STUDY GUIDE · ENGLISH AND HUNGARIAN

Uncle Sunny Academy

How one person and four AI roles work together so that mistakes are caught before publication. Educational content: not trading, not investment.

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The four AI roles

SOL: Editor · VERA: Checker · FABER: Builder · ARGUS: Observer

SOL

Structure AI

VERA

Review AI

FABER

Build AI

ARGUS

Observer AI

What you will learn

On this page you can read the basics for free: the five prompt elements, the most common mistakes and three exercises. The full guide goes further: it shows how to coordinate several AI assistants so that mistakes are caught before anything is published. 27 pages in English and 28 in Hungarian, with 11 diagrams, drawn from the log of a project that is still running.

FREE

The five prompt elements

Effective communication with an AI is not a talent; it is a structure you can learn. This section comes from chapter two of the guide and is free to read in full.

Goal

What you want to achieve, stated precisely and measurably. Not "write something", but "write a three-sentence summary for audience X in format Y".

Weak: "Explain prompt engineering."

Better: "Write a five-sentence, non-technical explanation of prompt engineering for a secondary-school student, without bullet points."

Context

What background the AI has: what it knows and what it does not. Context is always explicit, never assumed.

Weak: "Continue the previous work."

Better: "In the previous session we worked on topic X and the result was Y. Now we continue in direction Z."

Constraints

What the AI must NOT do: exclusions, forbidden content, limits of scope. A constraint is not distrust; it is precision.

Weak: "(no constraint given)"

Better: "Do not give financial advice. Avoid jargon. Stay under 200 words."

Format

The form you want the answer in: list, table, prose, code, JSON. The format decides how usable the answer is.

Weak: "Give me a summary."

Better: "Give me a three-column table: Topic | Key point | Next step."

Triple-check line

Ask the AI to check its own answer from three angles: (1) does it meet the goal, (2) does it respect the constraints, (3) does it contain an assumption you have not confirmed.

Closing line: "Before you answer, check: (1) do you meet the goal, (2) do you respect the constraints, (3) is there an assumption in your answer?"

Common mistakes

Mistake	Consequence	Fix
Vague goal	The AI generalises and the answer is not usable	Make it measurable: who, what, in what form, how long
Implicit context	The AI assumes, and the assumption is usually wrong	State every relevant piece of background explicitly
No constraints	The AI oversteps its scope and unwanted content gets in	Always say what the AI must NOT do
No triple-check	Mistakes slip unnoticed into the final output	Ask for a self-check on every critical output

Practice exercises

Write a five-element prompt on a topic of your choice. Check: are all five elements there?
Take an earlier prompt that did not get a good answer. Identify which element was missing.
Write a prompt whose last line is the triple-check request. Compare the answer with a version without it.

THE FULL GUIDE

A verified AI workflow

The full guide shows, across fourteen chapters, how to coordinate several AI assistants over months so that mistakes are caught before publication: enforcing evidence, the two kinds of task, the stopping condition, and what the word "done" really means. Five case studies from a single working day, including a mistake whose fix almost broke a working system. Every rule was born from a concrete mistake.

✓Every step has a measurable success criterion
✓No "good faith", only evidence
✓Every AI output goes through a three-way check
✓Context is always explicit, never assumed
✓A mistake is not hidden; it is documented at once

One purchase, both editions

A one-time purchase with no subscription. You receive both editions, in English and in Hungarian, as PDF by e-mail. The method keeps developing: new editions of this guide published until 31 December 2027 are sent free of charge to the e-mail address given at purchase.

Buy — $49

Educational content. Not investment advice. The Uncle Sunny Academy contains educational material. The working method shown is illustrative. It is not investment, financial, legal or medical advice. Data Analytic Investments accepts no liability for the results of applying the method described here.

Data Analytic Investments Kft. · Budapest · Cg. 01-09-459176

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