#agentic loop
468 related articles
Deep Dives·3 min
From Copilot to Agentic AI: Understanding AI's Evolution Through Four Stages
A systematic breakdown of AI's four-stage evolution from Chat Mode to Agentic AI, covering multi-agent architectures, ReAct framework, and MCP protocol.
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Product Reviews·2 min
Notion MCP Challenge Winners Breakdown: AI Agents Redefine Note-Taking Tools
Deep dive into the three Notion MCP Developer Challenge winners: Note Runway, Deaf Notion, and Relay. See how AI Agents integrate with Notion via MCP to transform note-taking into an AI knowledge hub.
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Product Reviews·2 min
Cursor vs Claude Code vs Windsurf: Hands-On Comparison — Which One Is Worth Your Money?
Hands-on comparison of Cursor, Claude Code, and Windsurf across code quality, dev speed, security, and value — find your ideal AI coding assistant.
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Tutorials·3 min
From Traditional RAG to Agentic RAG: Principles Compared and Enterprise-Grade Implementation Guide
Deep dive into traditional RAG limitations and Agentic RAG upgrades, with ChatBox source code analysis covering core tool design, intelligent decision flows, and LangGraph implementation for enterprise deployment.
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Tutorials·3 min
Complete Guide to Connecting Claude Code with DeepSeek-V4
Complete guide on connecting DeepSeek-V4 to Claude Code, covering Node.js installation, environment variable configuration, model mapping, and real-world coding tests for a near-premium AI programming experience with open-source models.
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Product Reviews·3 min
Trae SOLO 2.0 Deep Dive: Generating a ChatGPT Website with a Single Sentence — How Well Does It Work?
Hands-on test of Trae SOLO 2.0's zero-code development: generating a ChatGPT-like website from a single sentence. Detailed review of requirements generation, auto-correction, UI quality, and backend limitations.
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Product Reviews·2 min
GPT-5 Codex Deep Dive: 93% Token Savings But Tool Ecosystem Still Needs Work
Deep testing GPT-5 Codex: 93.7% Token savings on simple tasks with deeper reasoning on complex ones. But UI quality drops, search is poor, and tool ecosystem fragmentation remains a major issue.
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Tutorials·2 min
Three Key Features of Gemini CLI Explained: Hooks, Skills, and Plan Mode Make AI Coding Truly Controllable
Deep dive into Google Gemini CLI's three core features: Hooks intercept security risks, Skills reuse team knowledge, and Plan Mode enforces think-before-code workflows.
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Product Reviews·2 min
Major Gemini CLI Update: Three Core Upgrades to This Free, Open-Source AI Agent Tool
Google's Gemini CLI update brings multimodal processing, agentic AI, and MCP protocol integration. This free, open-source terminal AI agent is evolving into a business automation engine.
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Product Reviews·2 min
GLM 5.1 Flagship Model Tested at 400 TPS — From Sketch to Complete App in Two Minutes
Testing Zhipu's GLM 5.1 High Speed API: a full-power flagship model at 400 Token/s. From sketch restoration to generating a complete puzzle game, verifying speed and capability combined.
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Expert Opinions·2 min
Anthropic Reveals: Core Methodology for Building More Powerful Claude Agents
Anthropic shares deep insights on building Claude agents, covering Claude Code SDK, multi-agent coordination, tool design principles, and Skills injection techniques.
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Tutorials·2 min
Claude Code + Figma MCP in Practice: Bidirectional Sync Between Web Generation and Design Files
Step-by-step guide to configuring Claude Code with Figma MCP for bidirectional sync between AI-generated web pages and Figma design files, including setup and deployment.
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Product Reviews·3 min
Kuku Editor: Open-Source Local-First Markdown Note Tool, an Obsidian + Cursor Alternative
Kuku is an open-source Markdown editor built with Tauri, combining Obsidian's knowledge graph with Cursor's AI Agent editing. Local-first, lightweight, and high-performance.
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Product Reviews·2 min
Flare App Experience: How AI Voice-First Social Networking Aims to Replace the Scroll Era
Deep analysis of AI-native social app Flare: how AI Orb voice assistant reimagines Gen Z social experiences by removing vanity metrics and prioritizing voice-first authentic connections.
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Product Reviews·3 min
Espa Review: How an AI Executive Assistant Automates Scheduling and Email Management
In-depth review of Espa, an AI executive assistant tool, covering smart scheduling, auto email replies, task tracking, and bank-level encryption privacy protections.
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Product Reviews·3 min
Illospace: A Full-Stack Collaborative Space Where Humans and AI Agents Share One Brain
Illospace is an open-source collaborative workspace where AI Agents and team members share memory and a Team Brain, with built-in databases, cron jobs, and canvas-based UI.
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Product Reviews·2 min
Amp Coding Agent: A Comprehensive Analysis of Sourcegraph's Free AI Coding Tool
Sourcegraph launches Amp, a free AI coding agent with autonomous reasoning and code editing, compatible with VS Code, Cursor, Windsurf. Full analysis of capabilities and market positioning.
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Product Reviews·2 min
DevPass Review: One API Key for 200+ Coding Models, Save 66% on Costs
DevPass by LLM Gateway offers one API key for 200+ coding models, compatible with Claude Code, OpenCode, and more. Get $3 of usage for every $1 spent.
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Product Reviews·1 min
Gas City 1.0 Open-Source Platform: Building Automated Software Factories with Multi-AI Agent Orchestration
Gas City 1.0 is an open-source software factory platform that orchestrates multiple AI coding agents like Claude Code, Codex, and Gemini to transform non-deterministic outputs into production-grade code.
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Product Reviews·2 min
Gemini 3.1 Pro vs Opus 4.6: A Hands-On Comparison of Front-End Programming Capabilities
In-depth comparison of Gemini 3.1 Pro and Claude Opus 4.6 in front-end programming, covering SVG generation, 3D animation, game dev, and data visualization tests.
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