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TuxNest · local-first AI engineering

Editing & review

Generated code should remain a proposal until the user can inspect what changed.

Original TuxNest penguin artwork

Built around control.

Minimal interface, explicit model choice, reviewable changes and evidence you can inspect.

01Diff first

Present modifications as reviewable changes.

02Bound permissions

Respect workspace and tool policy.

03Validate

Run appropriate tests after changes.

04Report evidence

Distinguish completed verification from assumptions.

Local AI should feel local.

Your editor, your model runtime, your hardware and your approval remain first-class parts of the workflow.