Choose between Claude Chat, Cowork, and Code based on where the work should happen, what Claude can access, and who should handle the handoff.

AI agents can extend patterns in your codebase, but they cannot see the buried context behind them. That changes what teams need to preserve.

A Context Graph is a curated, typed knowledge graph that gives AI agents structured memory they can traverse and update.

Routing drift happens when overlapping tool or skill descriptions cause an AI to route prompts to the wrong capability.

Averages can hide changing sample sizes, hidden difficulty, and expensive success in engineering and AI metrics.

For engineers, done usually means the code is written. It still needs review, tests, deployment, and proof that it works outside one machine.

git blame shows which commit last changed each line. git blame --ignore-revs keeps formatting and refactor commits from hiding the useful history.

In engineering, 'just' often hides unclear scope, missing constraints, and work that is larger than the request sounds.

iot:Subscribe lets an MQTT client create a topic subscription. iot:Receive lets AWS IoT Core deliver matching messages to that client.

Engineering creates speed. Product creates direction. Teams get velocity only when both are strong and aligned around customer value.