Deterministic Multi-Agent GraphRAG with Security and ObservabilityDeterministic Multi-Agent GraphRAG with Security and Observability
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Deterministic Multi-Agent Reasoning: Built with LangGraph state machines with conditional routing, self-correction, and human-in-the-loop validation.
Hybrid GraphRAG Engine: Combines pgvector semantic dense retrieval + BM25 sparse keyword search + Reciprocal Rank Fusion (RRF) + cross-encoder reranking.
Enterprise Security & Guardrails: Multi-layered defense blocking >98% prompt injections, zero PII/canary token egress, read-only DB sandboxing, and token budget caps.
Sub-Second Latency & Caching: Upstream semantic vector cache answering repeated queries in <15ms, with Server-Sent Events (SSE) streaming for real-time response.
Full Observability: End-to-end tracing via Langfuse with faithfulness, answer relevancy, and hallucination scoring gates.
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The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started