Development Lifecycle

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Technical documentation, blog posts, and presentations

Blog Posts

Thoughts, tutorials, and insights on software development

Blog Series Part 1 of 7

Teaching a Legacy System to Explain Itself

How do you document — and truly understand — a really large legacy system? A seven-part walk from the black box to a continuously-true, queryable model.

  1. 01 The System Nobody Can Read Read now →
  2. 02 Why "Just Ask the AI" Breaks at Scale Coming soon
  3. 03 Stop Retrieving. Start Modeling. Coming soon
  4. 04 How You Actually Build the Map Coming soon
  5. 05 Keeping It True When the Code Moves Coming soon
  6. 06 Documentation That Gets Smarter Coming soon
  7. 07 One Model, Many Views — and the Honest Frontier Coming soon
The Hard Parts of AI-Assisted Development
ai development

The Hard Parts of AI-Assisted Development

The productivity narrative around AI coding tools misses a critical detail: Georgetown CSET’s analysis found exploitable vulnerabilities in 47% of code from major LLMs—a rate that hasn’t improved in two...

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