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AI Efficiency

132 summarised stories about AI Efficiency, each linking back to the original source. Browse all topics →

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Friday, 4 September 2026

The Pelican comparison grid for Astra is pretty interesting

Simon Willison’s Weblog 1 month ago 23 ● 19 sources

The writer generated pelican-on-bicycle SVGs with GPT-6 Astra and compared them in a grid against GPT-5.6 Sol, Terra, and Luna across multiple reasoning levels. Astra used 16 input tokens versus 26 for Sol and Terra, and Astra was about twice Sol’s base rate ($10/million input and $50/million output vs $5/$30). The results show Astra producing consistently more detailed pelicans (though legs are still not always correct below max) while making tier-to-tier pricing less disparate due to lower token usage.

Local setup vs cloud agent test: Kimi K3 cluster finishes a job in hours while a cloud agent finishes in minutes

YouTube 1 month ago 30

A hands-on test wired four Mac Studios into a local Kimi K3 cluster to run a coding job similar to a cloud agent run. The local setup took about four hours, while the cloud agent finished in about 15 minutes. The results suggest the cloud agent can complete the same kind of task much faster than the local cluster.

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