Machine Learning Algorithms & Natural Language Processing

Nov 9, 2026 · Artificial Intelligence

Theseus Lab Opens Three Benchmarks for Self-Evolving AI Agents

Theseus Lab unveils DeliverBench, SelfImprove-Bench, and AmbiHTMLBench to evaluate agent delivery, self-improvement transfer, and visual document parsing — revealing frontier models score only 65/100 on real projects and struggle to transfer improvements beyond prompt-level tweaks.