Thoughts & Perspectives

KRIRA BLOGs

Rust Memory Wall
Systems EngineeringJan 1, 2026

Breaking the RAG Memory Wall with Rust

How Krira Chunker achieves 40x faster processing and O(1) memory usage by moving ingestion pipelines to a hybrid architecture.

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EngineeringDec 28, 2025

Why We Built a Custom Python-Rust Bridge for Data Ingestion

Navigating the challenges of the GIL and zero-copy memory management when processing gigabyte-scale datasets for LLMs.

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BenchmarksDec 15, 2025

Benchmarking RAG Pipelines: LangChain vs. Krira Augment

A transparent look at throughput, memory consumption, and developer experience across leading chunking libraries.

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