AI Integration & LLM Systems.
Not a chatbot. A reasoning engine.
We wire large language models into your systems the right way with retrieval, memory, guardrails, and full observability. Every deployment is production grade from day one, not a prototype that needs rewriting.
Book a discovery call7 production scopes.
Production RAG pipeline with hybrid retrieval (BM25 + dense vectors)
Multi-agent orchestration with supervisor/worker pattern (LangGraph)
LLM evaluation harness and guardrail framework
Vector database design, chunking, and embedding strategy
Streaming API with real-time token output and backpressure handling
Agent memory — short-term context window + long-term vector store
Full observability: every token, tool call, and latency traced with OpenTelemetry
Delivery
Working agent deployed on your infrastructure, with an evaluation harness, distributed tracing, and a documented tool registry.
Stack
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