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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?
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Tutorials·5 min
Trae MCP Plugin for FoxTable in Action: AI Builds a Complete Business System in 4 Minutes
Learn how a custom MCP plugin connects Trae AI IDE with FoxTable, using knowledge bases and prompt engineering to build a complete business system in 4 minutes.
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Product Reviews·4 min
Kimi OK Computer Hands-On Review: In-Depth Evaluation of AI Agent Performance Across Four Scenarios
In-depth hands-on review of Kimi's AI Agent 'OK Computer' across website building, data analysis, audio picture books, and PPT creation. Can an agent with 20+ built-in tools truly do your work?
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Deep Dives·3 min
NVIDIA Fleet Intelligence Explained: Real-Time Monitoring and Intelligent Optimization for GPU Clusters
Deep dive into NVIDIA Fleet Intelligence for GPU clusters: real-time visualization, AI anomaly detection, utilization optimization, and energy management to boost large-scale GPU infrastructure efficiency.
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Tutorials·3 min
Claude Code Advanced Tutorial: Subagent Parallel Processing, MCP Tool Integration & Skills Automation
Deep dive into three advanced Claude Code features: Subagent parallel processing, MCP protocol for external tools like Playwright, and Skills for workflow automation. Includes practical examples.
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Tech Frontiers·2 min
Codex CLI 0.128.0 Released: /goal Command Enables Automatic Looping Until Objective is Complete
OpenAI Codex CLI 0.128.0 introduces the /goal command, enabling autonomous looping until objectives are met or token budgets are exhausted. Analysis of its Ralph Loop implementation and safety controls.
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Tutorials·2 min
Simon Willison's Full Process of Fixing a Datasette Map Bug with GPT-5.5 + Codex
Datasette creator Simon Willison debugged an OpenStreetMap display issue, uncovering CAPTCHA and Referrer-Policy conflicts, then built a plugin fix using GPT-5.5 and Codex.
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Tutorials·4 min
Gemini CLI + Kali Linux in Practice: A Complete Guide to AI-Automated Penetration Testing
Complete guide to Kali Linux 2025.3 with Gemini CLI integration for AI-automated penetration testing using natural language to drive Nmap, Nikto, and more.
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Research·4 min
Continual Harness: AI Automatically Builds Scaffolding to Beat Pokémon RPGs
Princeton and Google DeepMind propose Continual Harness, enabling LLM agents to automatically build and optimize scaffolding to beat multiple Pokémon RPGs without human intervention, cutting costs by 40%.
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Tutorials·4 min
Anthropic's Official Agent Building Guide: A Complete Breakdown of Workflows vs. Agents
Deep dive into Anthropic's Building effective agents guide: workflow vs. agent distinctions, the technical selection pyramid, and framework pitfalls for building efficient LLM agents.
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Product Reviews·3 min
A Comprehensive Guide to the OpenAI Codex APP: Feature Breakdown and the New Paradigm of AI Programming
Deep dive into OpenAI Codex desktop app: real-time task management, Skills system, MCP protocol integration, Work Trees isolation, and automated tasks reshaping developer workflows.
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Product Reviews·4 min
ZCF Zero-Config Code Flow Tool: Essential for Claude Code and Codex Developers
ZCF (Zero-Config Code Flow) is an open-source zero-config workflow tool for Claude Code and Codex with ~6000 GitHub Stars. Learn its architecture, features, and how it solves AI coding integration challenges.
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Product Reviews·3 min
Rovo Agent: 20 Million Free Tokens Daily, #1 on SWE-bench AI Coding CLI Tool
Rovo Agent is Atlassian's AI coding CLI tool offering 20M free Claude 4 Sonnet tokens daily, ranked #1 on SWE-bench. Learn about its adaptive memory system, installation, and hands-on experience.
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Tutorials·3 min
Gemini CLI WebUI Installation & Usage Guide: A Free AI Coding Assistant with a Graphical Interface
Complete guide to installing and using Gemini CLI UI, an open-source web interface for Google's free Gemini CLI with multi-project management, mobile access, and background execution.
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Tech Frontiers·4 min
IBM Think 2025 Deep Dive: Rising Hallucination Rates in Reasoning Models and OpenAI's Acquisition of Windsurf
Deep dive into IBM Think 2025's Generative Computing and Granite 4, why reasoning model hallucination rates are rising, and OpenAI's $3B Windsurf acquisition strategy.
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Tutorials·2 min
Dify Java Client: Best Practices for Integrating AI into Java Projects
dify-java-client is an open-source Java client library for integrating Dify's generative AI capabilities. It supports chat, text generation, workflows, and knowledge base APIs with streaming responses and type-safe wrappers for enterprise scenarios.
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Product Reviews·3 min
Dify-Chat: An Open-Source AI Application Management Platform Built on Dify API
Dify-Chat is an open-source platform built on the Dify API supporting Chatflow, Workflow, deep thinking visualization, chart rendering, and more to help developers quickly deploy AI application interfaces.
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Deep Dives·3 min
Claude Code Source Code Leak Revealed: Seven Core Mechanisms of the Harness Architecture Explained
Deep analysis of the Claude Code source code leak, revealing seven core mechanisms of its Harness architecture including context management, tool call orchestration, and state tracking for AI Agent developers.
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Tutorials·4 min
Agentic RAG Practical Guide: The Complete Evolution from Traditional RAG to Agent-Based Retrieval
Deep dive into Agentic RAG vs traditional RAG, with ChatPDF case study and LangChain code walkthrough covering tool design, multi-turn iteration, and autonomous decision-making for LLM engineers.
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Expert Opinions·3 min
Sam Altman in Conversation with Garry Tan: How OpenAI and YC Are Co-Shaping the AI Startup Ecosystem
Sam Altman and YC President Garry Tan discuss the convergence of OpenAI's foundation models and YC's startup ecosystem, revealing key signals about the next phase of AI entrepreneurship.
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