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THE MUSTHAVE NEWSROOM

AI news

What’s new. What matters. What do you think?

Tuesday, November 3, 2026

Nov 3

LongCat 2.5 Reaches the API With Multimodal Agent Features

Meituan’s LongCat 2.5 API release targets visual and long-running coding tasks. Promotional rates are published, while open weights remain unverified.

Claude Adds Temporary Message Threads for Long Agent Conversations

Claude’s message threads beta lets agents send new messages without resending the full history. Threads expire, and applications still need durable transcripts.

Wednesday, October 28, 2026

Oct 28

IBM Expands AI Agent Controls With Agent Identity and Vault 2.2

IBM lists Agent Identity and Vault 2.2 as generally available, while other agent controls remain previews. Deployment decisions need product-level status.

Oracle Plans ChatGPT App Integrations as a US Marketplace Route Opens

OpenAI and Oracle announced application integrations in development and a US marketplace purchasing route. Availability differs across the offerings.

Microsoft Starts MAI Image 2.7 With an Image-Editing Preview

Microsoft’s MAI Image 2.7 preview focuses on editing existing images. Text-to-image generation is planned, and product access needs a separate check.

Replit Cloud Agents Turn Requests Into Tested Changes for Existing Repositories

Replit brings Cloud Agents to existing repositories for Pro and Enterprise customers, with browser evidence and engineering review before release.

LlamaIndex Proposes a Document Parsing Protocol With 140 Rules

LlamaIndex’s Document Parsing Protocol starts as draft 0.1 with 140 rules for preserving document meaning. It is a proposal, not an adopted standard.

Liquid AI Releases LFM3 With Small Multimodal Models and License Restrictions

Liquid AI’s LFM3 family targets local, specialized AI. Its memory claims concern model weights, and commercial use depends on the LFM license.

Genie 4 Adds Audio to Interactive AI Worlds in a Limited Research Preview

Google’s Genie 4 research preview adds native audio to interactive worlds. Trusted testers have access first; wider consumer and API releases are planned.

Tuesday, October 27, 2026

Oct 27

New OpenAI Signals Data Maps ChatGPT Use Across 165 Work Activities

OpenAI’s October 26 Signals release maps consumer ChatGPT work messages across 165 activity categories. Enterprise messages and Codex use are excluded.

Transformers 5.21 Adds MiniCPM-OCR Support for Document Workflows

Hugging Face released Transformers 5.21 on October 26 with MiniCPM-OCR support. Library integration gives document teams a new option to evaluate.