Blog

Notes on better context for AI coding agents.

A small launch blog for the ideas behind Context Delta: visible packets, local-first handoff, spec-driven coding, and useful metrics.

Context packets

What is a context packet?

A practical explanation of the packet abstraction: changed files, specs, tests, rules, exclusions, and why each item is present.

Local-first

Why AI coding context should start local.

How local packet generation keeps source visible, inspectable, and private by default while still helping teams measure quality.

Spec-driven

Spec-driven AI coding needs context control.

Specs are valuable only when the agent gets the right slice at the right moment, with current tests and repo instructions attached.