Knowledge base
Walkthroughs
Actionable walkthroughs for turning ideas into repeatable execution.
- 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
Is DeepSeek R2 Worth It vs GPT-5 / V4? How Developers Should Choose
R2 wins on cost for many workloads—validate on your repo tasks before replacing a flagship model.
- 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 an AI Coding Agent Stack: Language, Model, Cost
Decide workflow and budget first—then pick models and tools.
- 30 minIntermediate
AI Agent drives automated website operations: Build a fully automatic content pipeline in 30 minutes
From content collection, rewriting to automatic publishing, AI Agent is used to realize 24/7 unattended operation of the website.
