mmmehulll

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  1. I have been building multi agent systems and the hardest part in practice has been shared state once agents are split across processes or services. Retries overwrite things, handoffs get messy, and crashes make recovery…

  2. Agents are starting to take real actions (publish content, trigger workflows, touch prod systems). Ctrl is an execution control plane that sits between agent intent and real-world actions. It intercepts MCP tool calls,…

  3. Hey everyone — I built this and wanted to share as its free to use and might help some of you: https://mem-x.vercel.app GH: https://github.com/MehulG/memX memX is a shared memory layer for LLM agents — kind of like…

  4. Built memX this weekend; a shared memory layer for coordinating LLM agents. Agents collaborate by reading/writing real-time context; no chat, no orchestrators. Includes pub/sub, schema validation, access control, and…