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Self-Developing Agents

2 articles · Page 1 of 1

Machine Learning Algorithms & Natural Language Processing

Sep 18, 2026 · Artificial Intelligence

Self-Developing Agents: Three Benchmarks Reveal Why AI Struggles to Self-Improve

ByteDance Seed and TokenWave introduce three benchmarks—ASPIRE, S³Gym, and HarnessDev—to evaluate whether AI agents can autonomously form goals, learn from experience, and retain improvements, showing that current agents struggle to translate self-assessment into lasting capability gains.

AI agentsASPIREByteDance Seed

0 likes · 12 min read

Self-Developing Agents: Three Benchmarks Reveal Why AI Struggles to Self-Improve

Machine Heart

Sep 16, 2026 · Artificial Intelligence

Why Agents Struggle to Self-Evolve: Three Benchmarks for True Recursive Improvement

ByteDance Seed and collaborators introduce ASPIRE, S³Gym, and HarnessDev benchmarks to study how agents learn from vague goals, self-evaluate actions, and persist improvements, revealing that current agents overfit to proxy feedback and fail to convert self-judgment into lasting capability gains.

AI agentsASPIREAgent Benchmarks

0 likes · 11 min read

Why Agents Struggle to Self-Evolve: Three Benchmarks for True Recursive Improvement