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LLM-Assisted Schematic Review

Running

Caught four of twelve known faults. Invented two that were not there.

Tooling / Process
Sample12 bad schematics
Caught4
False positives2
StartedJul 2026
Progress40%

The question

Can a language model usefully pre-screen a schematic before a human reviews it?

Where it stands

Fed twelve schematics with known, documented faults. It found four — all of them obvious ones a checklist would also catch. It missed every subtle fault, and confidently reported two problems that did not exist. As a pre-screen it currently adds review time rather than saving it.

03Bench log
14 Jul 2026

Twelve known-bad schematics assembled from our own history.

29 Jul 2026

First pass: 4/12 caught, 2 false positives.

05 Sep 2026

Netlist input instead of images — no meaningful improvement.

04Next step
Next

Test whether it does better at BOM cross-checking, which is a lookup problem rather than a reasoning one.

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