PTENES
MODULE 1.0

🌱 Zero Basics — for those just starting out

Never used AI, or tried it once and gave up? This module is for you. No jargon, no rush, no embarrassment: in 40 minutes, you’ll understand what the tool is, bust the 3 myths holding you back, and have your first useful conversation—knowing how to verify what you get.

7
Topics
40
Minutes
Basic
Level
Practice
Type
1

🤖 What generative AI is — in one honest sentence

Let’s get started without hype or fearmongering. Generative AI is a program that has learned patterns from billions of texts and uses those patterns to generate new responses to your request. That’s it. It’s not a conscious robot, it doesn’t read your mind, and it doesn’t “know” things the way you do—it predicts, with extreme sophistication, what text makes sense to come next.

🎓 The analogy that unlocks everything

Think of a a newly hired assistant, exceptionally well-read, who has never worked at YOUR company. It's read practically everything there is—but it doesn't know your customer, your product, or your tone. If you give it vague instructions, it produces something generic. If you explain things clearly, it surprises you.

The entire AI Pyramid starts with this observation: the quality of what comes out depends on the quality of what goes in. You don't need to understand the math behind it—you need to learn how to give good instructions.

✗ What AI is NOT

  • ✗A conscious mind that "understands" like a human
  • ✗An infallible oracle — it makes mistakes confidently
  • ✗A substitute for your professional responsibility
  • ✗Something only a programmer can use

✓ What AI IS

  • ✓An on-demand generator of text, ideas, and structures
  • ✓A powerful accelerator for drafts and first versions
  • ✓A conversation partner that improves with clear instructions
  • ✓A skill you can learn—at any age

Standards

AI has learned patterns from billions of texts

Forecast

It generates the most likely text, not the "truth"

Input → Output

Good request, good response. Vague request, vague response

Skill

Using it well is a learnable skill—that’s what this course teaches

2

🔤 Essential vocabulary — the 4 words you need

You don’t need to memorize 50 technical terms. You need four. With them, you can read any tutorial, watch any video, and understand any conversation about AI without feeling left out.

🧠 Model

The trained “brain”: GPT, Claude, Gemini. Each model has a different personality and strengths—but they all follow the same rules for making a good request.

✍️ Prompt

Your request—the message you send. It’s the most important word in this course: the entire first layer of the pyramid is about writing better prompts.

💬 Response

What the model returns. It isn’t a final verdict: it’s a draft you can refine by asking for adjustments—the conversation continues.

🪟 Context window

The "memory" of the current conversation: everything said so far. When the conversation gets too long, the beginning starts to be forgotten. New conversation = memory wiped.

Context window everything the model can see right now Instructions who the AI should be History the conversation so far Your request the current prompt Response generated from what’s in the window

💡 Practical Tip

When AI “forgets” something you said at the beginning of a long conversation, don’t argue with it— recall in 1 sentence ("remember: the audience is a beginner and the tone is informal"). You’ve just put the information back into the context window. This simple action solves 90% of the "amnesia."

3

🖱️ How to open and chat — the step-by-step instructions

The biggest barrier for latecomers isn’t intellectual—it’s practical. "Where do I click?" Here’s how to get started with the 3 most-used tools. They all have a free version that’s enough for this entire course.

1

Choose ONE tool (not all three)

chatgpt.com · claude.ai · gemini.google.com

Any of them will do. The difference between them is smaller than the difference between a good request and a bad one. Overthinking the choice is procrastination—pick the first one that opens.

2

Create a free account and find the text field

Email or Google account · 2 minutes

When you enter, you’ll see a text field at the bottom of the screen — just like WhatsApp. That’s where everything happens. Type, press Enter, and the answer appears above.

3

Continue the conversation — don't start over

The habit that separates beginners from fluent users

Did the response come back incomplete? Reply in the same conversation: "now make it shorter," "give 3 more examples," "explain item 2." Each conversation is a continuous thread — use that to your advantage.

💡 Practical Tip

Create one conversation per topic, like folders: one for task X, another for project Y. Mixing everything into a single conversation confuses the context window — and you can’t find anything afterward.

4

🧱 The 3 myths of the latecomer

Before any technique, we need to knock down the 3 phrases that keep millions of people stuck. If one of them is in your head, this is the most important topic in the module.

✗ The myth

  • ✗"It's already too late." Everyone already knows this; I'm behind.
  • ✗"It’s a programmer thing." Without knowing code, I can’t get far.
  • ✗"AI is going to replace me." Learning is just putting off the inevitable.

✓ The reality

  • ✓Most people use AI poorly — collects prompts without a method. Those who build the foundation pull ahead in months.
  • ✓The tools speak Portuguese. The key skill is making clear requests—a communicator's skill, not a programmer's.
  • ✓The people who get replaced are those who ignore the tool. Those who master it become more valuable — in any profession.

🔺 The pyramid's thesis

Those who enter at the top see complexity. Those who start with the basics understand how things evolve. Those who joined “early” and jumped straight into agents and automations stumble over concepts that seem abstract—because they haven’t experienced the fundamentals. By starting with the basics, you build understanding in the natural order. Your “delay” is your structural advantage.

