) @danielpoonwj, @kishanprmr
* feat(pieces): output schemas for MySQL, MongoDB, Bluesky + Postgres CRUD actions (PIE-387) (#14726) @OdaiAhmed99
* fix(reddit): request permanent OAuth2 duration to receive refresh token (#14723) @kishanprmr
* fix(linear): triggers return full webhook body instead of body.data (#14722) @AdamSelene, @claude, @kishanprmr
* fix(pieces): stream large files to prevent sandbox OOM (#14417) @othmanemad, @AbdulTheActivePiecer, @abuaboud, @claude
* feat(pieces): add outputSchema across 6 core pieces (PIE-376) (#1465

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原文 SHA-256：9cae610911a0277d1fd68412afbce17331e45117b27019946d29ad22c5a64d0e

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## What's Changed

### Features
- Report flow outcome, duration, and human-in-the-loop signals.

### Bug Fixes
- Emit FlowStartedEvent when a boundary hook aborts the flow.
- Scope span export to our own tracer provider.
- Bump torch to version 2.13.0 to address security vulnerability.
- Bump gitpython to version 3.1.58 in crewai-tools[github].

### Refactoring
- Update date injection functionality in agents.
- Standardize CLI flags to kebab-case.

### Documentation
- Snapshot and changelog for v1.15.14.

## Contributors

@Vidit-Ostwal, @joaomdmoura, @lorenzejay, @lucasgomide, @theCyberTech

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原文 SHA-256：2ee8ea7eb652e57b72d5097da35ada75d51bfb0a46aebaf80d00b9e4c4eea423

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## NVIDIA Nemotron 3.5 Lightning

[NVIDIA Nemotron 3.5 Lightning](https://ollama.com/library/nemotron-3.5-lightning) is an open 30B mixture-of-experts (MoE) model with 3B active parameters built for that execution layer of always-on agents. It is designed for harnesses like OpenClaw and Hermes Agent – all supported by the [NVIDIA NemoClaw](https://github.com/NVIDIA/NemoClaw) open source security and management stack for running always-on AI agents.

```
ollama run nemotron-3.5-lightning
```

## What's Changed
* Added the Nemotron 3 architecture
* Handle boundary condition in Muse Glimmer function calling parser

**Full Changelog**: https://github.com/ollama/ollama/compare/v0.32.8...v0.32.9

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原文 SHA-256：2771bf17df26e4aeac2b6bd3b3a60f07c65892f3712c65f79671fed5fbd2eebf

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## Muse Glimmer

Muse Glimmer is now available on all platforms. Muse Glimmer can power coding agent applications such as Claude Code, Codex, Pi and more, as well as long-running personal assistants such as OpenClaw and Hermes.

Ollama's MLX engine provides state-of-the-art performance on Apple Silicon for this model, with support for DFlash and image input as of Ollama 0.32.7.

To download and run Muse Glimmer locally:

```bash
ollama run muse-glimmer
```

To run Muse Glimmer with Claude Code, [download Ollama](https://ollama.com/download) and run:

```bash
ollama launch claude --model muse-glimmer
```

For a lighter-weight coding agent, try [Pi](https://pi.dev):

```bash
ollama launch pi --model muse-glimmer
```

For personal assistant frameworks such as OpenClaw and Hermes, use:

```bash
ollama launch openclaw --model muse-glimmer
```

```bash
ollama launch hermes --model muse-glimmer
```

## What's Changed
* Add Muse Glimmer support for NVIDIA, AM

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记录 ID：368253532；首次观测：2026/10/28 18:40:31。

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原文 SHA-256：2771bf17df26e4aeac2b6bd3b3a60f07c65892f3712c65f79671fed5fbd2eebf

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## Muse Glimmer

> Note: Muse Glimmer is currently available via initial support via Ollama's MLX engine on Apple Silicon. Additional support and optimizations for Apple Silicon, NVIDIA, AMD, and other platforms will be available in the coming days.

**Muse Glimmer**, Meta's newest open model and the first released by Meta Superintelligence Labs, is now available on Ollama. It's a 30B multimodal model purpose-built for agent workloads that run locally.

With Ollama, you can now use Muse Glimmer to power coding agent applications such as Claude Code, Codex, Pi and more, as well as long-running personal assistants such as OpenClaw and Hermes.

