Krira Labs delivers enterprise-grade AI infrastructure engineered for scale and performance, giving teams a solid foundation to run demanding AI workloads in production without worrying about bottlenecks.
Its flagship product, Krira Augment, is a production-ready integration layer for RAG (Retrieval-Augmented Generation) pipelines and agentic systems, so you can move from prototype to deployment with fewer integration headaches.
A standout component is the Krira Chunker, a Rust-core tool with Python bindings that runs 40x faster than LangChain's chunker. Its O(1) memory usage stays flat at any scale, keeping processing predictable even as your data grows.
The platform also supports end-to-end ingestion engines, specialized model fine-tuning using low-rank adaptation (LoRA), and autonomous multi-agent architectures with first-class support for the Model Context Protocol (MCP), covering the full journey from raw data to intelligent, coordinated agents.

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