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Achievement: QuickdrawAchievement: Pull Sharkx2Achievement: Pair ExtraordinaireAchievement: YOLO

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gugosf114/README.md

George Abrahamyants

I have no programming background. JD, ten years in contracts, compliance, and state tax.

I started using AI for real work and noticed it kept failing in ways that weren't my fault — confident outputs that didn't survive verification, drift that got worse with clearer instructions, apology loops that repeated the same error. So I documented the patterns, tested what actually fixes them, and built protocols for anyone using these systems where mistakes have consequences.

What I Actually Do

  • Catch AI mid-drift and force it back on track
  • Run high-stakes questions through multiple models and triangulate
  • Read the reasoning trace, not the polished answer
  • Build validation workflows where the AI that wrote it can't audit it

Background

  • JD (UC Hastings), tax concentration
  • 10 years: contracts, compliance, SALT, audit defense
  • Former: Andersen, regulated cannabis ops, IRS Office of Chief Counsel
  • Grew up where you learn not to trust official stories. Can't leave an error alone.

Research

  • drift-auditor — 512 real AI conversations, 37K messages, 10-tag taxonomy. Measures the human cost of making a model behave (Operator Load Index). Directly addresses the multi-turn drift gap Anthropic flagged in January 2026.

Links

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