# openJiuwen releases TTSE, a two-track framework for agent self-evolution

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

- Source: QbitAI
- Published: 2026-11-10T07:56:29.000Z
- Bad Influence: https://badinfluence.news/items/tuu7uhv85d4me2lm5vr59713f
- Original: https://www.qbitai.com/2026/11/508998.html

## Summary

openJiuwen presents TTSE (Two-Track Self-Evolution), a framework that separates agent experience into FACT entries for environment facts and TIP entries for conditional execution tips. On five benchmarks, the company reports ALFWorld success up to 98.51% on GLM-5 and a 3.83-point gain on PinchBench's 147 real-world tasks. TTSE is available in WorkSwarm 0.2.7 and later through a settings toggle.