Blog

Notes from the data wilderness.

Deep technical writing on retrieval, reranking, agents and the unglamorous work of taming enterprise data.

EngineeringMay 20, 2026· 9 min read

How SlimContext™ cuts LLM bills by a third without losing accuracy

We rebuilt context compression from the ground up. Here is the architecture, the benchmarks, and why pruning the right tokens beats stuffing the window.

Benchmarks· May 6, 2026

BeastRAG vs. vanilla RAG: a 1B-vector showdown

7 min read

Product· Apr 22, 2026

Introducing the Agentic Layer: retrieval that acts

5 min read

Engineering· Apr 9, 2026

Hybrid search done right: dense + sparse + filters

11 min read

Culture· Mar 30, 2026

Why we open-sourced the Community Edition

4 min read

Engineering· Mar 18, 2026

Parsing the unparseable: OCR for real-world scans

8 min read

Product· Mar 2, 2026

Citations by default: ending the hallucination era

6 min read