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AI Commentary

Plainspoken commentary on AI tools, AI-assisted coding, vibe coding, web development, and what actually helps small builders ship.

What Is an AI Code Assistant?

A plain-English guide to AI code assistants: what they help with, where they get risky, and how solo builders can use them safely.

What Is Bolt.new Actually Good For?

Bolt.new is useful for fast app prototypes and product exploration, but a working preview still needs testing, review, and deployment judgement.

The Token Tax of New Tech

AI-assisted development adds a new cost to tech choices: how much context, correction, and retrying your stack needs before it works.

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