Morning Edition · Sunday, November 8, 2026Published at 1:30 AM EST · New York
Anthropic says Opus 5.5 matches Opus 5 on agentic coding in about half the turns and output tokens at $4 and $20 per million tokens, and Pi can drive that model or a rival's through four built-in tools.

A developer essay titled "Goodbye Claude, Hello Pi" drew discussion on Hacker News on November 8. Pi is a minimalist, open-source terminal coding agent built by developer Mario Zechner. It works with several model providers and ships four b…
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Part of a tracked trend
The Inference-Cost Efficiency Race
Techniques that cut tokens generated and KV-cache memory per query will keep compressing the marginal cost of serving reasoning models, making inference efficiency a recurring competitive axis alongside raw capability.
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