---
title: "inference: ezo labs research"
updated: "2026-11-07"
type: CollectionPage
---

# inference

research from ezo labs on inference, newest first. the index of all research is [ezo labs research](https://ezolabs.net/research.md).

## [How a Chinese-language red-team swarm farms free LLM tokens](https://ezolabs.net/research/2026-11-red-team-token-farming.md)

EZO-R-2026-10 // inference // 2026-11-07

**Free quota is the target** A red-team swarm written in Chinese hunts open model relay panels for keys, default admin passwords and free sign-up quota. Then it tests each key and keeps the ones that work.

html at [/research/2026-11-red-team-token-farming](https://ezolabs.net/research/2026-11-red-team-token-farming).

## [DeepSeek-V4.1-Flash breaks 1,000 tokens per second for one user: how we roughly doubled decode in five days](https://ezolabs.net/research/megakernel-b300.md)

EZO-R-2026-07 // inference // 2026-10-31

**Fast for one user.** The fastest one-user bench request hit 1,064 tokens a second, above 1,000. Just over half of one quiet node's live replies beat 1,024. The bench averages 870, about double our first boot.

html at [/research/megakernel-b300](https://ezolabs.net/research/megakernel-b300).