Why prompt wrappers fail in production
Single-agent prompt chains corrupt entire workflows on one hallucination, with no self-healing, automated reflection, or dynamic multi-step recovery. We replace them with role-specialized multi-agent swarms — Planner, Critic, Tool Caller — running DAG workflows with auto-remediation and rollback circuits.
What’s included
- Hierarchical agent memory and Graph RAG for zero-latency, context-rich decisioning
- Dynamic query planning and multi-index routing across unstructured enterprise data
- Cryptographic validation gates, automated PII scrubbing, and human-in-the-loop review thresholds