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Suresh Halarneker
AI-Native Product Development

The new unit of product development is intent

Artifacts were a way to transfer understanding between people. Intent transfers understanding between people and systems.

6 min read · 2026-06-02

Product organizations were built to move artifacts: requirements to specs, specs to designs, designs to tickets. Each handoff was a compression, and each compression lost intent.

AI changes the economics of that chain. Generation is cheap; judgment is not. When a system can produce a hundred plausible directions, the scarce input becomes a precise, shared statement of what we are trying to achieve and what constitutes a good outcome.

That is why I treat intent as infrastructure. Written down, versioned and machine-readable, it becomes something both a team and an agent ecosystem can operate against.

This is an evolving practice, not a settled standard. The point is to make the shift deliberate rather than accidental.