Author: Abdessalam Alaoui

I'm Abdessalam Alaoui, founder of Musthave.AI. I write practical guides to AI models, tools, generative media, and ways real people make money with this stuff. No press-release fluff. 20+ years shipping digital products; you'll also find my work around HowTik, Yumasty, and IncomeHelpful.

Nov 3, 2026

Cloudflare Agents SDK 0.33.0 Changes Pi Session APIs and Recovery

Cloudflare’s Pi 1.5 integration batches persistence and changes session APIs. Existing Pi 1.5 conversations cannot be reopened by Pi 1.4.

Nov 3, 2026

OpenAI’s Pando Reworks Git Hosting for Parallel Coding Agents

OpenAI describes Pando, its internal Git-compatible backend. The design handles parallel branch writes and shared reads while making a consistency tradeoff.

Nov 3, 2026

FlashProve Studies How to Prove Which Model Produced an Answer

Anthropic’s FlashProve research ties a model output to committed weights. The proof concerns model identity and computation, not whether an answer is true.

Nov 3, 2026

AI2’s StateBench Tests Whether Models Follow Facts as They Change

Ai2 released StateBench to evaluate state tracking across long inputs. Its different task levels separate retrieving a fact from following dependent changes.

Nov 3, 2026

Perplexity Connects Store Analysis, Ads and Email in Its Commerce Workflow

Perplexity describes using Computer across Shopify, Meta and Klaviyo. Teams specify campaign budgets and which publishing actions need review.

Nov 3, 2026

DeepSeek Shares a Coding-Agent Research Prototype for One Repository

DeepSeek’s new repository shares a proactive coding-agent prototype with authorization rules. Its authors explicitly warn that it is not production-ready software.

Nov 3, 2026

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.

Nov 3, 2026

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.

Oct 28, 2026

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.