AI Engineer · AI

Tokens Should Have Jobs — Katelyn Lesse & Angela Jiang, Anthropic

Given the same fixed budget of roughly 600,000 tokens, an agent that did nothing but execute scored 76 on a bench of financial analysis tasks. An agent that spent part of that identical budget asking a second agent for advice scored 89. Same tokens, different jobs, better answer. Katelyn Lesse leads platform engineering at Anthropic and Angela Jiang leads platform product, and their talk goes after an assumption buried in how most teams tune agen

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