May 19, 2026 · Artificial Intelligence

How Cloud Agent Harness Grows Skills from Real Tasks: A Three‑Stage Self‑Evolution Mechanism

The article analyzes Huawei Cloud Agent Harness's three‑stage skill self‑evolution framework, detailing how agents automatically extract, evolve, and validate reusable skills from execution traces to overcome manual authoring bottlenecks and ensure continuous improvement.

AI agentsLLM‑driven optimizationevaluation pipeline

0 likes · 14 min read

How Cloud Agent Harness Grows Skills from Real Tasks: A Three‑Stage Self‑Evolution Mechanism

Xiaohongshu Tech REDtech

Aug 19, 2025 · Artificial Intelligence

How Single Trajectory Distillation Boosts Diffusion Model Speed and Style Quality

The paper introduces Single Trajectory Distillation (STD), a novel training framework that aligns full PF‑ODE trajectories from a fixed noisy state, uses a Trajectory Bank to cut training cost, and adds an Asymmetric Adversarial Loss to markedly improve style consistency and aesthetic quality while accelerating image and video style‑transfer diffusion models.

AI accelerationStyle Transferconsistency models

0 likes · 14 min read

How Single Trajectory Distillation Boosts Diffusion Model Speed and Style Quality