#Stop Hook
104 related articles
·5 min
Advanced Claude Code in Practice: Building a Top-Tier AI Development Workflow
In-depth analysis of Claude Code customization methodology: from access, knowledge injection to tooling. Master context window management, zero-overhead Hooks, and MCP & Skills plugin primitives to build a scalable AI software engineering workflow.
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·3 min
AI Manga Series Production: A Complete Guide from Script to Storyboard
A complete guide to AI manga production: from scriptwriting to storyboard generation. Learn the universal formula, avoid common pitfalls, and launch your first episode.
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·2 min
Free GPT Access in China? The Truth and Risks Behind AI Aggregator Platforms
Are 'free, no-VPN' AI aggregator platforms in China trustworthy? We break down how API relay platforms work, their data risks, hidden costs, and safer alternatives.
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·3 min
Intent-Driven Development: Claude Code's Evolving Paradigm and Practical Tips
Anthropic engineer Lydia and YK Sugi break down Claude Code's Intent-Driven Development paradigm, covering dynamic workflows, auto mode, sub-agent orchestration, and the evolving role of software engineers in the AI era.
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·2 min
Claude Code for QA Engineers: A Practical Handbook from Basics to Engineering-Level Implementation
A practical Claude Code handbook built for QA engineers — covering environment setup, spec-driven development, Skill encapsulation, MCP integration, and AI test sub-agents across 10 core modules.
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·4 min
Understanding CI/CD from Scratch: Core Principles and Practical Introduction to Automated Deployment
A clear, practical guide to CI/CD: from Waterfall to DevOps, manual vs. automated deployment, and a full Jenkins + RuoYi hands-on learning path for beginners.
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·4 min
Viktor: The AI Employee Living Inside Slack — How to Build a True Company-Wide AI Colleague
Viktor is a Slack-native AI employee with 3,000+ integrations and team-shared context. Learn how it evolved from browser agents to company-level AI, tackling memory, permissions, and proactivity.
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·2 min
Exposing the GPT-5.6 Marketing Scam: Are the Sol/Terra/Luna Sub-Models Real Releases or Just a Trap?
Is "GPT-5.6" with Sol, Terra, and Luna sub-models a real OpenAI release? We debunk the viral claims, expose third-party top-up risks, and show how to spot AI scams.
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Agentic Loop Explained: The Three-Loop…
·2 min
Agentic Loop Explained: The Three-Loop Architecture of Reasoning, Tool Use, and Orchestration
A deep dive into the Agentic Loop — breaking down the three-layer architecture of reasoning, tool use, and orchestration to help developers build and debug reliable AI agent systems.
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·2 min
The Truth Behind Claude API Spending Limits Failing: A Warning About 700% Budget Overruns
A user set a €2 spending limit but was charged €15 — 700% over. Learn why Claude API limits fail due to async billing delays and context costs, and how to protect yourself.
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·5 min
Between Faith and Doubt: A Deep Philosophical Dialogue on the Existence of God
A deep dialogue on God, the nature of faith, and the politicization of religion: Is faith "bad science"? Can divine experience be proven? Exploring the gray area between faith, doubt, and cynicism.
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·3 min
Beware of 'Free GPT 5.6' Scams: A Complete Breakdown of Fake AI Tutorials
A Bilibili video promoting 'free unlimited ChatGPT 5.6' is full of fake model names, stolen account pools, and phishing links. Here's a full breakdown of the scam.
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·6 min
Jacobian-Lens in Practice: Manually Reshaping LLM Behavior with J-Space
After Anthropic released Jacobian-Lens, a developer reversed it from an interpretability tool into a behavior editor, manually tuning J-Space to reshape LLM outputs. An in-depth look at the tech, representation engineering, and AI safety risks.
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·7 min
Unity Custom MCP Tool Development Guide: Enabling AI Agents to Precisely Control the Editor
Learn how to develop custom tools based on the Unity MCP Relay Server, enabling AI agents like Cursor to directly control the Unity editor. Covers setup, tool building, parameter validation, and MCP Pro comparison.
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·4 min
E2AM: An Open-Source Tool to Quantify AI Training Energy Consumption and Carbon Emissions in Two Lines of Code
E2AM is a Green AI open-source tool that monitors AI model training energy use, carbon emissions, and accuracy-per-joule metrics in just two lines of code. Supports PyTorch and Hugging Face, runs locally with no server needed.
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·5 min
AI Tool Runs Amok: 171 Charges Totaling Nearly $1,800 — How to Avoid the Auto-Billing Trap
A user's American Express card was auto-charged 171 times by an AI service, totaling nearly $1,800 with no warning. This article analyzes pay-as-you-go risks and offers practical protection: spending limits, virtual cards, and automation monitoring.
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·5 min
GPT-5.6 In-Depth Field Test: A Real-World Log After Burning Through $200K
A developer stress-tested GPT-5.6 for six weeks across 67 projects, burning $180K-$240K in inference. Real cases of task persistence, Rust rewrites, autonomous browser control — plus honest frontend and 3D shortfalls.
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·4 min
Why Do AI Agents Crash the Moment They Go Live? A Practical Guide to Harness Engineering for Runtime
A deep dive into the Claude Code source code, systematically analyzing the five-layer Harness Engineering architecture: environment, tool, control, memory, and evaluation. Build a stable runtime system for production AI Agents.
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·6 min
Cross-Model Review Between Claude and Codex: A Practical Workflow to Systematically Eliminate AI Code Bugs
Vibe Coding saves time but leaves piles of bugs? This article details the cross-model review workflow: Claude generates, Codex auto-reviews, with Stop Hook and Skill mechanisms building an AI code review system that intercepts problems automatically.
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·3 min
A Physical Status Light for Claude Code: Using ESP32 to Stop Staring at Your Terminal
Tired of staring at a terminal waiting for AI? An ESP32 + RGB light maps Claude Code's states to blue/yellow/green/red physical light effects. See what the AI is doing at a glance.
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