#Matter
2608 related articles
Tech Frontiers·3 min
Claude Platform Officially Launches on AWS: Complete API, IAM Authentication & EDP Credits Explained
Claude Platform is now GA on AWS, offering enterprises the complete Claude API with IAM-native auth, unified billing, and EDP committed spend credits.
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Research·3 min
AI Agents vs. Humans in First Wet-Lab Showdown: No Significant Difference in Protein Binder Design Hit Rates
First wet-lab comparison: 6 LLM Agents vs 9 human teams in TREM-2 Binder design show no significant Hit Rate difference (P=0.83). Analysis of tool convergence, in-silico bottlenecks, and designer transformation.
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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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Deep Dives·4 min
Codex Is More Than Code: A Complete Analysis of How OpenAI's Agent Is Reshaping Knowledge Work
OpenAI Codex has evolved from a coding tool into a general-purpose AI agent covering project management, information synthesis, and personal automation. Deep dive into real usage, /goal mode, enterprise security, and tips.
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Tutorials·3 min
Claude Code Sub Agents in Practice: Reproducing Kiro's Spec-Driven Development Workflow in Three Minutes
Learn how Claude Code's new Sub Agents feature enables spec-driven AI development by creating three specialized agents (Architect, Planner, Engineer) to reproduce Kiro IDE's workflow with a TodoList demo.
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Product Reviews·4 min
HIX AI Full Review: Is the All-in-One AI Presentation, Video & Image Generator Actually Good?
Full hands-on review of HIX AI's all-in-one AI Agent platform covering AI presentations, Seedance 2.0 video generation, 4K image creation, and integration of top models like GPT-5.4 Pro and Sora 2 Pro.
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Tutorials·4 min
Shopify Agent Cold Start in Practice: A Three-Step Method for Training Production-Grade AI with Zero Conversation Data
Shopify's production AI Agent cold start approach: zero real conversation data, reverse-engineering training samples from existing business workflows, fine-tuning Qwen-32B for 2.2x speed gain and 60% cost reduction.
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Deep Dives·4 min
Five Core Concepts of AI Programming: A Complete Guide from Prompt to Harness Engineering
A clear breakdown of five core AI programming concepts — Prompt Engineering, Context Engineering, Agent, Skill, and Harness Engineering — with real-world use cases and advice for indie developers.
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Product Reviews·3 min
MeMo Open-Source AI Agent Platform In-Depth Review: Long-Term Memory + MCP Protocol + Multi-Bot Collaboration in Practice
In-depth review of MeMo, an open-source AI Agent platform. Covers long-term memory, MCP protocol, multi-Bot container isolation, omni-channel deployment, with setup tutorials and usage tips.
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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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Product Reviews·4 min
Claude Code vs Cursor vs Windsurf: In-Depth 2025 AI Coding Tool Comparison & Selection Guide
In-depth comparison of Claude Code, Cursor, and Windsurf's core differences and use cases. Covers Codex, Devin, CodeRabbit, practical workflows, and the best AI coding tool combination for 2025.
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Tutorials·3 min
AI Agent Model Tiered Routing Strategy: Token Cost, Hallucination Mitigation, and Practical Model Selection
Deep dive into tiered model routing strategies for AI Agent development, covering Token economics, context window degradation, Temperature uncertainty, and hallucination mitigation with practical Sonnet/Haiku/O-Pro selection.
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Product Reviews·3 min
gstack Explained: A Complete Breakdown of Garry Tan's 23 Open-Source Claude Code Tools
YC CEO Garry Tan open-sourced gstack, a Claude Code toolset with 23 role-based AI tools covering CEO, Designer, Engineering Manager, QA and more. 97K+ GitHub stars. Full breakdown inside.
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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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Tech Frontiers·3 min
OpenAI Restructures to Go All-In on AI Agents: Brockman Takes Command of Product Lines for the 2025 Agent Battle
OpenAI announces major restructuring with President Greg Brockman overseeing all products, consolidating lines to go all-in on AI Agents. Analysis of strategy, competition, and commercialization.
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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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Tutorials·3 min
CLIProxyAPI Deployment Guide: Aggregate Multi-Platform AI Accounts for Unlimited Free Tokens
Complete Docker deployment guide for CLIProxyAPI (CPA) — aggregate OpenAI, Gemini, and CodeX accounts into one unified API with multi-account rotation to maximize free Token usage.
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Product Reviews·3 min
Trump Mobile Phone Not Shipping? Can You Trust a 'Patriotic' Brand That Can't Even Get the Flag Stripes Right?
Trump Mobile has failed to ship review units for weeks, and its promo materials may have the American flag stripes wrong. A deep dive into its delivery crisis and trust issues.
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Tech Frontiers·4 min
Google's New Anti-Spam Policy Explained: Manipulating AI Search Results Will Face Severe Penalties
Google's 2025 spam policy update brings manipulation of AI Overview and AI Mode results under formal penalties. Deep dive into policy changes, new AI search manipulation tactics, and SEO impact.
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Tutorials·2 min
Get 12 Months of Google Gemini AI Pro Free via Pixel Device Verification: Complete 2025 Guide
Step-by-step guide to claiming 12 months of free Google Gemini AI Pro via Pixel device verification in 2025, including region setup, 2FA config, and post-verification security steps.
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