Question 1

What is GitMir, in one line?

Accepted Answer

GitMir is the control layer between your team and AI agents. It turns your context into a 28-dimensional product model, so agents like Claude Code and Codex build complex products fast, without losing quality or control.

Question 2

Do I still use Claude Code or Codex?

Accepted Answer

Yes. GitMir does not replace them, it makes them accountable. It hands them full product context over MCP and validates every change. The first GitMir product is a visual IDE for Claude Code.

Question 3

How is this different from a black-box AI tool?

Accepted Answer

Black-box tools generate fast, then leave you to verify everything by hand. GitMir gives the agent a model to build inside, so the output is structured, traceable and safe to ship as you scale.

Question 4

Will this slow my team down?

Accepted Answer

The opposite. The model removes rework, repeated context and prompt-by-prompt babysitting, so teams ship faster and use up to ~15x fewer LLM tokens for the same work.

Question 5

Is my code and data locked in?

Accepted Answer

No. Your data, logic and architecture stay yours and stay visible, with no black box and no proprietary runtime to escape later.

Question 6

Who gets the most value from GitMir?

Accepted Answer

Founders, CTOs and teams using AI agents to build or modernize complex products who want speed and control, not a prototype that breaks the moment real users arrive.

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