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Solutions → For users who prefer local models and filesA practical, verifiable plan

A more private local agent

A clear local-model path with real tool and context testing instead of assuming every model is agent-ready.

Outcome we are buildingA local endpoint, sufficient context, a tool-calling test, and a fallback plan.
Step by step

Start small and prove each step.

  1. 01
    Measure your hardware

    Define the expected result before execution, then record what actually happened so you can recover or improve.

  2. 02
    Run a local endpoint

    Define the expected result before execution, then record what actually happened so you can recover or improve.

  3. 03
    Test one tool and long context

    Define the expected result before execution, then record what actually happened so you can recover or improve.

  4. 04
    Monitor speed and memory

    Define the expected result before execution, then record what actually happened so you can recover or improve.

Boundaries we do not cross

Useful work needs a safe operating space.

  • Local does not automatically mean safe
  • Restrict shell and file access too