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Notes on contact data

Technical writing on verification, enrichment, and agent-run outbound. Everything here is reproducible from a terminal.

  1. deliverability6 min read

    Why your AI agent should not guess email addresses

    Pattern-guessed addresses fail on catch-all domains, burn sender reputation, and rot after migrations. What verification actually checks, and the workflow that replaces guessing.