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
Secure AI Coding Agents: 3-Step Permission Sandbox for Claude Code/Codex
Lock permissions before autonomy—three sandbox levels you can apply in about 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
GitHub Copilot Pricing 2026: Plan Comparison, Monthly Cost, and 3 Ways to Save
Light completion users are less affected; heavy Agent users should estimate credits first—then decide to stay or switch.
