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AI in Practice

How small teams use AI in content, development, marketing and professional services, with attention to costs, delivery and human review.

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AI and Professional Experience: Building a Checkable Sample Lesson

How to organize industry experience into an AI sample lesson that can check the process? This article starts from a small-scale work task and designs input materials, output forms and manual correction records to allow learners to see why judgment and modification are needed. It also explains the professional knowledge and data permissions that the exercise relies on, providing a starting point for discussion for trial courses.

AI Video Services: Agree on Deliverables before Production

The customer said that he wants to make an AI video. How can the video duration, aspect ratio, script, source file and number of modifications be included in the same agreement? This original delivery framework goes from requirements briefing to storyboard, preview, manual inspection and acceptance, helping people who are preparing to take on content projects record their investment in tools, editing, communication and rework, and then judge what responsibilities they can take on.