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July 2026 newsletter

Simon Willison

The June edition of my sponsors-only monthly newsletter is out. If you are a sponsor (or if you start a sponsorship now) you can access it here.

Announcing the Agentic Catalog Experience in Amazon Quick

AWS Machine Learning Blog

Amazon Quick introduces the Agentic Catalog Experience, an AI-powered workflow for data curators to discover upstream catalog assets in natural language and auto-create Datasets and Topics with inherited semantics.

GitHub Repos

open-multi-agent/open-multi-agent

6.7k stars | 2.4k forks

TypeScript AI agent orchestration framework with dynamic workflows.

# TypeScript# agent framework# agent orchestration

MemPalace/mempalace

58k stars | 7.5k forks

The best-benchmarked open-source AI memory system.

# Python# ai# chromadb

cft0808/edict

16.3k stars | 1.7k forks

πŸ›οΈ δΈ‰ηœε…­ιƒ¨εˆΆ Β· OpenClaw Multi-Agent Orchestration System β€” 9 specialized AI agents with real-time dashboard, model config, and full audit trails

# Python# ai agents# ai orchestration

Research Papers

TransMem: Transforming Hidden States into Memory for Large Language Models

arxiv 2026 (Preprint)

TransMem is a new method that helps AI agents remember useful information from long conversations by converting hidden states into reusable memory, without reprocessing everything. It uses a lightweight network to apply these memories on the fly, making it faster and more...


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