Go · AI-Native

AI-Native Go

Configuring agents, harnesses and feedback loops for this language. Updated as the tooling moves.

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Why Go is the best language for agent-assisted development

Small spec, explicit errors, one formatter, a compiler that refuses to look away. Every property that made Go boring makes it exceptional to hand to a machine.

Set up the workspace

Writing an AGENTS.md for Go

Go needs a shorter instructions file than any other language, because the compiler already enforces most of what you would otherwise write down.

Build the loop

Testing Go that calls a language model

Go is increasingly the language the AI infrastructure is written in rather than the AI feature. That changes what you test — and interfaces plus httptest make it unusually pleasant.

Tracking and cutting token costs in Go

Go is usually the thing in front of the model rather than the thing calling it — which makes it the right place to enforce budgets, cancel abandoned work and expose the metrics.

Get the Go agent pack

A battle-tested AGENTS.md, the review checklist, and the failure-mode cheat sheet for Go. One email, then occasional updates when the tooling shifts. No course pitch.

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