George @georgesamuelson

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 georgesamuelson.com/go/x Joined August 2007

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George @georgesamuelson

a month ago

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: georgesamuelson.com/blog/i-asked-a… #AIagents #LLM #BuildInPublic

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George @georgesamuelson

a month ago

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.

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George @georgesamuelson

a month ago

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.

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George @georgesamuelson

a month ago

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

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George @georgesamuelson

a month ago

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

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George @georgesamuelson

a month ago

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

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George @georgesamuelson

2 months ago

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

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George @georgesamuelson

2 months ago

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

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George @georgesamuelson

2 months ago

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