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A small collection of practical field notes.

  • ai prompting tooling

    Code with AI

    A philosophy of prompting: context, specification, memory, and the habits that keep AI coding sharp.

  • ai osint research

    The Blind Spots of AI

    A practical tour of public information AI routinely misses, from company filings and regional search engines to maps, infrastructure, and source code.

  • scraping security

    How Scrapers Reverse-Engineer Your Website

    A field guide to scraper reconnaissance, origin exposure, disposable IPs, and making extraction too unreliable to pay.