# API

GStack Tutorial: 23 Commands That Give One Person an Entire AI Development Team

Deep dive into GStack, the open-source toolkit by YC President Gary Tan. 23 slash commands turn Claude Code into a full AI dev team covering product decisions to deployment.

Product Reviews

Local Deployment of Qwen 3.6 27B on 4×…

Local Deployment of Qwen 3.6 27B on 4×3080Ti: Real-World Coding Test with OpenCode

Real-world test of Qwen 3.6 27B FP8 deployed on 4×3080Ti 16GB modded GPUs with OpenCode for system tool development. Covers hardware setup, inference speed, context management, and productivity gains.

One Command to Use GPT-5.5 for Free wi…

One Command to Use GPT-5.5 for Free with OpenClaw

Learn how to configure OpenClaw AI coding assistant with one command to call OpenAI's GPT-5.5 model via the Codex plugin, reusing your GPT membership at zero extra cost.

Industry Insights

You Don't Need to Start an Agency to B…

You Don't Need to Start an Agency to Break Into AI: The Most Underrated AI Career Opportunity

76% of large enterprises are establishing Chief AI Officers, but you don't need to be a CAIO to seize AI career opportunities. Discover two proven paths into AI leadership roles.

Product Reviews

AI Coding Appliance vs Cloud LLMs: Can…

AI Coding Appliance vs Cloud LLMs: Can ¥480K in Annual Fees Buy 4 Local Deployment Solutions?

A deep cost comparison between AI coding appliances and cloud LLM APIs. A 20-person team spending ¥480K/year on tokens can deploy 4 local OnePanel units at ¥99K each, breaking even in 2.5 months.

NVIDIA Blackwell Sets New STAC-AI Records for Financial LLM Inference

Industry Insights

NVIDIA Blackwell Sets New STAC-AI Records for Financial LLM Inference

NVIDIA Blackwell GPU sets new LLM inference records in STAC-AI financial benchmark. Explore Blackwell architecture advantages, TensorRT-LLM co-optimization, and LLM applications in trading and risk management.

Running AI Models on a P106 Mining GPU…

Running AI Models on a P106 Mining GPU: Build a Local AI Workstation for Under $10

Build a local AI workstation with a P106 mining GPU for under $10. Run Live Portrait and other AI models locally with full privacy, zero marginal cost, and incredible value.

Enterprise AI Agent Four-Layer Archite…

Enterprise AI Agent Four-Layer Architecture Design and PDCA Continuous Optimization Practical Guide

Deep dive into enterprise AI Agent four-layer architecture design (User, Gateway, Agent Service, Capability layers) with PDCA optimization methodology and dual manual+automated evaluation for production-grade Agent systems.

Frontend to AI Full-Stack: Complete Sk…

Frontend to AI Full-Stack: Complete Skill Tree & Learning Roadmap

A complete skill tree for frontend developers transitioning to AI full-stack engineers, covering TypeScript, NestJS, LangChain JS, RAG, vector databases, and Tauri 2 with a clear learning roadmap.

Product Reviews

ChatGPT Voyager: A Browser Extension T…

ChatGPT Voyager: A Browser Extension That Solves Conversation Management Pain Points

ChatGPT Voyager is a Chrome extension offering timeline navigation, pin markers, file type indicators, and more to help heavy ChatGPT users efficiently manage conversations and navigate long responses.

Universal AI Prompts for Mathematical …

Universal AI Prompts for Mathematical Modeling: A Zero-to-Hero Four-Stage Practical Guide

A detailed guide to the four-stage universal AI prompt system for mathematical modeling, covering problem analysis, innovative model construction, data processing, and model solving for competitions.

Claude Code + Skills: A Practical Guid…

Claude Code + Skills: A Practical Guide to 10x AI-Driven Test Case Generation

Learn how Claude Code combined with Skills encapsulation enables AI-driven test case generation with 10x efficiency gains, from 33 to 400+ cases through encoded expert knowledge.

Agent Loop Explained: Solving Code Ref…

Agent Loop Explained: Solving Code Refactoring Pain Points with the ReAct Pattern

Deep dive into Agent Loop, the core mechanism of AI coding tools. Learn how the ReAct pattern's reason-act-observe cycle enables autonomous multi-step code refactoring.

Running Out of Codex Credits? AnySearc…

Running Out of Codex Credits? AnySearch Skill Saves You Massive Token Overhead

Real-world testing shows AnySearch Skill saves ~27% Token overhead for Codex while significantly improving search quality. Learn how it works, how to install it, and when to use it.

AI Code Explanation: Quickly Understan…

AI Code Explanation: Quickly Understand Someone Else's C# Code

Learn how AI code explanation helps C# developers quickly understand others' code. A 3-step demo with Tongyi Lingma for code handoffs, Code Review, and legacy system maintenance.

DIY Electronic Music Box: Building a S…

DIY Electronic Music Box: Building a Sound & Light Gift Box with the E101 Module

Build an electronic music box with the E101 module, buzzer, and LEDs for synchronized sound and light effects. Ideal for premium gift boxes with low cost and easy assembly.

Python Learning Path: A Three-Stage Sy…

Python Learning Path: A Three-Stage Systematic Approach from Zero to Practical Projects

A detailed guide to Python's three learning stages: syntax fundamentals, advanced concepts, and practical applications. Covers OOP, web scraping, data analysis, and automation with timeline planning.

FastAPI Beginner Tutorial: Frontend-Ba…

FastAPI Beginner Tutorial: Frontend-Backend Separation and RESTful API Core Concepts

FastAPI beginner essentials: Learn frontend-backend separation vs monolithic web development, RESTful API design principles, HTTP methods and resource operations mapping.

Efficient PyTorch Learning: A Source C…

Efficient PyTorch Learning: A Source Code-Driven Methodology

A proven PyTorch learning method: spend 2-3 days on basics, then advance rapidly by reading U-Net and ViT source code line by line. Master PyTorch through source code-driven learning.

LLM Learning Roadmap: A Complete Guide…