Tagged articles

Dynamic Planning

3 articles · Page 1 of 1
Xiaohongshu Tech REDtech
Xiaohongshu Tech REDtech
Jun 23, 2026 · Artificial Intelligence

How AI Agents Can Slash Server‑Side End‑to‑End Test Costs

The article analyzes why server‑side end‑to‑end testing has become costly due to cross‑domain complexity, long chains, and combinatorial explosion, and demonstrates how an AI‑driven agent with dynamic planning, progressive knowledge‑base loading, and a debug‑first script generation loop can dramatically reduce automation effort from days to minutes.

AI AgentDebug-firstDynamic Planning
0 likes · 17 min read
How AI Agents Can Slash Server‑Side End‑to‑End Test Costs
Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Apr 3, 2026 · Artificial Intelligence

How Alibaba Cloud’s Ops‑Agentic‑Search Reached Human‑Level Performance on the GAIA Benchmark

Alibaba Cloud’s AI Search team introduces Ops‑Agentic‑Search, an enterprise‑grade AI agent framework that tackles core challenges of hallucination, task failure, and long‑term consistency, leverages the GAIA benchmark to demonstrate a 92.36% accuracy—matching human experts—and outlines its technical architecture, key mechanisms, use cases, and future open‑source contributions.

Dynamic PlanningEnterprise AIGAIA benchmark
0 likes · 11 min read
How Alibaba Cloud’s Ops‑Agentic‑Search Reached Human‑Level Performance on the GAIA Benchmark
Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Apr 2, 2026 · Artificial Intelligence

How Alibaba Cloud’s Ops‑Agentic‑Search Reached Human‑Level Performance on the GAIA Benchmark

The article explains the shift of AI agents from passive responders to proactive executors, outlines the challenges of hallucination, task failure, and consistency, introduces the GAIA benchmark, and details how Alibaba Cloud's Ops‑Agentic‑Search achieved a 92.36% accuracy—matching human experts—through global planning, reflection, dynamic context management, and a self‑evolving skills system.

AI AgentDynamic PlanningEnterprise AI
0 likes · 12 min read
How Alibaba Cloud’s Ops‑Agentic‑Search Reached Human‑Level Performance on the GAIA Benchmark