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004 paper jan 2026 · 42 pp

Fixed points in agent design

When recursive plans converge — and when they don't.

length42 pages
read≈ 90 min
venuearxiv

A long paper on convergence properties of recursive agent loops. What it means for a system to settle into a stable plan, and when it doesn't.

paperagentsconvergence