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John Wilger
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software-engineering

4 articles

AI Might Not Make You Faster. It Can Make You Free.

July 10, 2026 10 min read

Speed is the wrong metric for AI-assisted development. With real guardrails, the win is higher-quality work and attention you get to spend somewhere else.

ai llm software-engineering productivity workflow

Coding Harness Plugins Are Agentic Systems

July 4, 2026 12 min read

A concrete look at why AI coding-assistant plugins need behavior evals, ablation, scope guards, and carefully-labeled release evidence.

ai llm software-engineering evals plugins

Make Fabrication Unrepresentable

June 4, 2026 9 min read

A practical approach to preventing AI assistants from fabricating numbers by making model outputs cite or compute values instead of asserting them.

ai llm generative-ai software-engineering

The Hidden Pitfalls of AI Software Development

March 11, 2025 5 min read

How a $2,000 surprise from the Google Places API taught me that AI-assisted coding requires reviewing more than just the code.

software ai software-engineering lessons-learned copilot

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