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AI-assisted debugging

7 articles · Page 1 of 1
IT Services Circle
IT Services Circle
Nov 15, 2026 · Backend Development

Arthas 4 Deep Dive: JDK 25, Wall-Clock Flame Graphs, and AI-Powered Diagnostics

This article explores Arthas 4, a Java diagnostic tool that attaches to running JVMs without restart, detailing its core capabilities (thread, method, class inspection, hot-swapping, profiling), new features in version 4 (JDK 25 support, wall-clock flame graphs, MCP Server for AI-driven command execution), practical usage scenarios with commands, pros/cons, and ideal use cases.

AI-assisted debuggingArthasJDK 25
0 likes · 20 min read
Arthas 4 Deep Dive: JDK 25, Wall-Clock Flame Graphs, and AI-Powered Diagnostics
macrozheng
macrozheng
Nov 4, 2026 · Backend Development

Arthas 4: JDK 25 Support, Wall-Clock Flame Graphs & AI-Assisted Java Diagnostics

This article explores Arthas 4's major upgrades including JDK 25 support, wall-clock flame graphs for wait-time analysis, and an MCP Server enabling AI-assisted diagnostics via natural language, with practical command examples for thread analysis, method tracing, and heap dumping.

AI-assisted debuggingArthasJDK 25
0 likes · 19 min read
Arthas 4: JDK 25 Support, Wall-Clock Flame Graphs & AI-Assisted Java Diagnostics
Su San Talks Tech
Su San Talks Tech
Oct 31, 2026 · Backend Development

Arthas 4: Live JVM Diagnostics with AI-Powered Flame Graphs

This article provides a comprehensive technical review of Arthas 4, the latest major release of Alibaba's Java diagnostic tool, covering its core capabilities, new JDK 25 support, wall-clock flame graphs, MCP Server for AI-assisted diagnostics, and practical usage scenarios with code examples.

AI-assisted debuggingArthasFlame Graph
0 likes · 18 min read
Arthas 4: Live JVM Diagnostics with AI-Powered Flame Graphs
Architect's Tech Stack
Architect's Tech Stack
Oct 14, 2026 · Backend Development

Arthas 4 + AI: 29 JVM Diagnostic Commands Now Automated via MCP

Arthas 4 introduces an experimental MCP Server module that wraps its 29 diagnostic commands as AI-callable tools via JSON-RPC 2.0 over StreamableHTTP, enabling AI-assisted JVM troubleshooting (e.g., CPU 98% analysis) while preserving bytecode instrumentation; configuration, tool categories, security caveats, and a real-world debugging walkthrough are detailed.

AI-assisted debuggingArthasJVM diagnostics
0 likes · 12 min read
Arthas 4 + AI: 29 JVM Diagnostic Commands Now Automated via MCP
Open Source Tech Hub
Open Source Tech Hub
Aug 6, 2026 · Backend Development

How We Resolved an ERP Inventory Oversell After DeepSeek’s Price Hike Using Seed Evolving

This article documents a real online incident where a delayed payment after order closure caused an inventory oversell, explains the root‑cause analysis of four concurrency flaws, and shows how the Seed Evolving AI model was used to diagnose, design, and implement a low‑cost, repeatable fix.

AI-assisted debuggingDeepSeekSeed Evolving
0 likes · 12 min read
How We Resolved an ERP Inventory Oversell After DeepSeek’s Price Hike Using Seed Evolving
Su San Talks Tech
Su San Talks Tech
Jun 8, 2026 · Backend Development

Building an Enterprise Log MCP: A Hands‑On Guide

The article explains why AI alone cannot reliably analyze logs, proposes wrapping an enterprise Loki or Elasticsearch log system with a custom MCP that separates discovery and query layers, discusses transport and authentication choices, provides complete Python implementation, and shares three production lessons to ensure safe, scalable log querying.

AI-assisted debuggingElasticsearchLogQL
0 likes · 24 min read
Building an Enterprise Log MCP: A Hands‑On Guide