AI assistants#Agents#Long context

Krira Labs

Enterprise-grade infrastructure for high-throughput RAG pipelines and autonomous multi-agent swarms featuring a 40x faster Rust-based chunker.

Product facts

Commercial Suite
Official sitekrira.ai
Pricing
Enterprise Subscription
Data checked
2026-09-25

Capabilities

  • Rust-powered high-throughput chunking
  • Predictable O(1) memory complexity
  • Native Model Context Protocol (MCP) integration
  • Domain-specific LoRA fine-tuning

Snapshot figures reflect the check date and may change over time.

Krira Labs builds enterprise infrastructure engineered for mission-critical, large-scale agentic systems and RAG pipelines.

Core Purpose

Its flagship Krira Chunker provides Rust-backed ingestion executing 40x faster than LangChain with constant O(1) memory complexity across multi-gigabyte corpora.

Key Scenarios

  1. Massive Document Ingestion: Sub-millisecond chunking and multi-agent indexing for billion-token knowledge repositories.
  2. Autonomous Multi-Agent Routing: Real-time context sharing powered by native Model Context Protocol (MCP) adapters.