co-evolving-critics-agent

name	co-evolving-critics-agent
title	No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning
version	0.0.2
engine	skillxiv-v0.0.2-claude-opus-4.6
license	MIT
url	https://arxiv.org/abs/2601.06794
keywords	["More","Stale","Feedback"]
description	No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning. From arXiv:2601.06794

Overview

This skill implements the approach from the paper: No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning

Purpose

Implements advanced techniques for agent reasoning, search, and learning described in arXiv:2601.06794.

Method

[To be populated from full paper analysis]

When NOT to use

• Oversimplified reasoning tasks
• Time-critical applications requiring minimal overhead
• Scenarios not matching the paper's problem formulation

References

• Paper: https://arxiv.org/abs/2601.06794
• HTML: https://arxiv.org/html/2601.06794