Articles & field notes
Stories and lessons from building AI.
Case studies, postmortems and hard-won lessons from shipping AI where the data is locked down and the stakes are real.
Type
Domain
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Dolphin: an AI auditor for loan compliance
Risk officers define the rules; the AI finds the evidence. Multi-page loan files audited in seconds — every verdict traceable to the exact source text it came from.
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Blindfolded: monitoring the dark web without seeing the data
We built and shipped an image classifier for darknet investigations that our own engineers are never allowed to see the training data for — and made it debuggable anyway.
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Fine-tuning LLMs for healthcare
They couldn't send a single token to a public API. We trained, evaluated, and shipped one model for multiple workflows — entirely inside their private cloud.