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Notes

Thoughts, technical notes, and operating principles.

Short essays on AI agents, developer productivity, engineering career, system design, testing, verification, and personal operating notes.

AI agentsDeveloper productivityQA automationSoftware engineering systemsSystem designTesting / verification

Why I'm Building AI-Native Developer Tools

A short note on why the next wave of developer tools should be built around agents, evidence, and human judgment.

AI agentsDeveloper productivitySoftware engineering systems

Code Generation Is Not the Product

Generating code is only one step. The product is the loop around understanding, verification, repair, and trust.

AI agentsSystem designDeveloper productivity