Start from product meaning, then touch code where the task requires it.
Give coding agents the business logic, affected areas and task context before they spend tokens reconstructing the system from implementation.
A coding agent can claim an accepted piece of work and receive it together with the slice of the product it concerns — what the parts are, what depends on them, and what has to be true when it is done. When it finishes it reports what the product now does differently, in sentences; a task cannot be closed without that.
Write the work down and have an Admin of the project accept it.
Point Claude Code, Codex or your own agent at GitMir over MCP.
Have it claim the next piece of work under a name a person would recognise.
Have it report what changed, then read the comparison after the next build.
Only work an Admin of the project has accepted is ever handed out — deliberately, since it is the one guard between a confident agent and the wrong change. Without GitMir Cloud Compute, GitMir does not write code or open pull requests; the agent you already use does that. The check of promised against actually changed runs on the next build, and only for work that named what it would touch.
See it on a real product.
Three models are published in full and open without an account. Ask one of them the question this page is about.