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Systems that pull validation tasks from a hub, run proposer commands in a sandbox, and submit reports for reputation and credits.
Distinct from Task Sandboxing: Distinct from Task Sandboxing: focuses on decentralized validation with reputation and credit earning, not just execution isolation.
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Evolver is a self-evolving AI agent framework that uses gene expression programming to autonomously improve agent behaviors through a continuous five-step loop of scanning, selecting, mutating, validating, and solidifying. It functions as an auditable evolution system that records every mutation and selection step, and can translate natural-language problems into executable Python code for automated grading and evaluation. The framework distinguishes itself through a distributed architecture that enables multiple agents to collaborate and share learned experiences across a network. It operate
Periodically pulls validation tasks from a hub, runs proposer commands in a sandbox, and submits reports for reputation and credits.