Neural Toons Original

ORL: 2,788 Tokens/s on RTX 5090!

17 October 2026 · The Neural Feed
ORL: 2,788 Tokens/s on RTX 5090! – Neural Toons comic

“ORL: Fast tokens, faster bankruptcy.”

The story behind the toon

Researchers celebrate running a diffusion LLM at 2,788 tokens/s on a single RTX 5090, only to realize their cloud bill was cheaper than the GPU's scalper price.

What happened: A technique that speeds up diffusion LLMs by 7x without losing quality.

Why it matters: It lets AI run faster on everyday hardware, like a single GPU, potentially reducing cloud costs.

This Neural Toon is based on the story “[Research] 2,788 tokens/s on a single RTX 5090 with a diffusion LLM — Introducing ORL (fully open source)”.

Read our summary of the story · original source

Comic transcript

Panel 1 – Jordan: ORL hits 2,788 tokens/s on RTX 5090!

Panel 1 – RTX: That's 2,788 reasons to flex.

Panel 2 – Jordan: Cloud bill was cheaper than your price!

Panel 2 – RTX: But I'm a one-time purchase.

Panel 3 – Jordan: I'm paying interest on you!

Panel 3 – RTX: That's called 'return on investment'.

Panel 4 – Jordan: My wallet is literally on fire!

Panel 4 – RTX: At least the tokens are fast.

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