Local & Agentic AI: Power Tools That Never Phone Homeexpert · ~180 min

The Council That Never Leaves the Room — Put Several Local Models on One Hard Question and Make Their Disagreement Visible

When a single AI model is confidently wrong, nothing in its answer tells you so. What would it take to build a second opinion — and a third — that runs entirely on your own machine, and to make the moment they disagree the loudest thing on the screen instead of the quietest?

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What you'll do

A local model council you own: a routing-and-fan-out harness that puts three different open models, on your own hardware with provably zero network egress, on the same hard question in parallel; detects genuine disagreement three independent ways; computes a verdict in code that no model is allowed to overrule; and writes an append-only run log detailed enough that you can reconstruct months later exactly why the council answered the way it did.