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AI

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Vibe Coding vs Agentic Software Engineering

3 min read

Vibe coding and agentic software engineering use the same AI. The difference is the scaffolding around it, and with the right controls you can let non-technical teammates build safely.

The 3,000-Line-a-Day Thought Experiment

4 min read

If a new engineer shipped 3,000 lines on day one, could your team validate it? Why agentic programming makes this normal, and how to be ready for it.

Measuring Velocity in the Age of Agentic Programming

4 min read

AI agents are breaking traditional velocity metrics. Why output is now the cheap part, and what to measure instead in the age of agentic programming.

Why Observability Makes Agentic Programming More Efficient

4 min read

Give an AI agent access to your observability platform through MCP and it can investigate a production bug faster than most engineers. Observability is becoming the substrate your agents debug with.

100% Test Coverage Should Be the New Bare Minimum

5 min read

For years, full test coverage was treated as impractical. AI-assisted coding changed the economics. Why 100% is now a sensible floor, and what it does and does not buy you.

The Testing Pyramid: AI Just Removed Your Last Excuse

3 min read

Teams have always known they should have automated tests. The excuse was that writing them takes too long. AI-assisted coding just took that excuse away, right when you need tests most.