Tagged articles

code graph

5 articles · Page 1 of 1

Jul 22, 2026 · Cloud Native

How AI Quickly Reads Your Codebase: Three Evolutions of Joy-Code-Graph Cloud Service

The article explains how Joy-Code-Graph transforms AI code assistants from blind guesswork into globally aware tools by deploying a self‑hosted, cloud‑native code graph service that integrates directly with Joygen, offers zero‑install sandbox access, and persistently stores the graph in a dedicated repository branch.

AI programmingCloud NativeJoygen integration

0 likes · 10 min read

How AI Quickly Reads Your Codebase: Three Evolutions of Joy-Code-Graph Cloud Service

Su San Talks Tech

Jul 18, 2026 · Artificial Intelligence

Why CodeGraph Is Suddenly Going Viral

CodeGraph, a local‑first code intelligence tool for AI programming assistants, builds a searchable knowledge graph with tree‑sitter and SQLite, cutting tool calls by 71%, token usage by 57% and task time by 46% while keeping data private and requiring only a few minutes to install and use.

AI programmingCLICodeGraph

0 likes · 16 min read

Black & White Path

Jul 12, 2026 · Information Security

Local Vulnerability Research Pipeline: 14B Code Model Powers Automated Exploit Mining

The local‑vuln‑research‑pipeline, built around the 14B Qwen2.5‑Coder model, combines a deterministic code‑graph with LLM‑driven exploitability reasoning to exhaustively enumerate source‑to‑sink paths across multiple languages, offering detailed reports while running entirely on local hardware.

LLM auditingQwen2.5-Codercode graph

0 likes · 9 min read

Local Vulnerability Research Pipeline: 14B Code Model Powers Automated Exploit Mining

Alibaba Cloud Developer

Mar 19, 2026 · Artificial Intelligence

How Engineering Knowledge Engines Turn AI Coders into Reliable Collaborators

The article analyzes the limitations of current AI coding agents—narrow perception, fragmented knowledge, and missing high‑dimensional context—and presents an Engineering Knowledge Engine that integrates vector retrieval, code and commit graphs, RepoWiki, memory, and Agentic Search to provide structured, evolving context, dramatically improving task success, token efficiency, and code quality.

AIAgentic SearchCoding

0 likes · 11 min read

How Engineering Knowledge Engines Turn AI Coders into Reliable Collaborators

PaperAgent

Dec 9, 2025 · Artificial Intelligence

How Code Graph Model (CGM) Redefines Repository‑Level Code Understanding

The Code Graph Model (CGM) introduced by Ant's multimodal code team integrates repository‑level graph structures into open‑source LLMs, achieving a 44% solve rate on SWE‑bench Lite, eliminating agent dependence, and demonstrating a novel graph‑enhanced code model through multi‑granular graph construction, dual‑modal alignment, and a lightweight GraphRAG framework.

AIGraphRAGLLM

0 likes · 9 min read

How Code Graph Model (CGM) Redefines Repository‑Level Code Understanding