Urgent.News

What's breaking now, across thousands of outlets.

More in AI

Muse + Vilix AI: Every AI I Use Now Shares One Memory

I use too many AI tools. ChatGPT for brainstorming, Claude for writing and code, Cursor when I am deep in a repo, and Muse on my phone when I am away from my desk. Each one is good at its job.

  • Muse and Vilix AI collaborate to create shared memory layer for AI tools.
  • Vilix AI uses MCP (Message Control Protocol) as open standard for connection.
  • Connection process takes about two minutes, enabling seamless AI tool usage.

How I stop an LLM from hallucinating in production (RAG + entity-match + MCP)

How do you make an LLM answer questions about real-world entities — companies, people, records — without it confidently making things up?

  • LLM never recalls information from memory, only tool calls provide facts
  • Entity-match verification checks exact identifiers and normalized names
  • Fail-closed policy ensures honest admission of "I don't know" when no verified records found

More from Saturday 12 September →