#retrieval-augmented generation
231 related articles
Deep Dives
memU Memory Framework Explained: Unify…
·3 min
memU Memory Framework Explained: Unifying Multi-Modal Agent Memory with a File System
Deep dive into the memU open-source memory framework: how it organizes Agent memory as a file system with three-layer semantic abstraction, dual-loop collaboration, and two retrieval modes.
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Tutorials
AI Programming in Practice: A Complete…
·3 min
AI Programming in Practice: A Complete Breakdown of Building a Website from Scratch in 7 Days
A developer used Claude Code and DeepSeek to build and deploy a complete website from scratch in 7 days. 99% AI-written code, AI-generated data, with full process breakdown and cost analysis.
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Tutorials
The Complete Guide to Spring AI: A Ful…
·3 min
The Complete Guide to Spring AI: A Full Learning Path for Java Engineers Building AI Applications
A comprehensive guide to Spring AI covering LLM integration, prompt engineering, RAG knowledge bases, and five AI Agent patterns, with three enterprise projects for Java engineers.
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Tutorials
AI Agent Learning Roadmap: From Beginn…
·3 min
AI Agent Learning Roadmap: From Beginner to Enterprise-Level Development in Three Months
A detailed three-month AI Agent learning roadmap covering LLM basics, ReAct paradigm, LangChain, memory mechanisms, tool calling, and multi-agent collaboration with practical project suggestions.
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Tutorials
Harness Engineering: A Practical Guide…
·3 min
Harness Engineering: A Practical Guide to AI Programming — From Prompts to Mastery
Explore the three stages of AI programming evolution: from Prompt Engineering to Context Engineering to Harness Engineering. Master enterprise-grade AI coding with Cloud Code + VS Code.
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Tutorials
Claude Code: 19 Essential Commands Exp…
·3 min
Claude Code: 19 Essential Commands Explained with Practical Tips to Avoid Common Pitfalls
A deep dive into 19 essential Claude Code commands across conversation management, settings, utilities, permissions, and plugins, plus a golden workflow to double your dev productivity.
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Tech Frontiers
OpenAI Partners with Brazilian Media G…
·2 min
OpenAI Partners with Brazilian Media Giants Grupo Folha and Grupo UOL for Content Collaboration
OpenAI partners with Brazil's Grupo Folha and Grupo UOL to integrate quality Portuguese news into ChatGPT, emphasizing attribution and transparency in its latest global media expansion.
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Product Reviews
How to Choose an AI Coding Tool? Stop …
·2 min
How to Choose an AI Coding Tool? Stop Chasing the Latest — Stable and Sufficient Is the Way to Go
How should developers rationally choose AI coding tools amid constant model updates? This article analyzes the pitfalls of chasing the latest, compares tools like Cursor and Kiro, and offers a cost-effective, stable AI-assisted coding strategy.
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Tutorials
Cursor Multi-Agent Workflow: A Practic…
·3 min
Cursor Multi-Agent Workflow: A Practical Guide to Main Thread & Grunt Collaboration
Learn the Cursor "Main Thread & Grunt" multi-agent workflow: use a high-tier model for complex tasks and a low-tier model for simple tasks in parallel to maximize AI coding efficiency.
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Industry Insights·3 min
How Jane Street Built a Custom AI Programming Toolchain for OCaml
Jane Street's AI team details how they built a custom LLM toolchain for OCaml, covering workspace snapshot training data, RL with code evaluation, and the AID editor architecture.
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Tutorials
Open-Source MCP Tool: A Definitive Sol…
·2 min
Open-Source MCP Tool: A Definitive Solution to AI Coding Hallucinations
Explore the open-source MCP tool with 20K+ GitHub Stars that eliminates AI coding hallucinations by fetching real-time official docs for Cursor and VS Code.
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Tutorials
PyCharm AI Assistant Deep Dive: Local …
·2 min
PyCharm AI Assistant Deep Dive: Local Completion, Edit Mode & Practical Tips
Explore PyCharm AI Assistant's new features: free local AI completion, cloud-powered generation, Chat & Edit modes, and context management tips for Python developers.
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Tutorials
Five Core Capabilities of GitHub Copil…
·2 min
Five Core Capabilities of GitHub Copilot's MCP Integration in JetBrains
Deep dive into GitHub Copilot's MCP integration in JetBrains IDEs: Agent Mode, Sampling model scheduling, MCP Prompts, Resources context injection, and Elicitation structured dialogue guidance.
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Product Reviews
Context Mode: How One MCP Plugin Cured…
·3 min
Context Mode: How One MCP Plugin Cured AI Coding Assistants' Amnesia
Context Mode solves AI coding assistants' context amnesia via sandbox isolation, session continuity tracking, and code-thinking philosophy—compressing context consumption by 99% and earning 9,700 Stars in two months.
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Tutorials
6 Must-Have MCP Plugins to Supercharge…
·3 min
6 Must-Have MCP Plugins to Supercharge Your Claude Code Productivity
6 must-have Claude Code MCP plugins: File System, Structured Thinking, GitHub, Chrome DevTools, Context7, and Memos—build a complete AI programming workflow.
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Tutorials·3 min
LangGraph Multi-Agent Architecture: Graph Structure Principles and Enterprise-Level Implementation Guide
Deep dive into LangGraph's core graph structure design, single and multi-agent collaboration patterns, MCP protocol integration, and Time Travel fault-tolerance, with enterprise-level hybrid multi-agent architecture implementation.
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Tutorials·3 min
LangGraph Multi-Agent Architecture: Core Principles and Enterprise-Level Implementation Guide
Deep dive into LangGraph multi-agent architecture covering Graph structure principles, MCP service integration, Time Travel debugging, and supervised multi-agent enterprise implementation patterns.
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Product Reviews·3 min
WaLiCode v0.2.0: Indie AI IDE Adds Multi-Project Chat and Task Decomposition
Indie developer releases AI IDE WaLiCode v0.2.0 with multi-project chat, task decomposition mode, and Ollama local model support, addressing pain points in mainstream AI IDEs.
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Tutorials·3 min
Building a Financial Report Analysis AI Agent with Cursor + Skills: A Step-by-Step Tutorial from Scratch
A hands-on tutorial for building a financial report analysis AI Agent from scratch using Cursor editor, Skills definitions, and MiniMax M2.1. Covers setup, architecture, Skills methodology, and multi-language programming.
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Research·3 min
110K PRs Tested: Which of 5 AI Coding Agents Is Most Reliable?
Empirical study of 110K open-source PRs comparing 5 AI coding agents (GitHub Copilot, Claude Code, Devin) on merge rates, code survival, and long-term maintainability—revealing AI code's 50% one-year survival rate.
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