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TuxNest · local-first AI engineering

Context & memory

Context should privilege the current task and repository evidence before older conversational material.

Original TuxNest penguin artwork

Built around control.

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

01Current task first

User intent anchors the context window.

02Workspace evidence

Relevant source and diagnostics should outrank stale memory.

03Recent conversation

Preserve continuity without displacing current facts.

04Older memory last

Use only when materially relevant.

Local AI should feel local.

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