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AutoFyn Technical Report: Non-Parametric Expert Iteration for Long-Horizon Agents
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expert iterationpersistent memoryagent orchestrationverification
2609.05446
Builder Relevance
1h ago80%
Abstract
AutoFyn is an agent harness that adapts a frozen model across many rounds by updating persistent state from verified reward signals.
Reality Card
Core Claim
AutoFyn outperformed existing coding agents in various domains, achieving higher scores in the 2026 International Mathematical Olympiad and building the top-ranked agent on the Spider 2.0 dbt benchmark.
Method / Result
Produced 16 maintainer-confirmed vulnerability advisories across multiple projects.
Limitations
The reliance on explicit interfaces for persistent state may limit generalizability and reproducibility across different tasks.
Paper to code
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