#Hammer
77 related articles
Smart Routing to Cut Claude Code Token…
·2 min
Smart Routing to Cut Claude Code Token Costs: How It Works and How to Apply It
Learn how smart routing reduces Claude Code token costs through tiered model scheduling, context compression, and request caching — a practical guide for developers and teams.
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·3 min
Building an Automated Penetration Testing System with Claude: A Deep Dive into Memory, Skills, and Agent Architecture
A security researcher demonstrates how to customize Claude into an automated penetration testing system with memory, skills, and a knowledge base — successfully compromising CTF targets and finding real Bug Bounty vulnerabilities.
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·3 min
Agentic Coding: How AI Agents Are Reshaping Legacy System Modernization
Developers spend 60%+ of their time understanding legacy code. Agentic Coding uses AI Agents to autonomously explore codebases, map hidden dependencies, and generate tests—turning legacy modernization from risky archaeology into a controlled engineering process.
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·4 min
Dify Local Deployment Tutorial: Build Your AI Application Development Platform from Scratch
Step-by-step guide to deploying Dify locally using BT Panel, covering VM setup, Ubuntu configuration, and Docker deployment for a private AI dev platform.
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·3 min
AI Agent Core Principles Fully Explained: Decision Loops and the Three Key Components in Practice
A deep dive into AI Agent core principles: the Perceive-Plan-Act-Observe decision loop, plus Planning, Memory, and Tools — the three key components explained with practical examples.
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·4 min
GitHub Spec-Kit in Practice: 5 Core Commands to Keep AI Coding on Track
Deep dive into GitHub's open-source Spec-Kit: 5 core commands and 2 optional checkpoints that solve AI coding drift. From setting Rules to generating code, every step makes the AI pause for your approval.
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·3 min
Double Your Vibe Coding Efficiency: Replace Keyboard Typing with Voice Input for Requirements
Learn how to use Windows' built-in voice input (Win+H) to boost Vibe Coding efficiency. Voice input is 2-4x faster than typing — zero cost, hands-free AI programming.
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·3 min
UE5.8 AI MCP Plugin Hands-On Review: Can Claude Code Reliably Write Blueprints?
Hands-on review of UE5.8's AI MCP plugin across five real-world tests — door Blueprints, pickup systems, physics collisions — analyzing Claude Code's strengths, limits, and prompt tips.
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·4 min
UE5.8 AI Blueprint Assistant Real-World Test: 5 Challenges Reveal Claude's Actual Performance
Smart Poly tests UE5.8's MCP plugin with 5 blueprint challenges—from toggle doors to ragdoll physics. Detailed scoring reveals Claude's real strengths and limitations in UE5 blueprint development.
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·3 min
Beginner's Guide to Claude Code and Codex: AI Coding Agent Plugins Explained
A detailed guide to Claude Code and Codex AI coding agent plugins — their features, installation, and use cases in VSCode and Cursor for AI-assisted programming.
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·2 min
Claude Code Hands-On Review: Is the $20 Subscription Worth It? Account Ban Risks and Real-World Performance
A developer's real experience switching from Codex to Claude Code, covering Opus 4 model tips, account ban risks for Chinese users, comparisons with domestic models, and whether the $20 subscription is worth it.
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·3 min
Dissecting Cursor's Technology: Why IDEs Are Being Agent-ified
Deep dive into how Cursor embeds Agent capabilities into the IDE — from context awareness and planning to layered rules and surgical diff review.
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·4 min
Anthropic Dynamic Workflows Explained: When to Use Them and Pitfalls to Avoid
Deep dive into Anthropic Dynamic Workflows: core mechanisms, differences from single Agent and Sub-Agent patterns, and a decision tree for when to use them vs. when to avoid burning tokens.
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·3 min
Multi-Agent Cost-Cutting Guide: 4 Documents to Slash 60-80% of Your Token Spending
Multi-agent bills out of control? This article breaks down two core token cost pain points and provides 4 actionable documents to cut multi-agent task costs by 60-80%.
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·3 min
Codex vs Cursor vs Claude Code: A Hands-On Comparison — Which One Should You Choose?
In-depth comparison of Codex, Cursor, and Claude Code — pricing, stability, and capabilities. With Codex's standalone APP now live, which tool is best for frontend vs backend? Find your ideal pick.
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·3 min
Codex Computer Use Hands-On: Full Automation from Writing Code to Publishing a Release
Hands-on test of OpenAI Codex Computer Use: automating the full workflow from feature development, code push, DMG packaging to GitHub Release publishing, with comparison to Claude Computer Use.
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·2 min
Claude Code's Seven-Layer Architecture: A Complete Guide to Building an AI Operating System from a Chat Tool
A detailed guide to Claude Code's seven-layer architecture including memory, agent, and feedback loop layers, plus five pitfalls to avoid and four expert tips for building your AI operating system.
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·4 min
Core Principles of Coding Agents: How Perception and Context Engineering Determine AI Coding Effectiveness
Deep dive into why coding Agents differ: perception lets Agents understand projects first, context engineering precisely filters information within limited token budgets.
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·4 min
The Real Logic of Getting Rich with AI: Toolbox Thinking and the Three-Layer Capability Model
Mastering AI tools doesn't equal making money. This article breaks down the three-layer AI wealth model: LLM prompting, automation workflows, and agent collaboration, plus the MAPS framework and Three R's Rule.
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·4 min
The Art of Legitimate Slacking: From Code Compilation to AI Generation Waits for Programmers
From the classic XKCD compilation meme to AI coding era reinterpretations — exploring how waiting for compilation and AI code generation is reshaping developer productivity.
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