#validation loop
912 related articles
Tutorials·2 min
NVIDIA Open-Sources AI-Q: A Skill Pack That Gives Coding Agents Deep Research Capabilities
NVIDIA open-sources AI-Q skill pack, giving coding Agents like Claude Code and Codex a four-stage deep research pipeline with MCP protocol, local deployment support, and 94% benchmark accuracy.
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Tutorials·2 min
AI Programming Post-Mortem: 6 Engineering Rules That Determine Project Success or Failure
Post-mortem from a real Android project built with AI tools, distilling 6 engineering rules—from cross-project context to local environment loops and API contracts—that determine AI programming success.
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Tutorials·2 min
How to Write Vibe Coding on Your AI Product Manager Resume? With Interview Script Templates
Don't just write "familiar" for Vibe Coding on your AI PM resume. Get high-scoring templates and interview narratives to prove value with Demo projects.
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Tutorials·2 min
Vibe Coding Interview Tips for Campus AI Product Manager Recruitment: Key Assessment Areas & Response Strategies
A systematic guide to Vibe Coding interview questions for campus AI PM recruitment: three assessment dimensions, error correction strategies, and advanced quality control tips.
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Industry Insights·2 min
AI Models Don't Have to Be Products, But They're the Prime Mover Behind Everything
Exploring the value dynamics between AI models and the application layer: why models can stay behind the scenes yet remain irreplaceable. Analyzing AI business strategy from OpenAI to Anthropic.
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Expert Opinions·2 min
Token Maxing: YC CEO's Methodology for Achieving 400x Programming Efficiency with AI
YC CEO Gary Tan returned to coding after 13 years using Token Maxing with Claude Code, completing a $4M project in 5 days. Detailed breakdown of his 15 parallel agents, Plan-Eng-Review skills framework, and G-Stack open-source workflow.
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Product Reviews·2 min
7 AI Models Fix the Same Bug: GLM 5.1 Overtakes Claude Sonnet in Detailed Comparison
7 AI models independently fix real bugs from a 350K-star project. GLM 5.1 scores 89.3 to overtake Claude Sonnet 4.6's 87.2, dominating in test coverage. Chinese open-source AI coding matches Sonnet baseline.
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Expert Opinions·2 min
Godot Debugging in Practice: The Fatal Difference Between queue_free and free — All AI Assistants Got It Wrong
An indie dev shares debugging a deeply hidden Godot resource cleanup bug. DeepSeek, Doubao, and Gemini all gave wrong answers. The fix: changing queue_free() to free() — one line of code.
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Tutorials·2 min
Claude Code CLI in Practice: Generating a Complete Weather Dashboard App in 20 Minutes
Real test of Claude Code CLI development efficiency: a single sentence generates a complete weather dashboard in 20 minutes. Full workflow, results, and use cases explained.
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Tech Frontiers·1 min
Build an AI Mini-Program with Cursor, Zero Code: Create a Cyber Distillation Chat Simulator in 2 Minutes
Learn how to build an AI chat simulator mini-program with Cursor using zero code. Import chat logs to simulate someone's tone and personality in just 2 minutes.
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Tech Frontiers·2 min
Must-Know AI Skills for Software Testing Interviews in 2026: Four Core Competencies & Top Interview Questions Explained
In 2026, AI skills are a hard requirement for software testing roles. Learn the four core competencies enterprises demand, top interview questions with answer frameworks, and a complete learning path.
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Tech Frontiers·1 min
Pi AutoResearch: AI Runs Experiments Automatically, No More Manual Trial-and-Error for Performance Optimization
Pi AutoResearch is a coding plugin based on Karpathy's Auto Research concept that auto-generates optimization plans, modifies code, runs tests, and logs results for fully automated performance tuning.
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Tech Frontiers·1 min
Ralph Open-Source Project: Using Loop Mechanisms to Keep AI Stable During Programming Tasks
Ralph is an open-source AI coding framework that solves context explosion and requirement drift through task decomposition, round-by-round execution, and state persistence. With 14,900+ GitHub stars.
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Tutorials·2 min
ACPX in Practice: Scaling AI Agent Deployment on Kubernetes for Automated PR Processing
How to build an automated PR processing system using ACP protocol, ACPX workflow engine, and Kubernetes. From OpenCLO's 60K+ PR challenge to enterprise-grade multi-Agent orchestration.
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Tutorials·2 min
AI Agent Auto-Generates Test Cases in Practice: A Hands-On Guide with MCP Server and Dify
Learn AI agent architecture (LLM + workflow + knowledge base), compare tools like Dify and LangChain, and use MCP Server to auto-generate test cases.
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Tutorials·2 min
Trae IDE + Image-Color AI Programming in Practice: Complete Workflow for Automated Image Finding and Clicking
Complete walkthrough of Trae IDE agent configuration and image-color automation plugin development, demonstrating AI-written image finding, ORB algorithm switching, and auto-clicking features.
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Tutorials·2 min
LangChain v0.3 Agent Tutorial: Complete Guide to Tool Definition, Building, and Execution
Complete guide to building AI Agents in LangChain v0.3, covering @tool decorator, Agent Executor, parallel tool calls, Google Search integration, and ReAct framework with code examples.
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Tutorials·1 min
Complete Guide: Build an iOS App with AI from Scratch and Publish It on the App Store
A complete guide on how to develop an iOS app from scratch using AI tools like Cursor and Claude Code, and successfully publish it on Apple's App Store.
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Tech Frontiers·1 min
OpenAI Codex Goal Mode Explained: How the AI Programming Assistant Executes Tasks Lasting Over 100 Hours
OpenAI Codex introduces Goal mode for sustained AI programming tasks lasting hours or days. Learn usage methods, best practices, and real-world applications.
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Tutorials·2 min
AI-Assisted Reverse Engineering in Practice: Analyzing Douyin's Encrypted Parameters and Environment Spoofing
Learn how AI models like DeepSeek assist reverse engineering: analyzing Douyin's X-Bogus encryption, auto-generating 600+ lines of browser environment spoofing code.
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