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agno

v2.6.12 Feature

This release adds 3 notable features for engineering teams evaluating rollout.

Published 1mo AI Agents & Assistants
✓ No known CVEs patched
Read the diff → Tool health → What is this tool? →

✓ No known CVEs patched in this version

Topics

agents ai ai-agents developer-tools python

Summary

AI summary

Updates Bug Fixes, New Features, and fix across a mixed release.

Changes in this release

Feature Low

Adds HTML file generation support with example app.

Adds HTML file generation support with example app.

Source: llm_adapter@2026-06-05

Confidence: high

 —
Feature Low

Adds AG-UI state events support.

Adds AG-UI state events support.

Source: llm_adapter@2026-06-05

Confidence: high

 —
Feature Low

Adds Tuning Engines as a new model provider.

Adds Tuning Engines as a new model provider.

Source: llm_adapter@2026-06-05

Confidence: high

 —
Feature Low

Adds WorkOS example for role‑based access control.

Adds WorkOS example for role‑based access control.

Source: llm_adapter@2026-06-05

Confidence: high

 —
Feature Low

Adds Latitude via OpenInference observability example.

Adds Latitude via OpenInference observability example.

Source: llm_adapter@2026-06-05

Confidence: high

 —
Dependency Medium

Pins `ag-ui-protocol` to >=0.1.14 to prevent reasoning role validation error.

Pins `ag-ui-protocol` to >=0.1.14 to prevent reasoning role validation error.

Source: llm_adapter@2026-06-05

Confidence: high

 —
Performance Medium

Upgrades default MiniMax model to M3.

Upgrades default MiniMax model to M3.

Source: llm_adapter@2026-06-05

Confidence: high

 —
Bugfix Medium

Fixes Milvus hybrid search to use `drop_ratio_search` and remove `drop_ratio_build`.

Fixes Milvus hybrid search to use `drop_ratio_search` and remove `drop_ratio_build`.

Source: llm_adapter@2026-06-05

Confidence: high

 —
Bugfix Medium

Fixes AG-UI multimodal inputs preservation.

Fixes AG-UI multimodal inputs preservation.

Source: llm_adapter@2026-06-05

Confidence: high

 —
Bugfix Medium

Guards against `IndexError` when runs list is empty in `from_dict`.

Guards against `IndexError` when runs list is empty in `from_dict`.

Source: llm_adapter@2026-06-05

Confidence: high

 —
Full changelog

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

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