Knowledge base
Walkthroughs
Actionable walkthroughs for turning ideas into repeatable execution.
- 30 minIntermediate
How to Build an AI Vulnerability Discovery & Fix Pipeline with Anthropic's Open-Source Harness
From Zero to Automated Code Security Audit with Claude Code in 30 Minutes
- 30 minIntermediate
How to Use Microsoft MAI-Code-1-Flash in VS Code: Setup, Benchmarks & Best Practices
30-minute setup guide for MAI-Code-1-Flash — 51.2% SWE-Bench Pro pass rate, 60% fewer tokens consumed
- 15 minBeginner
AI Programming Agent Security Configuration Tutorial: 3 Steps to Add Permission Sandbox to Claude Code/Codex
Configure a three-level permission sandbox for Claude Code, Codex CLI, and Cursor within 15 minutes
- 15 minIntermediate
Running a 70B large model locally is not a dream: Intel AutoRound quantitative practical tutorial
Use Intel AutoRound to compress the 70B model to 4-bit, and the RTX 4090 single card can run smoothly. Content script, actual performance loss measurement, GPTQ/AWQ comparison.
- 5 minBeginner
How to turn off signature in VS Code Copilot AI: remove Co-Authored-by with one line of command
Does GitHub Copilot automatically add AI signature to every commit? Three shutdown methods (settings panel/settings.json/project level), verification steps, and why to shut down.
- 10 minBeginner
Complete GitHub Copilot Price Guide 2026: Comparison of measured costs for each package after charging based on usage
GitHub Copilot will be charged based on usage starting in June 2026. Price comparison of each package, monthly fee calculation for different usage habits, corporate budget setting, and three alternative routes to save money.
