## Announcements

- [MatX One and our Series B](/content/research/series_b/index.html) - 24 Feb 2026  
- [Series A](https://x.com/reinerpope/status/1899486276233146530) - 11 Mar 2025

## Research

- [Future leakage in block-quantized attention](/content/research/leaky_quantization/index.html) - 9 Jan 2026  
- [Simple and fast Rust deriving using macro_rules](/content/research/rules_derive/index.html) - 28 Jul 2025  
- [Speculative Decoding with Blockwise Sparse Attention](/content/research/sd_nsa/index.html) - 22 Jul 2025  
- [SPIRe: Boosting LLM Inference Throughput with Speculative Decoding](/content/research/sd/index.html) - 8 Apr 2025  
- [Prioritize values over keys: faster attention with many sparsely accessed value heads](/content/research/smva/index.html) - 8 Apr 2025  
- [Optimize for inference too, not just training FLOPs](/content/research/lifetime_llm_cost/index.html) - 8 Jan 2025  
- [Introducing seqax: A Simple and Efficient LLM Research Codebase](/content/research/seqax/index.html) - 6 May 2024