# Adaptive Dirtyloop Example

The example stream demonstrates the v2 seam:

1. Planning or the user authors and accepts the plan.
2. `dirtyloops create from PLAN.md` validates and materializes a Codex-bound loop by default; `dirtyloops create pi from PLAN.md` selects Pi.
3. `dirtyloops run` validates the persisted binding and certified runtime manifest before choosing topology, model, effort, and delegation per phase.
4. `dirtyloops convert pi` or `dirtyloops convert codex` changes only generated harness state at a safe boundary.