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 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.
- 15 minIntermediate
DeepSeek R2 Review: 1.7T Params vs GPT-5 Benchmarks
DeepSeek R2 评测：MMLU/HumanEval/GSM8K 基准对比，三种 API 接入方式，价格对比。
- 30 minIntermediate
PostgreSQL persistence workflow practice: build a task orchestration system in 30 minutes
Use PostgreSQL to replace Temporal/Airflow and build a lightweight persistence workflow engine in 30 minutes
- 35 minIntermediate
How to choose AI programming Agent? Three-dimensional comparison of language, model and cost.
A complete decision-making guide for building a cost-effective AI programming agent from scratch
