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Field notes

Practical write-ups on migrating off no-code builders, securing AI-written code, and shipping products that last.

  • Aug 2, 2026 · 10 min read

    Every Supabase key, what it does, and which ones can be public

    The legacy keys are being retired, and they can no longer be rotated. Here is what replaces them, and how to tell which one you shipped.

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  • Jul 27, 2026 · 5 min read

    What Bubble's Security Dashboard won't fix for you

    Bubble's Security Dashboard flags missing privacy rules. Learn what it cannot fix and why a green dashboard may still leave data exposed.

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  • Jul 26, 2026 · 7 min read

    What goes wrong inside Framer code components

    What can go wrong in Framer code components: exposed API keys, untrusted imports and content turned into executable markup.

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  • Jul 6, 2026 · 5 min read

    Auditing an app built to be insecure

    A walkthrough of a deliberately vulnerable app: exposed secrets, an open user list, broken access control and findings scanners miss.

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  • Jun 30, 2026 · 9 min read

    The security holes in AI-built apps

    The access-control flaws, exposed secrets and misconfigurations found most often in apps built on Lovable, Base44 and Replit.

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jacob@thunkle.ai

Development, security and migrations for AI-built apps, built to a production standard.

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