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Learning AI · From my channel

Learning to use AI thoughtfully: context, testing and integration

In this video, I discuss a distinction I often see: trying an assistant is not the same as knowing how to incorporate it into your work. Progress requires a specific task, relevant information and a way to check whether the answer is useful.

By Eric Muriel3 min read

English article adapted with AI assistance from the transcript of my Spanish video. About this adaptation · Explore my channel

Eric Muriel · Own content · original Spanish video · Published on September 8, 2025. YouTube loads when you press play.

01Choose a task you can evaluate

The conversation begins with tools for preparing materials and presentations. Results depend on what you ask, but also on recognising what is missing. When commissioning something about an unfamiliar subject, distinguishing a convincing answer from a correct one is harder.

Start with work you have done before: organise notes, prepare an outline or compare familiar alternatives. Keep a reference version and note what you want to improve. Your learning will then have a specific question rather than depend on trying a new tool every day.

Reference [1]: Eric Muriel · YouTube

02Context changes how useful the answer is

In the video, I connect prompting with explaining the situation well. A generic request leaves decisions open: who the result is for, what it should contain and which tone it needs. Those decisions still exist when unwritten; the model simply makes them itself.

Describe the objective, available data and required format. If you lack information, say so and ask for the gap to be marked. Useful context does not mean attaching every document: select what the task needs and avoid sharing unnecessary data.

03Compare using the same exercise

I also suggest experimenting with different tools to understand their possibilities. The comparison is clearer when the task and data stay the same. If everything changes at once, you will not know why one answer seems better.

As an editorial exercise, prepare three criteria before testing: accuracy, clarity and correction effort. Keep the request and responses, and check facts against your materials. You may find a tool helpful for one part of the process but in need of more review elsewhere.

04Integration starts with understanding the journey

Part of learning is connecting the assistant's output to tools you already use. Before automating, draw where information comes from, which transformation it needs and where it ends. That journey prevents adding steps that solve no problem.

You do not need to begin with an entire platform. A small, verifiable improvement can teach more than a demo with many connections you do not understand. Document what you review and what happens when a response falls short.

05Turn each test into a small reference

Practice and exchanging ideas with others appear in the video as ways to keep learning. To benefit, save more than an application's name: retain the problem, the attempt and what you had to correct.

That collection of examples becomes your own working foundation. Tools will change; describing a task, evaluating the result and recognising a limitation will keep helping you choose how to use them.

Sources and further reading

These references expand on the concepts indicated. The examples and exercises are original editorial material.

  1. [1] Eric Muriel · YouTube

    Learning to use AI thoughtfully: context, testing and integration ↗

    Primary source: the author’s Spanish video and supplied transcript. Personal experiences retain their original context and date.

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How we use sources, quotes and images

Companion video · YouTube

Learning to use AI thoughtfully: context, testing and integration ↗

Eric Muriel | IA ·

English translation of an AI-assisted adaptation of the transcript supplied by Eric Muriel. The original video is in Spanish. Verbal fillers and transcription errors have been edited, and examples distinguished from promises of results. Suggested exercises are editorial additions. Tools and interfaces reflect the recording date, except for updates identified with sources.

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