AI risk
Garfield AI Didn't Win Because of AI. It Won Because of Governance.
Governance came before scale... establish the regulatory relationship, define responsibility, then deploy the software.
AI Governance Architecture: helping leaders build real AI governance that protects their organization. AI policy is not AI governance; the difference is everything. I help law firms and insurers build oversight, verification, and accountability.
AI risk
Governance came before scale... establish the regulatory relationship, define responsibility, then deploy the software.
AI risk
The duty of technological competence requires knowing what your own people are putting in front of a judge, under your signature
AI risk
"A ban doesn't stop use; it removes your ability to see it, standardize verification, or defend your judgment. Prohibition doesn't discharge your duty of competence; it just removes your evidence that you tried.
AI risk
You need three questions answered before adoption: does this vendor retain our inputs, for how long, and can we contractually opt out of training use.
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Purpose-built for lawyers' is a product description, not a compliance control. The duty to verify every citation sits with the human signing the document, regardless of which tool assisted
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AI output is a first draft from a very confident junior associate who has never read a case in their life and every governance framework should treat it that way.
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Verification is the first thing deadline pressure erodes and it's usually invisible until a judge catches it, not before
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You can't govern, insure, or reserve against a risk you can't measure, and right now, nobody can measure this one cleanly. The absence of a documented incident isn't evidence of safety, it's evidence that nothing is currently positioned to catch one.
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Formal Opinion 512 doesn't create a new, lighter standard for AI-assisted work — it maps generative AI onto duties that were already binding, and none of those duties get suspended because a machine helped draft the document.
AI risk
Judges are starting to treat 'I didn't know the AI made it up' the same way they'd treat 'I didn't read the brief I signed' as no defense at all
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MIT researchers found that AI models are 34% more likely to use confident, certain language, 'definitely,' 'clearly,' 'well-established', precisely when they're hallucinating
AI risk
A lawyer who signs a filing is still the one accountable for every citation and every quotation mark in it, whether a human or a machine typed the first draft.