Ollama's MLX engine provides state-of-the-art performance on Apple Silicon for this model, with support for DFlash and image input as of Ollama 0.32.7.

To download and run Muse Glimmer locally:

```bash
ollama run muse-glimmer:30b-mlx
```

To run Muse Glimmer on Apple Silicon with Claude Code, [download Ollama](https://ollama.com/d

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原文 SHA-256：2771bf17df26e4aeac2b6bd3b3a60f07c65892f3712c65f79671fed5fbd2eebf

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## What's Changed

### Features
- Split runtime context from coding agent and add project ID

### Documentation
- Update snapshot and changelog for v1.15.13

## Contributors

@joaomdmoura

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原文 SHA-256：2ee8ea7eb652e57b72d5097da35ada75d51bfb0a46aebaf80d00b9e4c4eea423

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## What's Changed

### Bug Fixes
- Fix preservation of provider on LiteLLM-routed models.
- Harden brittle LLM event-bus mocks.
- Fix underreporting of Anthropic cache token usage.
- Bump h2 to version 4.4.1 to address security vulnerability GHSA-6hr6-w5qg-qmwg.

### Documentation
- Add DOCS_TRANSLATIONS workflow for locale synchronization.
- Fix broken README links, table of contents, and contribution guidance.
- Snapshot and changelog for version 1.15.12.

## Contributors

@Vidit-Ostwal, @joaomdmoura, @lucasgomide, @theCyberTech

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原文 SHA-256：4c0f6b176b9a22e280ff4ffb9824dd7e4d6f9e3af1008607f4d8a9a5b800f9dc

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## 1.12.0 (2026-08-07)

<!-- Release notes generated using configuration in .github/release.yml at main -->

## What's Changed
### Features
* feat: clarify free OpenHands model endpoints by @juanmichelini in https://github.com/OpenHands/OpenHands/pull/16281


**Full Changelog**: https://github.com/OpenHands/OpenHands/compare/v1.11.0...v1.12.0

---
This PR was generated with [Release Please](https://github.com/googleapis/release-please). See [documentation](https://github.com/googleapis/release-please#release-please).


<!-- AGENT_CANVAS_DOCKER_START -->

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原文 SHA-256：bbeee7227d21a77284fdbcf017617cfb8c940692023a30f29f96985a8771dc56

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## 1.11.0 (2026-08-07)

<!-- Release notes generated using configuration in .github/release.yml at main -->

## What's Changed
### Features
* feat: show per-run LLM cost in the Activity Log and exports by @hieptl in https://github.com/OpenHands/OpenHands/pull/16351
* feat: reorder Customize navigation by @DevinVinson in https://github.com/OpenHands/OpenHands/pull/16358
* feat(settings): polish Agent Canvas version update UI by @FraterCCCLXIII in https://github.com/OpenHands/OpenHands/pull/16343
* feat(home): keep Automations pane visible when empty by @neubig in https://github.com/OpenHands/OpenHands/pull/16372
* feat: add a typed agent action for launching local or Cloud child conversations by @hieptl in https://github.com/OpenHands/OpenHands/pull/16380
* feat: add automation tag filter and recognition by @hieptl in https://github.com/OpenHands/OpenHands/pull/16388
* feat(conversations): add tag chips, overflow, and hovercard labels by @FraterCCCLXIII in https://github.com/OpenHands/O

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原文 SHA-256：bbeee7227d21a77284fdbcf017617cfb8c940692023a30f29f96985a8771dc56

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## 🔌 Pieces

* fix(telegram-bot): avoid getUpdates conflict on published triggers (#14583) @kishanprmr
* fix(salesforce): cap Find Record FIELDS(ALL) query at LIMIT 200 (#14522) @kishanprmr
* feat(azure-openai): add custom api call (#14500) @AdamSelene
* fix(ai): newer OpenAI image models now available in Generate Image (#14493) @majewskibartosz, @kishanprmr
* fix(slack): channel created trigger test no longer passes when the app webhook is unconfigured (#14468) @majewskibartosz, @kishanprmr
* fix(pieces): drop bundleDeps:false from amazon-s3 and image-helper (#14455) @kishanprmr
* fix(schedule): Every X Minutes trigger no longer runs twice per hour (#14445) @majewskibartosz
* fix(ghostcms): correct auth prop access and gate Member Edited on event type (#14438) @sanket-a11y, @majewskibartosz
* fix: expose core and universal-AI actions to agent discovery (#14413) (#14435) @kishanprmr, @ibrahim-abuznaid
* revert: expose core and universal-AI actions to agent discovery (#14413) (#14432) 

