Home
Scenario-based tutorials with real screenshots, prompts, workflow templates and pitfalls.
Stop being human ETL + human BI. Breaks down the four-layer agent architecture (perception/brain/execution/output), a Coze vs Dify/GPTs/AutoGen platform comparison, a step-by-step clone of an "e-commerce weekly agent" (persona prompt/arsenal/workflow/tuning/scheduled trigger), with Python cleaning code and an attribution prompt template, plus three pitfalls.
A paradigm shift from RPA "if A then B" flow machinery to AI Agent goal-driven execution. Three-school review (zero-code SaaS Coze/Dify/OpenClaw / cloud-native AWS Claude Agent / enterprise Shizai ZhiNeng), a gradual three-phase selection path, three pitfalls (no full-auto fantasy/design persona+workflow/data security), with an email-filter agent prompt example.
Tied to Vibe-Trading/TradingAgents trend. Three illusions (look-ahead bias/overfitting/friction costs) + hardcore SOP (AI-generated backtest code with locked rules/stress-test multi-dimensional validation/backtest-sim-small-capital closed loop) + low-code vs AI coding comparison. Backtests that boom tend to lose bigger live.
Tied to the MCP trend. MCP is a protocol not a framework (Host/Client/Server), ecosystem overview (Microsoft/Alibaba/LangChain/Cherry Studio). Python hands-on math-tutor Server (uv+server.py+Inspector+Claude Desktop), advanced Grafana integration, three pitfalls (tool descriptions/single responsibility/transport).
Breaks down the counter-intuitive monetization of AI-written WeChat: outsource technique to AI (AGENTS.md style framework + STAR skeleton), do the Way yourself (failure cases + real data), hook-trust-handoff monetization flywheel, 3 musts and 3 nevers, with a minimal launch plan.
MCP is the AI world's USB standard, ending the integration hell of Agent tool calls. Breaks down the Host/Client/Server three-role architecture, with a Python @server.list_tools decorator two-step Server build + three pitfalls (split Servers by domain, Filesystem whitelist, encrypted transport).
Stop treating AI video as a hobby. Breaks down three hurdles-style consistency, uncanny-valley realism, commercial monetization-with Midjourney cref/LoRA/Runway/Jimeng Seedance 2.0 hands-on steps, prompt templates, and a runnable 15-second ad SOP.
The n8n competitor-tracking workflow AI Cake uses itself-daily scheduled fetch of competitors, Kimi structuring, Feishu storage, humans only do 15 min review. With .json template download; import, swap API key, run.
Beginners stop staring blankly at the dialog box. Universal prompt formula breakdown + three common faceplants + downloadable cheat sheet.
Stop just saying "make it flow." Beginner/intermediate/expert three-level writing-polish prompts, covering conversational rewrite, style transfer, chained refinement, with a with-vs-without comparison.