#Claude Code memory layer
981 related articles
Product Reviews·1 min
Qwen3.6 27B: Real-World Testing of Three Unconventional Quantized Models — Code Performance +15.8PP, 40B Distillation, 16GB Adaptation
Real-world comparison of three community-built Qwen3.6 27B variants: OmniMerge V4 with +15.8pp code gains, 40B OPUS distilled for roleplay, and a 16GB-optimized version for limited VRAM.
Read more →
Product Reviews·2 min
GitHub Copilot CLI In-Depth Review: A Free Terminal Coding Agent Powered by Claude Sonnet
In-depth review of GitHub Copilot CLI public preview: a free terminal coding agent powered by Claude Sonnet with no rate limits, tested against Claude Code across four real coding tasks.
Read more →
Deep Dives·2 min
Does Claude Code Save Your Code? A Complete Privacy Policy Breakdown
Deep dive into Claude Code's privacy policy: data storage duration, model training usage, comparison with Cursor and GitHub Copilot, plus practical privacy tips for developers.
Read more →
Product Reviews·2 min
Deep Dive into 14 AI Coding Agents Recommended by DeepSeek: A Complete Selection Guide
In-depth analysis of 14 AI coding agents and personal AI assistant tools from DeepSeek's official Awesome DeepSeek Agent list, covering terminal, IDE, and IM scenarios with selection advice.
Read more →
Tutorials·2 min
Beginner's Guide to Claude Code and Codex: Complete API Configuration with CC Switch
Detailed guide to Claude Code, Codex, and Cursor AI programming tools with step-by-step CC Switch setup for unified third-party API management at lower cost.
Read more →
Tech Frontiers·2 min
OpenAI Codex 2.0 Deep Dive: Five Core Upgrades for the AI Programming Agent
Deep analysis of OpenAI Codex 2.0: new computer use, image generation, long-term memory capabilities, evolving from code completion to a full-stack development agent. Covers pricing and developer impact.
Read more →
Tutorials·2 min
Codex Computer Use Tutorial: Let AI Automatically Control Your Computer to Complete Tasks
A detailed guide to OpenAI Codex's new Computer Use feature: setup, configuration, and practical demos including AI-controlled app launching and commanding Cursor to create projects, plus privacy tips.
Read more →
Tutorials·2 min
Agent Cowork Setup Guide: A Zero-Cost AI Desktop Assistant Walkthrough
Agent Cowork is a zero-cost AI desktop assistant built on Claude-Cowork, powered by Nvidia's free API. Learn the 3-step setup and see real-world use cases.
Read more →
Tutorials·2 min
Claudia Open-Source Desktop GUI Tool: A Complete Guide to Visual Management for Claude Code
Claudia is an open-source desktop GUI for Claude Code with visual project management, custom agents, cost tracking, and MCP Server management. Full guide on features, architecture, and setup.
Read more →
Deep Dives·4 min
What Is Playground Skill? How HTML Interaction Solves the Pain Points of AI Coding Communication
How Playground Skill uses HTML interactive interfaces to solve the pain points of natural language limitations in AI coding. Comparing traditional text-only modes with the new two-way interaction paradigm for Coding Agents.
Read more →
Product Reviews·3 min
Manus Review: A Deep Dive Comparing It to MetaGPT to Reveal the True Capabilities of This AI Agent
A deep review of Manus AI Agent across technology, product, and marketing dimensions, compared with MetaGPT. Core capabilities overlap by 90%+. Is it innovation or packaging?
Read more →
Product Reviews·4 min
Manus Hands-On Review: One Prompt to Build a Snake Game — What AI Agents Can Really Do
Hands-on Manus AI Agent review: generate a playable Snake game and physics animation site with one prompt. Covers registration, how it differs from ChatGPT, cloud execution, and current limitations.
Read more →
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.
Read more →
Product Reviews·4 min
MiniMax AI Agent Review: Testing 3 Real-World Scenarios with This Free AI Agent
In-depth MiniMax AI Agent review: tested across business plans, research reports, and PPT creation. Powered by MiniMax M1 with 1M token context. Free to start.
Read more →
Tutorials·3 min
Building an AI Workstation: A Layered Tool Strategy and Physical Isolation Guide
A practical guide to building an AI workstation: physical isolation with vertical screens, pyramid tool layering (Doubao/Trae/Claude/GPT-4), and real Token cost breakdowns to maximize AI workflow efficiency on a budget.
Read more →
Tech Frontiers·3 min
Why Did OpenAI's $3B Windsurf Acquisition Fall Apart? Microsoft's Veto and Google's $2.4B Lightning Grab
OpenAI's $3B Windsurf acquisition collapsed over a Microsoft IP-sharing clause. Google then swooped in with a $2.4B acqui-hire. A deep dive into the AI giants' power struggle.
Read more →
Deep Dives·3 min
98 Expert Agents Working in Concert: A Deep Dive into an Open-Source Multi-Agent Orchestration Framework
Deep dive into a trending open-source multi-agent framework with 98 expert agents, swarm orchestration, HNSW vector memory, autonomous learning, and Agent Federation for distributed collaboration.
Read more →
Product Reviews·3 min
CowAgent Open-Source AI Agent Deep Dive: The Super Intelligent Assistant with 44K GitHub Stars
A deep dive into CowAgent, the 44K-star open-source AI Agent on GitHub. Supports WeChat, WeCom, Feishu, and more, with DeepSeek, GPT-4o, Claude compatibility and full Agent capabilities.
Read more →
Product Reviews·3 min
mcproc: A Deep Dive into the MCP-Based AI Agent Process Management Server
mcproc is a Rust-based MCP server that gives AI agents background process management capabilities. This article covers its architecture, use cases, and value in the AI toolchain ecosystem.
Read more →
Product Reviews·5 min
AnythingLLM Review: The Complete Guide to Local Deployment of This Open-Source AI Knowledge Base Platform
In-depth review of AnythingLLM open-source AI platform: local deployment, RAG document Q&A, multi-model switching, and more. How does this 59K+ star GitHub project deliver privacy-first AI? Includes comparison with PrivateGPT and Open WebUI.
Read more →