Assertion certainty 4/5 debate potential 2/5

Bubna: Batch compute demand comes mainly from non-LLM workloads like computational biology

Akshat Bubna · The Future of AI Infra: from Kubernetes to Agent Sandboxes — Akshat Bubna, Modal CTO · Jul 8, 2026 · at 41:15

Modal CTO Akshat Bubna discusses customer usage patterns for latency-insensitive, off-peak compute tiers on Modal's cloud platform.

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“The demand that we see for something like that is actually not for LLMs. Although sometimes people want to run evals and do synthetic data prep and there it makes sense. But it's from a lot of non LLM companies like people who are doing computational bio, like they haven't run really big bad jobs and they don't care about when they get it back.”

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