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原文 SHA-256：9cae610911a0277d1fd68412afbce17331e45117b27019946d29ad22c5a64d0e

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## What's Changed

### Features
- Bump Flow canary on release
- Add URLReadTool for reading arbitrary URLs
- Add app metadata to platform action tools
- Unify scaffolding under `crewai create <resource>`

### Bug Fixes
- Clarify conversational route/handler name collision errors

### Documentation
- Update scaffold AGENTS.md for unified create CLI

### Breaking Changes
- None

## Contributors

@Vidit-Ostwal, @joaomdmoura, @lorenzejay, @lucasgomide, @theCyberTech

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原文 SHA-256：4c0f6b176b9a22e280ff4ffb9824dd7e4d6f9e3af1008607f4d8a9a5b800f9dc

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## 1.10.0 (2026-08-05)

<!-- Release notes generated using configuration in .github/release.yml at main -->

## What's Changed
### Features
* feat: set Canvas default model to GLM 5.2 by @juanmichelini in https://github.com/OpenHands/OpenHands/pull/16146
* feat: activity log export by @ShashwatXD in https://github.com/OpenHands/OpenHands/pull/16234
* feat: ship the featured automations landing dashboard by @hieptl in https://github.com/OpenHands/OpenHands/pull/16266
* feat(skills): filter the skills page with a faceted rail by @sleeyax in https://github.com/OpenHands/OpenHands/pull/16124
* feat: add manifest-driven sub-pages to the automation interface by @hieptl in https://github.com/OpenHands/OpenHands/pull/16303
### Bug Fixes
* fix: derive automation timeout cap from deployment by @neubig in https://github.com/OpenHands/OpenHands/pull/16233
* fix(backends): pin backend identity on sidebar conversation links by @rishavnaskar in https://github.com/OpenHands/OpenHands/pull/16243
* fix:

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原文 SHA-256：bbeee7227d21a77284fdbcf017617cfb8c940692023a30f29f96985a8771dc56

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## What's Changed

### Features
- Track interception-hook dispatches in telemetry
- Add project_id to link OSS usage to an enterprise account
- Surface AMP in AGENTS.md and detect coding agents in telemetry
- Add IBM Db2 search tool

### Bug Fixes
- Clear CodeQL incomplete URL substring sanitization alerts
- Bump aiohttp and cryptography to clear six GHSA advisories
- Report the real CEL error for failures inside map literals
- Correctly skip code CI for docs-only PRs

### Documentation
- Snapshot and changelog for v1.15.10

## Contributors

@PawanThakurIBM, @Vidit-Ostwal, @gabemilani, @joaomdmoura, @lorenzejay, @lucasgomide, @theCyberTech

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原文 SHA-256：4c0f6b176b9a22e280ff4ffb9824dd7e4d6f9e3af1008607f4d8a9a5b800f9dc

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。

## What's Changed
  - Qwen3.5 is faster on Apple GPUs: the MLX engine now uses the model's MTP head for speculative decoding automatically
  - `/v1/chat/completions` streaming now matches OpenAI's wire format: `role` only on the first chunk, `finish_reason` on its own chunk,
  and usage in a separate chunk with `stream_options.include_usage`.
  - Truncated OpenAI responses now report `finish_reason: "length"` instead of `"tool_calls"`.
  - `ollama run kimi-k3` now offers `kimi-k3:cloud` for cloud-only models that publish no default tag, instead of failing.
  - TUI fixes: pipe-delimited prose no longer renders as a table, Enter accepts the highlighted `@` file completion, and `/prompt`
  scrolling is no longer laggy.
  - Experimental image generation has been temporarily removed. Continue using 0.32.5 for image generation support
  - Updated the MLX and llama.cpp engines.

**Full Changelog**: https://github.com/ollama/ollama/compare/v0.32.5...v0.32.6-rc0

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原文 SHA-256：2771bf17df26e4aeac2b6bd3b3a60f07c65892f3712c65f79671fed5fbd2eebf

API 的 created_at 对应提交日期，不作为发布时间；本页使用 published_at。