Fast Tokens Compound: 10-Turn Agent Loops in 12 Seconds
A 10-turn benchmark showing how software and hardware inference optimizations compress multi-step coding-agent work.
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Agentic AI, workflow automation, and what actually works for small businesses.
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3.8x Faster Browser Use: Gemma-4-31b on Wafer-Scale Silicon and a One-Page Playbook
On matched runs, a 31B multimodal model on Cerebras cleared browser tasks 3.8x faster than Claude Sonnet 5, reading a screenshot at every step. A one-page playbook distilled from a careful model cut its wasted steps by two thirds.
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