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Notes from the team on building platforms, shipping product, and running serious IT.

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The 7 ways AI-built SaaS breaks under real users — client-trusting endpoints, missing authz, leaked secrets, silent fail
LatestAI Code Rescue

7 Ways Vibe-Coded SaaS Breaks in Production and the Minimal Fix for Each

June 24, 2026·4 min read

'It compiles' is not a security policy. The seven failure modes we see in every AI-built SaaS rescue, each with a public receipt and the smallest fix that closes it.

  • Vibe Coding
  • Production Failures
  • Security

Read article

  • Context-window decay loop — why vibe-coded apps rot
    AI Code Rescue

    Why Vibe-Coded Apps Rot: The Maintenance Tax Nobody Prices In

    June 17, 2026·5 min read

    Week-one velocity is a hell of a drug. Then the codebase you're scared to touch shows up. Here's why AI-built apps rot — and why better prompts can't save you.

    • Vibe Coding
    • Technical Debt
    • Maintainability

    Read article

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Founder-led custom software since 2014. Artem Kazakov and a senior team build platforms people actually use.

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