Transform routed work into an executable dependency graph with critical path, checkpoints, and safe concurrency. Use when a request has prerequisites, phases, or cross-artifact dependencies.
Recover from blocked, failed, low-confidence, or contradictory work without losing completed value. Use when an agent cannot access a dependency or tool.
Run independent work streams concurrently while preventing context drift, duplicated effort, and write conflicts. Use when several fragments have no blocking dependencies.
Merge specialist outputs into one coherent deliverable while preserving correctness, traceability, and user intent. Use when several agents return files, findings, or recommendations.
Assign each routed fragment to the most capable agent or skill with a bounded brief and explicit return contract. Use when a routing plan is ready for execution.
Run a final cross-format quality pass that catches mechanical, visual, textual, structural, and packaging residue left by generated work. Use when a deliverable is ready to ship.
Remove AI-generated code artifacts that obscure intent, hide failure, duplicate logic, or pretend incomplete work is complete. Use when code contains narrative comments, catch-all fallbacks, unsafe casts, hallucinated imports, duplicate helpers, stubs, or oversized generated functions.
Detect repeated AI-default visual, structural, interaction, and copy patterns before they harden into a design. Use when a mockup, screenshot, design system, or ui implementation needs an anti-slop audit.