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// AI news · 2026-11-10 · 量子位

openJiuwen Launches TTSE Dual-Track Self-Evolution Framework

openJiuwen introduces TTSE, a dual-track self-evolution framework that separates environmental understanding from procedural knowledge in agent learning.

Published 2026-11-10 15:56 (Beijing time)Source 量子位Auto-summarised, fact-checked against source

01Summary

The system continuously validates and updates facts about the environment and action methods through task feedback loops. Experiments across multiple benchmarks show consistent performance gains over single-track approaches, with notable improvements in success rates and efficiency in real-world office tasks.

Summarised from the original article by an open-source model, then checked automatically: every number and English name must appear in the source. The original article is authoritative.

02Key points

03Source

Agent自演进驶入“双轨时代”!openJiuwen首发TTSE经验学习框架

量子位 · published 2026-11-10 15:56 Beijing time

Also reported by 1 other outlet

05Related news

From AIMap AI news: collected from 1,100+ official and media sources. Summaries only restate the original article; follow the link for the full story. All stories of 2026-11-10 · Archive by date · All AI news · Today

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