Emotional barrier

Fear holds you back more than the technical side

Portuguese, not code

Clarity in your request is the #1 skill

Foundation > speed

A solid foundation beats a collection of tricks

Value, not threat

Mastering the tool makes you more valuable

5

💬 First guided conversation — copy, paste, watch it happen

Enough theory. Open the tool you chose in topic 3 and copy the 3 messages below, one at a time, in the same conversation. In practice, you’ll see what a request, a refinement, and a formatting request are.

MESSAGE 1 — the request (replace what’s in brackets)

Help me organize [ONE OF YOUR TASKS, e.g., Thursday’s team meeting]. List the steps in order, from most to least important.

MESSAGE 2 — the refinement (send after the response)

Good. Now make it shorter: just the 5 essential steps, each in a sentence of no more than 10 words.

MESSAGE 3 — the format (send last)

Perfect. Turn this into a table with 3 columns: Step, Owner, and Suggested deadline.

🔍 What you just learned (without realizing it)

  • Message 1: a request with a clear task + format (“list in order”) already beats 80% of average requests.
  • Message 2: the conversation continues — refining is faster than starting over.
  • Message 3: the AI reformats its own work on command. A ready-made table = no rework for you.

⚡ Slow User Shortcut

No time for the whole module today? Do only this topic. 10 minutes, 3 messages, one of your real tasks solved. That first win changes your relationship with the tool — the rest of the module can wait until tomorrow.

6

🛡️ Verification: use it without damaging your reputation

This is the topic that protects your reputation. AI has a known and inevitable flaw: sometimes it makes up facts — with total confidence and fluency. This is called hallucination. It may cite a law that doesn't exist, a study no one conducted, or a statistic that seems perfect. And it does so in the same confident tone as its correct answers.

⚠️ Attention: the mistake doesn’t announce that it’s a mistake

A hallucinated answer doesn’t come with a warning label. It’s well-written, convincing, and wrong. That’s why the rule is simple and non-negotiable: what goes out into the world with YOUR name on it goes through the 3 checks first. You are always responsible for the result—the AI is a tool, not a guarantor.

1

SOURCE check—"where did this come from?"

Names, numbers, laws, quotes, and statistics: verify them with a quick search before using them. If the AI cited a study, find the study. 30 seconds of searching can save you weeks of embarrassment.

2

DATE check—"is this still true?"

The model learned from texts up to a certain date (the “knowledge cutoff”). Prices, recent laws, tool versions, and news may be outdated. By default, be skeptical about topics that change quickly.

3

COMMON SENSE check—"does this make sense in MY case?"

You know your client, your field, your reality—AI doesn’t. If the answer contradicts your experience, trust your experience. Use AI to expand your judgment, never to replace it.

EXERCISE — deliberately hunt for a hallucination (5 min)

Give me 5 specific facts, with numbers and dates, about [A SUBJECT YOU KNOW WELL — your city, profession, or hobby].

Now check each fact against what you know. Did you find anything inaccurate or made up? Great — you’ve just inoculated your confidence. You’ll never accept an AI response again without the reflex to verify it.

Hallucination

Made-up fact delivered with confidence

3 checks

Source? Date? Does it make sense?

Knowledge cutoff

The model stands still; the world doesn’t

Responsibility

What you create under your name is yours

7

🚧 What AI does NOT do well — a map of its limits

Knowing the limits isn’t pessimism — it’s strategy. Those who know where the tool stumbles use it only where it shines, and never embarrasses itself.

✗ Where it stumbles

  • ✗Very recent facts — yesterday’s news, prices, and laws
  • ✗Long calculations and numerical precision — check all important math
  • ✗Information it doesn’t have — your client, your spreadsheet, your history (once you provide it—that’s layer 3!)
  • ✗Final decision with legal/medical/financial responsibility — it informs; you (or a professional) decide

✓ Where it shines

  • ✓First draft of any text — from email to report
  • ✓Summarize, explain, and translate — any subject, any level
  • ✓Generate options and ideas — 10 titles, 5 approaches, 3 structures
  • ✓Organize the mess — turn scattered notes into structure

💡 Practical Tip

Note one important thing: the limit "she doesn’t know your world" there is a solution—and the solution is for you to provide this world. This has a name: Context Engineering, layer 3 of the pyramid. The entire pyramid is the organized response to the limits you just mapped.

🌱 Module Summary

✓
Generative AI = language prediction — a well-read assistant that has never worked at your company; the quality of what comes out depends on what goes in
✓
4 words are enough — model, prompt, response, and context window
✓
The 3 myths were debunked — it’s not too late, it’s not just for programmers, and mastering it makes you more valuable
✓
First conversation completed — request, refinement, and format in a real task of yours
✓
The 3 checks became second nature — source? date? does it make sense? Nothing goes out under your name without passing those checks

📦 Module deliverable:

1) A before-and-after screenshot of your first guided conversation (message 1 vs. final table). 2) The result of your hallucination hunt: which fact you checked and what you discovered. Save both — they mark the starting point of your journey.

Next Module:

1.1 — Anatomy of a good prompt: the difficult email case in 4 versions