Dream Lab Data

The Foundation
of Intelligence.

Agents are only as smart as the data they can access. We build the high-speed rails that feed information to your AI models in real-time.

The Context Window Limit

LLMs have limited memory. To build truly intelligent agents, you needRetrieval Augmented Generation (RAG) systems that can search millions of documents in milliseconds.

We research the optimal ways to chunk, embed, and retrieve data so your agents always have the right context.

[Image: Visualizing Vector Search and Knowledge Graphs]

Data Engineering for AI

Beyond ETL. We build pipelines for the agentic age.

Vector Databases

Benchmarking and optimizing vector stores like Pinecone, Weaviate, and Milvus for massive scale semantic search.

Knowledge Graphs

Combining the fuzzy search of vectors with the structured reasoning of graphs (GraphRAG) for higher accuracy.

Real-Time Context

Streaming data pipelines that update your agent's knowledge base in sub-second latency using Kafka and Flink.

Feed Your AI

Give your agents the data they need to succeed.

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