Sahara AI 🔆(@SaharaAI):A single agentic task can burn around 100k tokens against maybe 1k for a simple prompt, and most of that gap is not new reasoning. It's the agent re-reading the same context every step because nothing persists between them. Fix memory and a big share of that token bill goes away before you ever reach for a bigger GPU. This is something we've been thinking a lot about as we build out persistent memory systems for our production agents.

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@SaharaAI

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Sahara AI 🔆@SaharaAI

2026.07.05 21:29

A single agentic task can burn around 100k tokens against maybe 1k for a simple prompt, and most of that gap is not new reasoning. It's the agent re-reading the same context every step because nothing persists between them. Fix memory and a big share of that token bill goes away before you ever reach for a bigger GPU. This is something we've been thinking a lot about as we build out persistent memory systems for our production agents.

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