Increasing LLM coding agents' reasoning effort raises cost and process complexity but does not reliably improve model quality across 140 controlled runs on networked anagram game data.
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2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 2verdicts
CONDITIONAL 2representative citing papers
A pre-registered experiment on Claude Opus 4.8 agents confirms an information-theoretic capacity region for coupled LLM-agent markets (with one key result being an algebraic identity) and finds that LLM populations exhibit attractor dynamics with dispersion collapse rather than smooth mean-field响应.
citing papers explorer
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Information Limits and Attractor Dynamics in Economies of Frontier LLM Agents: A Pre-Registered Test
A pre-registered experiment on Claude Opus 4.8 agents confirms an information-theoretic capacity region for coupled LLM-agent markets (with one key result being an algebraic identity) and finds that LLM populations exhibit attractor dynamics with dispersion collapse rather than smooth mean-field响应.