Acellera burns 1B tokens a day: testing 7 local LLM setups on a single RTX 5090 for drug discovery

gdefabritiis · x · 2026-09-10

Acellera uses about 1B tokens per day (including input and cached tokens), so the author set out to see how far local models can go. They benchmarked 7 LLM + harness combinations on an IL-23 target discovery task, with several surprises — including what a single RTX 5090 could produce: one report slide deck was generated locally with Qwen3 27B plus PlayMolecule AI. Blog and docs are available.

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