PTENES
MODULE 3.1 ~50 min

🗂️ What context is (beyond the prompt)

Context is the map that guides AI. You’ll learn to identify all types of context — and why poor responses are almost always caused by poor context, not a weak model.

1

🗺️ Context = map

Bad responses almost always come from poor context

AI doesn’t know your world. It knows the world. When you ask for a campaign, it a campaign — no your campaign. Context is what turns a generic answer into a personalized one.

✗Blind prompt

"Create a campaign for my project."

Result: something that works for any company on the planet. AI wasn’t weak — it was blind.

✓Prompt with a map

"Create a campaign for my project." + context folder (audience, tone, good examples, limits)

Result: a campaign that feels like it was made by someone who’s worked there for years.

🗺️
Context as a map
🕳️
Information gap
🔍
Response diagnosis
🧠
Context mindset
2

📦 Types of context

Files, images, history, examples, rules, brand, audience

📄 Files 🖼️ Images 💬 History ✅ Examples 🚧 Rules 🎨 Brand Context complete
A
Files and documents

PDFs, spreadsheets, Word, markdown. You upload them and the AI reads them. Good for: briefs, knowledge bases, contracts (anonymized).

B
Images

Screenshots, product photos, charts. Claude and GPT-4o read and describe them. Good for: analyzing visual data, describing layouts.

C
Conversation history

Everything said in the same session is available automatically. Between sessions, you need to summarize manually.

D
Examples (positive and negative)

"Write in the style of this text: [example]" or "Avoid this kind of thing: [counterexample]". This is the type of context with the highest return per word.

📄
Files/docs
🖼️
Images
✅
Examples ±
🚧
Rules/limits
3

📎 Attach files and references

How each tool handles what you upload

ChatGPT (Plus)
  • ✓PDF, Word, Excel, images, code
  • ✓Automatically processes file content
  • !Free plans have upload limits
Claude (Anthropic)
  • ✓PDF, images, code, text
  • ✓Very large context window (200k tokens)
  • ✓Great for long documents
Gemini (Google)
  • ✓PDF, images, audio, video
  • ✓Google Drive integration
  • !Behavior varies by version
💡
Paste vs. upload

For short texts (up to ~2,000 words), pasting works just like uploading—and it's faster. For long documents, uploading is better because it preserves formatting and the AI doesn't need to process raw text.

⬆️
File upload
📋
Paste text
🖼️
Supported formats
🔢
Context window
4

✅ Positive and negative examples as context

"This is how, this is not" teaches more than instructions

💡
Why examples work better than long instructions

AI learns from patterns. Three paragraphs of instructions about "a casual but professional tone" are equivalent to two real examples of text in the right tone. Examples are concrete patterns — AI replicates them with impressive accuracy.

✗ Instructions only (weak)

"Write in an informal but not vulgar tone, with energy, no clichés, suitable for young adults aged 25-35 who work in tech..."

Result: AI interprets "informal" and "energy" its own way.

✓ Instructions + examples (strong)

"Write it like this: [good example]. Avoid this: [bad example]. Now do it for my situation..."

Result: an unambiguous, calibrated tone.

Structure: context with examples ± copy-paste
Exemplo BOM (use como referência de tom):
"[cole aqui um texto que você aprova]"

Exemplo RUIM (evite este estilo):
"[cole aqui um texto que você quer evitar]"

Agora crie [o que você quer] seguindo o tom do exemplo bom
e evitando o estilo do exemplo ruim.
✅
Positive example
❌
Negative example
🎯
Few-shot with context
🎨
Tone calibration
5

🎨 Brand identity and voice as reusable context

The context you build once and use all the time

Without voice context, every response sounds like it came from a different company. With it, even someone who just opened the tool can produce something in the right tone—because the context carries the consistency standard.

1
Define the tone in 3 adjectives

E.g.: "direct, empathetic, technical without jargon." Simple and concrete — AI knows what to do with that.

2
List what to avoid

E.g.: "never use the word 'synergy,' don't promise financial results, avoid humor when the topic is a customer's problems."

3
Add 1-2 real examples

Copy an excerpt from a text of yours that you consider to have the right tone. That's the most powerful style anchor.

4
Paste this at the start of every new conversation

Save it as an "identity block" somewhere easy to access. 30 seconds of copy and paste ensures consistency throughout the session.

🎨
Brand identity
🗣️
Brand voice
🔄
Reusable context
🧱
Identity block
6

⚖️ When too much context gets in the way

Noise × signal: what to include and what to cut

✓ Signal (include it)
  • →Who is the audience for the result
  • →What is the specific goal of this task
  • →Examples of the right tone
  • →Constraints that affect this result
  • →Decisions made previously
✗ Noise (cut)
  • →The company's history from the last 10 years
  • →Details of unrelated projects
  • →Reasons why you want this
  • →Information AI already has by default
  • →All your documents "just in case"
💡
Minimum context test

Before adding a context item, ask: "If I remove this, will the answer get significantly worse?" If not, leave it out. Context has a cost — it dilutes attention, increases tokens, and sometimes confuses the AI with contradictions.

📶
Noise × signal
🔢
Context window
✂️
Minimal context
🎯
Information curation
7

🔒 Privacy and data: what to NEVER paste into AI

Would you paste this in a public group?

⚠️
Golden rule

"Would you post this in a public WhatsApp group?" If not — don't post it to AI either.

AI tools have different policies on data use. Some use conversations for training. Sensitive data pasted by accident could be exposed in breaches or violate Brazil’s LGPD data protection law.

🚫 NEVER paste into AI
  • ✗Identifiable client data (name, CPF, email, phone)
  • ✗Passwords, API tokens, access keys
  • ✗Confidential contracts without anonymization
  • ✗Patient health data
  • ✗Real customers’ financial information
  • ✗Trade secrets and proprietary IP
✓ How to anonymize before using
  • →Replace names with [NAME] or [CLIENT A]
  • →Companies: [COMPANY] or [SUPPLIER]
  • →CPF/CNPJ: [DOCUMENT]
  • →Values: keep the order of magnitude, change the number
  • →Health data: describe the condition without identifying the patient
📦 Privacy checklist before pasting context Kit T3
[ ] Sem nomes reais de clientes/pacientes/funcionários
[ ] Sem CPF, CNPJ, RG, passaporte
[ ] Sem senhas, tokens ou chaves de API
[ ] Contratos: anonimizados com [EMPRESA] e [PARTE]
[ ] Dados financeiros: valores genéricos, não reais
[ ] Saúde: condição descrita, paciente não identificado
[ ] Segredos industriais: estrutura descrita, dados removidos
[ ] Regra de ouro: "passaria no grupo público?" ✓
🚫
Sensitive data
🔏
Anonymization
⚖️
LGPD
👥
Public group rule

📋 Module 3.1 Summary

What you learned

  • ✓Context is the map — poor responses come from poor context
  • ✓The 7 types of context you can provide
  • ✓How each tool processes uploads
  • ✓Positive/negative examples as context
  • ✓Brand identity as reusable context
  • ✓When to cut context (noise × signal)
  • ✓What to NEVER paste + how to anonymize

Connection to the pyramid

T1 Prompt — taught you to structure the request. But a structured request about an unfamiliar world still produces a generic result.

T2 Intent — brought clarity to the goal. A clear goal without context about who is doing the work and for whom remains up in the air.

T3 Context (here) — provides the map. Prompt + intention + context = a result that feels like it came from someone on the inside.

📦
Deliverable for this module

Context folder + privacy checklist

Choose a real project. Anonymize a document. Set up the first files in your context folder. Apply the privacy checklist before using any sensitive data.