MULTI-AGENT DELIBERATION
Run a panel of specialized agents on a single question. Each persona reasons independently, challenges the others, and the kernel synthesizes a result that shows where they agreed — and where they didn't.
ADAPTER REGISTRY
Every external dependency sits behind a ratified port contract. Swap the backing implementation — memory store, model provider, compaction engine — without touching agent or workflow code.
MEMORY SUBSTRATE
Dual memory adapters ship out of the box: Mem0 for hybrid vector-plus-graph retrieval, Letta for stateful session memory. Both pass the same conformance suite; pick one or run both.
WORKFLOW RECIPES
Pre-built deliberation patterns for strategy review, code audit, requirements analysis, and UX critique. Load a recipe, run it, adapt it — or define your own from the same composable primitives.
OUTPUT REVIEW
Every session produces a scored, auditable output with the full deliberation trail attached. See what each agent proposed, what got challenged, and what the final synthesis discarded.
DEPLOYMENT READY
Ports and adapters are versioned, pinned, and tested against no-waiver conformance suites before release. Swap the substrate without a redeployment ceremony.