#layered memory
536 related articles
Tutorials·3 min
Getting Started with J Language Module System: Differences Between import and load, Plus Multi-File Project Practice
Learn J language's module system: differences between import and load, main function definition, type-safe print with unified % placeholder, constant binding syntax, and custom import paths for multi-file projects.
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Tutorials·2 min
Harness Engineering Explained: A Guide to Building a Four-Step Closed-Loop AI Agent Work System
A deep dive into the Harness Engineering four-step closed-loop principle (Goal, Action, Verification, Memory), clarifying its relationship with Prompt Engineering, Context Engineering, and MCP.
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Tutorials·4 min
Windsurf Credits Refill Guide: Complete Tutorial on Spark Multi-Account Management & Card Binding Upgrade
Complete tutorial on using Spark tool for Windsurf credit refills, covering multi-account switching, card binding Pro upgrade, prompt rules, plugin installation & activation with security tips.
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Tutorials·4 min
Harness Engineering in Practice: A Three-Layer Architecture for Taming AI Agent Development
A detailed guide to Harness Engineering's three-layer architecture for controlling AI Agent code generation quality, covering the Information, Constraint, and Automation layers with practical setup and pitfall avoidance tips.
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Product Reviews·4 min
Coze Space vs Manus: Hands-On Comparison — Which AI Agent Automation Tool Is Better?
Hands-on review of Coze Space with real-world tests including enterprise analysis reports and stock comparisons, plus a full comparison with Manus to see which AI Agent automation tool comes out on top.
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Tutorials·4 min
NCCL Inspector Explained: Real-Time GPU Cluster Communication Monitoring with Prometheus Integration
Deep dive into NVIDIA NCCL Inspector for real-time GPU cluster communication monitoring with Prometheus integration, covering straggler detection, alerting, and Grafana visualization for distributed training optimization.
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Deep Dives·3 min
The Truth About AI Writing Code: Can It Actually Program? A Complete Breakdown
Can AI really program? This article explains how LLMs generate code through massive training and pattern matching, and analyzes the true capabilities and limitations of AI coding tools.
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Tutorials·2 min
OpenClaw Multi-Agent Development in Practice: A Complete Guide to Building Multi-Agent Applications from Scratch
A hands-on tutorial for multi-Agent development with the OpenClaw framework, covering framework selection, Agent creation, tool invocation, LLM configuration, orchestration, and deployment.
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Product Reviews·4 min
Hugging Face Transformers: Deep Dive into the 160K-Star Open Source AI Model Framework
Deep dive into Hugging Face Transformers: architecture, multimodal support, ecosystem, and trends. Learn how this 160K-Star project became essential for AI 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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Tech Frontiers·4 min
130K Stars! CLAUDE.md Distilling Karpathy's Insights Takes GitHub by Storm
GitHub project andrej-karpathy-skills earned 130K Stars with a single CLAUDE.md file, converting Karpathy's LLM coding pitfall insights into AI behavioral guidelines for Claude Code.
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Product Reviews·4 min
Cursor vs Claude Code Real-World Comparison: Who Wins at Analyzing a 40K-Line Java Project?
Real-world comparison of Cursor vs Claude Code analyzing a 20-40K line Java project with identical models and prompts, testing code analysis, design pattern recognition, and test coverage assessment.
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Tech Frontiers·3 min
Trump Arcade Game Appears at Washington War Memorial: An Absurd Experiment in Pixel Politics
Three Trump pixel-art arcade cabinets appeared near a DC war memorial. The game Operation Epic Furious features absurd political themes and surprisingly high quality, sparking viral discussion.
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Tech Frontiers·2 min
GitHub Copilot Desktop App Released: How Agent Programming Is Reshaping the Development Workflow
GitHub Copilot launches a standalone desktop app with session-driven Agentic development. JetBrains gains CLI Agent capabilities. Deep analysis of Copilot's layered architecture strategy.
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Product Reviews·3 min
GPT-OSS 120B Local Deployment Review: Comprehensive Comparison with O4 Mini on Code Generation and Reasoning
Hands-on review of OpenAI's first open-weight reasoning model GPT-OSS 120B, locally deployed via Ollama, benchmarked against O4 Mini on code generation, reasoning, and UI design.
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Tutorials·3 min
FastAPI Beginner's Guide: Four Core Advantages and ASGI Architecture Explained
Deep dive into FastAPI's four core advantages: high-performance async IO, type hints, automatic API docs, and ease of use. Learn the CGI to WSGI to ASGI protocol evolution.
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Tech Frontiers·2 min
Claude Code Web Launch: Parallel Programming and Haiku 4.5 Multi-Model Collaboration in Practice
Anthropic launches Claude Code Web with browser and mobile coding, plus Haiku 4.5 at 1/3 the cost of flagship models. Parallel tasks, multi-model collaboration, and seamless cloud-to-local workflows.
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Tutorials·3 min
Codex Desktop Pet in Practice: Building a Talking AI Sprite from Scratch
How to build a personalized AI desktop pet with OpenAI Codex and TTS voice cloning — covering character design, voice cloning, interaction development, and practical troubleshooting.
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Research·3 min
MEMOIR: Solving AI Agent Memory Management with Git Version Control
MEMOIR is an open-source tool bringing Git version control to AI Agent memory management, with branching, rollback, semantic paths, and visualization to solve context pollution and memory drift.
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Tech Frontiers·2 min
Amazon Alexa Plus Comes to Amazon.com: How an AI Shopping Assistant Is Reshaping E-Commerce
Amazon integrates LLM-powered Alexa Plus into Amazon.com with Alexa for Shopping. Deep analysis of its strategic significance, technical evolution, and impact on e-commerce.
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