Urgent.News

What's breaking now, across thousands of outlets.

More in AI

Your local LLM app needs guardrails before it needs prompts

Most local-LLM tutorials start with the fun part: the prompt. After running a fleet of autonomous agents on local models 24/7 and logging every failure — the ledger now holds over eight thousand…

  • Scaffold includes output contract with minChars, must, and mustNot clauses.
  • Retry mechanism feeds failures back into next prompt after rejection.
  • Approval queue requires human approval before output leaves the app.

More from Thursday 27 August →