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An introduction to AI: examples, limits and a first exercise

This was an introductory class for people with varied backgrounds. I present use cases and answer community questions. This adaptation clarifies some simplifications in the spoken explanation to provide a more precise starting point.

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 August 13, 2025. YouTube loads when you press play.

01A practical explanation of artificial intelligence

We can describe AI as a set of techniques for building systems that recognise patterns, classify information or generate content. We do not need to describe them as a human mind to understand their usefulness.

In the recording, I use that comparison as a simplification. An assistant discussing many subjects does not thereby demonstrate human-level general intelligence. To begin, ask which task the system performs, with what information and how you will check the result.

Reference [1]: Eric Muriel · YouTube

02Generating content and automating a process

The class includes images, text, coding help and workflows. Generating an answer and executing a sequence are different functions. An automation may follow fixed rules without an AI model or include one in part of the process.

For example, receiving a form and saving its fields does not necessarily require text generation. If you then need a draft reply, a model may help there. Separating the two makes it easier to choose an understandable solution.

03Context guides; review verifies

During the session, we discuss specific instructions. Explaining the objective, audience and available materials helps guide the response. However, asking an assistant to act as an expert does not verify its claims.

Start with tasks whose results you can review. When organising your notes, check that decisions were not lost and facts were not added. When testing a code suggestion, check its behaviour before incorporating it into the project.

04A first exercise with your notes

Here is a simple editorial exercise: write five notes about an everyday task and request an outline with steps and open questions. Ask it to use only the supplied information and mark missing details.

Compare the outline with your original notes. Correct an instruction and try again. Keep both results to observe the change. This teaches context and evaluation without a complex project or sensitive information.

05Learn from a real problem

Questions in the live session show that everyone arrives with a different need. An introduction helps recognise possibilities; the next stage is choosing a small problem and taking time to understand it.

The recording also discusses predictions and informal examples from other sectors. This article focuses on initial concepts and practices. Continue with the classes on prompts, n8n and prototypes in the video section, each with its article and original source.

Sources and further reading

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

  1. [1] Eric Muriel · YouTube

    An introduction to AI: examples, limits and a first exercise ↗

    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

An introduction to AI: examples, limits and a first exercise ↗

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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