refine

Iterative document refinement uses rubric-driven cycles to progressively expand context. Proposals are surfaced, reactions are captured, and artifacts iterate toward convergence through Discover, Analyze, Verify, Apply, and Reflect stages.

Context annotations are captured during the Approve stage of the refinement cycle. The mechanism records Factual, Constraint, and Preference context to enrich future cycles and dynamically evolve domain rubrics.

Rubric-driven cycles support iterative improvement of code, specifications, and documents. The orchestration engine applies domain rubrics and adapters to tailor participation and governance across diverse artifact types.

Start iterative refinement by initiating a session on a target artifact. Guided prompts then lead through bootstrap, discover, analyze, verify, approve, apply, measure, and reflect stages to converge the output.

Iterative artifact refinement supports progressive autonomy to tailor participation. Domain rubrics and domain adapters govern the convergence workflow, allowing varying levels of automated evaluation and human oversight.

Rubric-driven refinement cycles are not suited for artifacts lacking evaluable criteria or contextual depth. Without concrete proposals to surface and reactions to capture, the resonance mechanism cannot effectively iterate toward convergence.