#layered memory
528 related articles
Tutorials·3 min
Java Full-Stack Beginner's Guide: Application Domains, Three Major Platforms & Learning Path Explained
A beginner's Java full-stack guide covering Java's origins, real market position, enterprise server-side strengths, Java SE/EE/ME platforms, and a complete learning path from basics to full-stack.
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Tutorials·3 min
110 Hands-On Embedded Linux Projects: From Beginner to High-Paying Driver Development
A complete hands-on checklist of 110 embedded Linux projects covering audio/video, Rockchip platforms, smart home, and driver development — with clear learning paths from beginner to high-paying roles.
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Tutorials·4 min
Credit Settlement for AI Async Tasks: Deduct First or Complete First?
Analyze correct timing for AI async task credit settlement. Compare deduct-on-submit vs. Webhook callback approaches with a pre-freeze + callback confirmation implementation for fair SaaS billing.
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Product Reviews·3 min
Mavis Hands-On Review: Multi-Agent Collaboration vs. Single Agent — A Comprehensive Comparison in Academic Research and Web Development
In-depth review of Mavis multi-agent platform across academic retrieval, literature review, and web development. Multi-agent mode significantly outperforms single agents in accuracy and reliability.
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Tutorials·4 min
Gemini CLI In-Depth Review: Real-World Experience and Tips for a Free AI Coding Tool
In-depth review of Google's open-source Gemini CLI: free tier analysis, comparison with Claude Code & Cursor, real project testing, configuration tips, and open-source architecture insights.
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Tutorials·3 min
OpenClaw Advanced Guide: Model Selection, Memory Restructuring & Gateway Auto-Repair
Deep dive into OpenClaw advanced techniques: Claude Opus 4.6 vs GPT-5.2 model selection, topic-based memory splitting with LanceDB vectorization, Codex deep search integration, and systemd + Claude Code Gateway auto-repair.
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Tutorials·4 min
Claude Code Keeps Forgetting Everything? Build an AI Project Manager with 3 Documents and 4 Commands
Fix Claude Code's amnesia problem. Use 3 documents and 4 slash commands to transform AI from a stateless code assistant into a project manager with memory, boosting efficiency 13x.
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Industry Insights·3 min
MCP Isn't Dead! Anthropic's Two Power Moves Cut Costs by 85% + 12 Agentic Patterns Fully Explained
Deep dive into MCP's cloud repositioning strategy, how Anthropic cuts token costs by 85% with Tool Search and code sandboxes, and 12 Agentic patterns for production-grade AI Agents.
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Tutorials·3 min
Claude Code MCP Server Tutorial: Project-Level vs Global-Level Configuration Guide
Complete guide to adding MCP Servers to Claude Code in VSCode, covering stdio and HTTP connections, plus project-level vs global-level configuration with step-by-step instructions.
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Tutorials·4 min
Claude Code Installation & Configuration Pitfall Guide: From Environment Setup to Running Your First Command
Complete Claude Code installation guide covering Node.js setup, Git Bash config, network proxy settings, and API key management to help developers avoid common pitfalls.
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Deep Dives·3 min
CodeRAG Technical Deep Dive: Four Core Components That Help AI Truly Understand Your Codebase
Deep dive into CodeRAG's four core technologies: vector similarity search, file system tools, Code Knowledge Graph (CKG), and DeepWiki — how they work together to help AI coding assistants truly understand enterprise codebases and eliminate hallucinations.
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Tutorials·3 min
Building an AI Behavior Tree from Scratch: Python Window Capture Module Development Log
Detailed development log of a window capture module for an AI behavior tree game automation project, covering Python environment setup, OOP refactoring, and modular architecture design.
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Tutorials·3 min
35 Lines of Prompts Let Codex Auto-Optimize Your Workflow — Reposted by OpenAI's President
An OpenAI employee used just 35 lines of prompts to have Codex analyze 30 days of work history, identify repetitive tasks, and generate reusable automated Skills. Combined with screen reading and long-term memory, Codex is becoming a proactive workflow optimization agent.
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Tech Frontiers·2 min
OpenAI Voice Hackathon: 4 Real-Time Voice AI Projects Built in Just 6 Hours
OpenAI hosted Voice Hack Night where teams built 4 real-time voice agent projects in 6 hours. Deep analysis of technical challenges, use cases, and developer ecosystem trends in real-time voice AI.
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Industry Insights·2 min
Sam Altman's Three AGI Visions: From Scientific Breakthroughs to Personal AI Assistants
Sam Altman shares OpenAI's three strategic directions: AGI accelerating research, partnering with YC to empower startups, and building personal AGI assistants. A deep analysis of OpenAI's complete AGI deployment path.
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Tutorials·2 min
Orchestrating AI Agents as State Machines: Stop Being a Human Confirmation Button
Explore the next evolution of AI coding: applying CI/CD engineering practices to orchestrate Agents as state machines with YAML templates, Gates, and Dashboards for autonomous multi-Agent progression.
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Tutorials·2 min
Harness Engineering Deep Dive: Multi-Level Memory and Multi-Agent Collaborative Development in Practice
Deep dive into Harness Engineering: deconstructing Claude Code's multi-level memory, defense-in-depth, Hermes Agent autonomous evolution, and multi-Agent collaboration for industrial-grade AI development.
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Tech Frontiers·3 min
Generic Agent: A Self-Evolving AI Agent Built with Just 3,000 Lines of Code
Generic Agent builds a self-evolving AI agent with just 3,000 lines of code, 9 atomic tools, and a five-layer memory architecture — using only one-sixth the tokens of competitors.
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Tutorials·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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Industry Insights·2 min
EU Energy Regulation Controversy: The Tug-of-War Between Climate Policy and Tech Productivity
EU AC restrictions spark backlash from tech workers over lost sleep and productivity. Explore how smart climate control and high-efficiency cooling can balance climate goals with human well-being.
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