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4L DATA INTELLIGENCE
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AI DEVELOPMENT & AGENTS

Production generative AI systems connected directly to your sovereign enterprise lakehouse

Generic public LLM chatbots present unacceptable data privacy risks and hallucinate on domain-specific enterprise queries. 4L DATA INTELLIGENCE designs and deploys sovereign, production-grade Artificial Intelligence architectures hosted entirely within your private cloud perimeter.

From multi-hop Retrieval-Augmented Generation (RAG) engines that query millions of internal documents to autonomous agentic workflows that reconcile financial transactions, we build AI systems with strict output validation, deterministic fallbacks, and sub-50ms inference times.

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Sovereign RAG Engines

Hybrid vector and keyword search indices connected to private lakehouses with strict row-level security and source citations.

Self-Hosted Model Deployment

Serving open-source foundation models (Llama 3, Mistral) via vLLM and Triton Inference Server with dynamic GPU batching.

Autonomous Agent Orchestration

Multi-agent systems using LangGraph that execute complex, multi-step enterprise workflows with deterministic guardrails.

Core Technology Stack & Ecosystem

We leverage modern, battle-tested open-source and cloud-native frameworks engineered for extreme throughput, zero lock-in, and sub-second performance.

vLLM Triton Inference Server LangGraph Qdrant Pinecone MLflow Hugging Face

Ready to implement enterprise ai, llms & autonomous agents?

Meet directly with our principal architects to scope your implementation roadmap.

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