v2.6.12

# Changelog

## New Features:

- **HTML File Generation**: Added HTML file generation support with example app.
- **AG-UI State Events**: Added AG-UI state events support.
- **Tuning Engines Provider**: Added Tuning Engines as a new model provider.
- **WorkOS RBAC Example**: Added WorkOS example for role-based access control.
- **Latitude Observability**: Added Latitude via OpenInference observability example.

## Improvements:

- **MiniMax**: Upgraded default model to M3.
- **WhatsApp README**: Updated setup and webhook guide for new Meta developer dashboard.
- **README**: Enhanced with additional resource links.

## Bug Fixes:

- **Milvus**: Updated hybrid search param to use `drop_ratio_search`  and remove  `drop_ratio_build`
- **ArxivReader**: Updated arxiv `Client.results()` usage.
- **Runs**: Update to guard against `IndexError` when runs list is empty in `from_dict`.
- **Code Chunking**: Updated to skip tokenizer tests on HuggingFace download error.
- **Agentic State Tool**: Updated `enable_agentic_state` tool receives correct schema for dict params.
- **AG-UI Multimodal**: Fixed to preserve AG-UI multimodal inputs.
- **AG-UI Protocol**: Updated to pin `ag-ui-protocol>=0.1.14` to prevent reasoning role validation error.

## What's Changed
* Enhance README with additional resource links by @kyleaton in https://github.com/agno-agi/agno/pull/8216
* chore: Update WhatsApp README: setup & webhook guide for new meta developer dashboards setup by @VirusDumb in https://github.com/agno-agi/agno/pull/8222
* feat: add Latitude via OpenInference observability example by @guillemwilly in https://github.com/agno-agi/agno/pull/8207
* feat: upgrade MiniMax default model to M3 by @octo-patch in https://github.com/agno-agi/agno/pull/8215
* feat: agui state events by @b-sharpe in https://github.com/agno-agi/agno/pull/6080
* fix: pin ag-ui-protocol>=0.1.14 to prevent reasoning role validation error by @Himanshu040604 in https://github.com/agno-agi/agno/pull/8169
* fix: Preserve AG-UI multimodal inputs by @bhatiama in https://github.com/agno-agi/agno/pull/7937
* feat: Add HTML file generation and example app by @VirusDumb in https://github.com/agno-agi/agno/pull/8241
* fix: enable_agentic_state tool receives correct schema for dict params by @Mustafa-Esoofally in https://github.com/agno-agi/agno/pull/8231
* fix: skip code chunking tokenizer tests on HuggingFace download error by @sannya-singal in https://github.com/agno-agi/agno/pull/8255
* fix: use drop_ratio_search for Milvus sparse vector search params by @Mustafa-Esoofally in https://github.com/agno-agi/agno/pull/8249
* feat: add Tuning Engines provider by @cerebrixos in https://github.com/agno-agi/agno/pull/8175
* fix: guard against IndexError when runs list is empty in from_dict by @devteamaegis in https://github.com/agno-agi/agno/pull/8187
* fix: update arxiv `Client.results()` in `ArxivReader` by @sannya-singal in https://github.com/agno-agi/agno/pull/8261
* feat: workos example for rbac by @mishramonalisha76 in https://github.com/agno-agi/agno/pull/8257
* chore: update demo with file generation by @kausmeows in https://github.com/agno-agi/agno/pull/8264
* fix: close text message before reasoning events in AG-UI (#5466) by @Mustafa-Esoofally in https://github.com/agno-agi/agno/pull/8251
* cookbook: Parallel partnership showcase, integrations reorg, and 01_demo polish by @ashpreetbedi in https://github.com/agno-agi/agno/pull/8268
* chore: Release v2.6.12 by @kausmeows in https://github.com/agno-agi/agno/pull/8256

## New Contributors
* @guillemwilly made their first contribution in https://github.com/agno-agi/agno/pull/8207
* @b-sharpe made their first contribution in https://github.com/agno-agi/agno/pull/6080
* @bhatiama made their first contribution in https://github.com/agno-agi/agno/pull/7937
* @cerebrixos made their first contribution in https://github.com/agno-agi/agno/pull/8175

**Full Changelog**: https://github.com/agno-agi/agno/compare/v2.6.11...v2.6.12