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    External (via citation)Friday, August 21, 2026 3 min read
    AI

    The Citizen SDLC

    AI has collapsed the cost of writing code to near zero, shifting the bottleneck to governance, quality assurance, and managing the growing fleet of AI-built applications. Non-technical employees can now build functional internal tools by…

    AI has collapsed the cost of writing code to near zero, shifting the bottleneck to governance, quality assurance, and managing the growing fleet of AI-built applications. Non-technical employees can now build functional internal tools by prompting AI agents, but without structural guardrails, the output defaults to unmaintainable, insecure, and fragile software — as illustrated by a portfolio operations employee whose 5,300-line single-file dashboard silently self-destructed to 7 bytes. The three common organizational responses — locking down access, permitting unrestricted building, or reviewing everything manually — all fail at scale. The Citizen SDLC is a six-stage framework (idea, front door, triage, provisioning, build, run and change) designed to move non-technical builders from prototype to governed production without requiring engineering skills. The governing principle throughout: AI executes the labor, deterministic code enforces the guardrails, and humans intervene only where judgment is genuinely required.

    Key takeaways
    • 01AI has collapsed the cost of writing code to near zero, shifting the bottleneck to governance, quality assurance, and managing the growing fleet of AI-built applications.
    • 02Non-technical employees can now build functional internal tools by prompting AI agents, but without structural guardrails, the output defaults to unmaintainable, insecure, and fragile software — as illustrated by a portfolio operations employee whose 5,300-line single-file dashboard silently self-destructed to 7 bytes.
    • 03The three common organizational responses — locking down access, permitting unrestricted building, or reviewing everything manually — all fail at scale.
    • 04The Citizen SDLC is a six-stage framework (idea, front door, triage, provisioning, build, run and change) designed to move non-technical builders from prototype to governed production without requiring engineering skills.

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