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benchmark improvement 1data compilation 1executable agent training 1requirement-first synthesis 1task generation scaling 1

From the 1 of 5 linked papers with an AI index.

most citedBuilding Self-Evolving Agents via Experience-Driven Lifelong Learning: A Framework and Benchmark

1 citations · 1 across the 3 of their papers we have counts for

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cs.CL2025

Nex-N1: Agentic Models Trained via a Unified Ecosystem for Large-Scale Environment Construction

AGI Team, Yuxuan Cai, Lu Chen +62

The evolution of Large Language Models (LLMs) from passive responders to autonomous agents necessitates a fundamental shift in learning paradigms -- from static imitation to incent…