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An in-depth look at Marvis AI's five core advantages: full-pipeline automation, seamless API integration, native multilingual support, built-in SEO engine, and extensible Agent architecture. From idea to publish, Marvis is a complete content operating system.
Most people use AI poorly not because models are weak, but because they lack Harness Engineering thinking. This article breaks down why LLM outputs are inconsistent, introduces the three-layer prompt architecture (Role, Context, Output Spec), and shares 5 techniques to double your prompt quality — plus how to build a personal Prompt Library for reproducible AI workflows.
TRAE stands out because it does more than generate smart answers. It reduces friction, keeps long context, coordinates agentic workflows, and pushes work all the way to a usable result.
A salesman pours everything into closing a NT$10K deal. The client pays on the spot — his finest moment that month. Then payday arrives, and buried in his payslip is the commission: NT$250. The remaining NT$9,750 vanishes like it never existed. This isn't an isolated case — it's the operating code of our commercial society.