#long-running tasks
38 related articles
Tutorials·3 min
LangGraph + MCP in Practice: A Deep Dive into Agent Architecture and the MCP Protocol
Deep dive into MCP (Model Context Protocol) core principles and practical applications, covering agent capabilities, MCP architecture, ERP integration, and building agents with LangGraph.
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Tutorials·3 min
LangGraph + MCP in Practice: A Deep Dive into Agent Architecture and the MCP Protocol
Deep dive into the MCP protocol's core principles and practical applications, covering agent capabilities, MCP architecture, ERP integration, and building agents with LangGraph.
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Product Reviews·2 min
Claude Code v2.1.144 Update: Background Resume Support and Comprehensive Stability Improvements
Claude Code v2.1.144 adds background task Resume support, unifies Usage Credits naming, and fixes network errors, startup lag, and long session display issues for improved stability.
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Tech Frontiers·3 min
Windsurf Rebrands as Devin Desktop: A Complete Breakdown of the Multi-Agent Collaborative IDE Platform
Windsurf rebrands as Devin Desktop with Agent Command Center for multi-agent management, open-source ACP protocol, and a Rust-rewritten local Agent. Full breakdown of the upgrade and platform strategy.
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Industry Insights·4 min
Deep Dive into Claude Code's Open-Source Architecture: Six Core Design Principles and Engineering Practices Revealed
Deep analysis of Claude Code's open-source architecture: six core design principles including dual-loop mechanism, seven-step tool pipeline, four-layer token compression, multi-agent collaboration, and memory systems.
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Tech Frontiers·3 min
Claude Code Source Code Leak: Full Roadmap for Opus 4.7 and Mythos 5 Exposed
Anthropic suffers a major code leak exposing 500K+ lines of Claude Code source, unreleased Opus 4.7, Sonnet 4.8, Mythos 5 models, 44 hidden feature flags, and the full product roadmap.
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Tutorials
Spring AI + MCP Protocol in Practice: …
·3 min
Spring AI + MCP Protocol in Practice: Tool Calling, Security Authentication, and Enterprise Deployment
Deep dive into Spring AI and MCP protocol integration, covering tool calling, OAuth security, horizontal scaling, and context optimization for enterprise AI Agent services.
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Tech Frontiers·2 min
Opus 4.8 Lands on Cosmos: Breaking Down Its Long-Running Autonomous Task Execution
Claude Opus 4.8 launches on Cosmos with multi-hour autonomous task execution, end-to-end ticket-to-PR workflows, and deep Linear/Sentry integration, marking a new era for AI coding assistants.
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Tutorials
Complete Guide to Building Claude MCP …
·2 min
Complete Guide to Building Claude MCP Services: From Local Development to Remote Deployment
Complete guide to MCP server setup: FastMCP local development, Claude CLI registration, STDIO vs HTTP communication modes, and Docker containerized remote deployment for AI-callable tool services.
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Deep Dives
Claude Opus vs. Sonnet vs. Haiku: How …
·2 min
Claude Opus vs. Sonnet vs. Haiku: How to Choose the Right Model
Compare Anthropic's Claude Opus, Sonnet, and Haiku models across intelligence, speed, and cost. Practical selection guide with multi-model routing strategies.
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Product Reviews
UnityMCP 1.0 Hands-On Review: Generate…
·3 min
UnityMCP 1.0 Hands-On Review: Generate Unity3D Games with a Single Sentence Using AI
Detailed review of UnityMCP 1.0 plugin covering installation, core features, and real-world results. This MCP plugin integrates directly into Unity Editor, enabling automatic scene building, scripting, and component attachment via natural language.
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Product Reviews·3 min
Deep Dive into the Codex Chrome Extension: How an AI Coding Assistant Breaks Beyond the Code Editor
OpenAI launches a Codex Chrome extension enabling automated actions on authenticated websites. Deep analysis of its capabilities, security design, CLI improvements, and plugin ecosystem evolution.
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Product Reviews·3 min
OpenHands Deep Dive: How an Open-Source AI Coding Agent is Redefining Software Development
Deep dive into OpenHands, an open-source AI coding agent platform covering architecture design, sandboxed code execution, and multi-tool orchestration, compared with Copilot, Devin, and more.
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Tutorials·3 min
MCP Protocol Explained: The New Agent Communication Standard Replacing Function Calling
Deep dive into MCP (Model Context Protocol): its core concepts, three communication mechanisms, and ecosystem. Learn how MCP replaces Function Calling with Streamable HTTP and SDK 2.0.
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Tutorials·2 min
Five Core Differences Between Claude Code and Traditional AI Chat Tools
Compare Claude Code vs traditional AI chat tools like ChatGPT across 5 dimensions: interaction, context, execution, memory, and tool invocation to decide if this AI coding assistant is right for you.
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Tech Frontiers
Google Anti-Gravity 2.0 Explained: The…
·1 min
Google Anti-Gravity 2.0 Explained: The Multi-Agent Development Platform Replacing Gemini CLI
Google Anti-Gravity 2.0 officially replaces Gemini CLI with a desktop app, CLI terminal, and SDK. Powered by Gemini 3.5 Flash, it supports multi-Agent parallel collaboration and one-click Managed Agents deployment.
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Product Reviews
Mistral Vibe: Free Open-Source Termina…
·2 min
Mistral Vibe: Free Open-Source Terminal AI Coding Assistant — A Claude Code Alternative
Mistral Vibe is an open-source, free terminal AI coding agent by Mistral with sub-agents, async processing, and Slash commands — a powerful Claude Code alternative for developers.
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Deep Dives·4 min
A2A Protocol Explained: Complementing MCP to Build a Standard Communication Layer for Multi-Agent Collaboration
Deep dive into Google's A2A protocol core mechanisms (Agent Card, Task, Transport), comparing A2A vs MCP roles, and tracing the evolution from tool calling to multi-agent team collaboration.
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