George

Elevating your jiu-jitsu and fitness | Decades of combined experience | The face of "jiu-jitsu" GIFs 🥋 | I got your 🔙 @alwaysthegoal | Enjoy it while you can

[George @georgesamuelson]

Run the audit. Take it seriously. Then size the fix to the operation you actually have — not the one a model imagines for you.

Audits find problems. Judgment sizes solutions.

Full write-up:
https://t.co/43HywTg5SS

#AIagents #LLM #BuildInPublic

[George @georgesamuelson]

You cannot be your own training partner.

I built an AI operating system on Claude — 1,500+ sessions, one person at the controls. I packaged 55 files of it and had a competing model audit it cold.

Its verdict: I wasn't safe.

[George @georgesamuelson]

You think the audit gives you the answer. It doesn't.

The audit gives you the question. A list of problems is not a list of fixes.

That gap is where your judgment lives — or doesn't.

[George @georgesamuelson]

Piece 6 of 6 of my current Opus 4.7 series — just published:⁣
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https://t.co/25AwvFy8v8⁣
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If you don't have the time, just open the thread — I'll get to the point…

[George @georgesamuelson]

I audited four AI governance files I maintain to see what was influencing drift.⁣
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The audit found the drift stacked to one file.⁣
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It was the one I maintained most carefully. #Claude

[George @georgesamuelson]

The mat version:⁣
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A student drills their A-game ten thousand times. The one they stopped having me check the day they got comfortable.⁣
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Every rep is a small unsupervised amendment. The deviations compound. The technique they trust most develops the worst structural flaw.

[George @georgesamuelson]

Zero-overlap is the default. Overlap is the diagnostic.⁣
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Piece 4 of 6 — just published:⁣
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https://t.co/X9wHRBUdwQ⁣
⁣
If you don't have the time, just open the thread — I'll get to the point…

[George @georgesamuelson]

Six runs, six different work types. Zero overlap five times, one overlap once.⁣
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Two AI reviewers on the same artifact. Dispatched together, run independently. Five of six rounds, the findings sets didn't intersect at all.⁣
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That isn't redundancy. That's the methodology. #Claude

[George @georgesamuelson]

Triage is the discipline.⁣
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Irreversible actions, governance edits, production deploys — run both reviewers. Two-times cost for two-times defect-class coverage.⁣
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Everything below that line, one reviewer is enough. The cost only earns its keep where the failure mode is permanent.