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Notes on building AI that holds up.

3 February 2026WhatsApp

How to automate WhatsApp without losing the number

Bulk blasts get numbers blocked. Here's what actually protects a WhatsApp Business number while still automating replies and campaigns.

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14 January 2026Legal AI

Why legal AI hallucinates — and what stops it

Most legal AI tools fail the same way: a confident answer with a citation that doesn't exist. Here's the retrieval architecture that prevents it.

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