Articles
Stories and lessons from building AI.
Case studies and field notes from shipping AI where the data is locked down and the stakes are real.
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How we built a Claude Code for Kerala Police
Officers write their procedures in plain English; the agent runs them. Built at HacKP 2026 with the Kerala Police Cyberdome, starting with the triage of child-exploitation cyber tips.
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Building 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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Monitoring the dark web while blindfolded
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.