Code Agent — 3 Technical Articles

Dec 23, 2025 · Artificial Intelligence

What Core Capabilities Do Mature GUI Agents Need? Expert Insights from the Agentic AI Summit

In a live discussion hosted by Prof. Yang Jian with experts Zhang Xi and Cui Chen, the panel explores the essential abilities of mature GUI agents, the role of multimodal models in visual understanding, the transfer of code‑agent techniques to GUI tasks, edge‑device performance trade‑offs, complex planning, tool ecosystems, deployment challenges, and future breakthrough scenarios.

Agentic AICode AgentGUI agent

0 likes · 22 min read

What Core Capabilities Do Mature GUI Agents Need? Expert Insights from the Agentic AI Summit

DataFunSummit

Dec 11, 2025 · Artificial Intelligence

Beyond Assistance: How Code Agents Are Evolving Toward Full Autonomy

A round‑table of AI experts and industry leaders examines the current capabilities, limitations, and future trajectories of code agents, covering topics from capability boundaries and autonomous evolution to large‑scale codebase challenges, multi‑agent collaboration, hallucination mitigation, and security safeguards.

AIAutomationCode Agent

0 likes · 16 min read

Beyond Assistance: How Code Agents Are Evolving Toward Full Autonomy

Amap Tech

Aug 7, 2025 · Artificial Intelligence

Boosting Codebase Upgrades with Code RAG and Agent‑Driven Fine‑Tuning

This article describes how the Gaode terminal team tackled large‑scale repository upgrades by building a code‑RAG and code‑Agent tool, addressing recall and stability issues, then fine‑tuning a small LLM (Qwen3‑4B) with LoRA and custom datasets to achieve reliable, low‑cost, on‑device code‑query performance.

Code AgentKnowledge GraphLLM

0 likes · 11 min read

Boosting Codebase Upgrades with Code RAG and Agent‑Driven Fine‑Tuning