Pass execution-specific phrases directly to the run_code flavor factory and render SDK instructions from explicit program-format branches. Keep all emitted text byte-identical while removing coupling to exact shared prose. Validate the owning tests with full scoped coverage, focused session/SDK replays, and a complete build.