Dont colllect AI Prompts, Frame Tasks

Got a great AI result? Don’t save only the output—save the pattern that produced it:

AI AXIOM #4 | Getting vague answers from AI? The problem may begin before the prompt.

Getting vague answers from AI? The problem may begin before the prompt.

A vague prompt is often evidence of unfinished thinking.

Before asking AI, clarify:

• What am I trying to accomplish?
• Who is the output for?
• What context matters?
• What should a useful result look like?

That is why TAJ begins with THINK, not ASK.

THINK → ASK → JUDGE → ACCOMPLISH

Before writing your next prompt, complete one sentence:

“The outcome I want to accomplish is…”

Then ask AI.

Watch AI Axiom #4: Think Before You Ask:
https://youtube.com/shorts/5V2rS1EJpu4?si=wRSUS-xQWmLii2hV

#AIAxioms #AIYISM #AIYING #TAJ #ThinkBeforeYouAsk #Prompting #HumanAI #AIEducation #ArtificialIntelligence

AI Axiom #3: Generation Is Abundant. Judgment Is Scarce

Artificial intelligence can generate almost anything in seconds:

• Ideas

• Headlines

• Images

• Reports

• Presentations

• Strategies

• Code

• Possible answers

Generation, which once required considerable time and effort, is becoming abundant.

But abundance creates a new challenge.

When AI gives us ten answers, which one should we choose? When it produces a convincing report, how do we know whether it is accurate? When it recommends an action, who considers the consequences?

The central question is no longer only:

Can AI generate it?

It is increasingly:

Can humans judge it?

The New Scarcity

AI makes producing content easier. It does not automatically make the content correct, relevant, useful or responsible.

An output can be:

• Fluent but inaccurate

• Impressive but irrelevant

• Persuasive but biased

• Efficient but inappropriate

• Factually correct but unsuitable for the context

• Useful in one situation but harmful in another

As generation becomes abundant, the ability to evaluate what has been generated becomes scarce and valuable.

Human judgment must determine:

• What is accurate

• What is relevant

• What is missing

• What fits the purpose

• What creates value

• What should be improved

• What should be rejected

• What consequences may follow

• What we are willing to take responsibility for

Why TAJ Does Not End With ASK

This is why the AIYING method uses the sequence:

THINK → ASK → JUDGE → ACCOMPLISH

THINK establishes the purpose, problem and intended outcome.

ASK gives AI a clear intelligence brief and opens possibilities.

JUDGE examines, challenges, verifies and improves the generated output.

ACCOMPLISH converts the judged output into a useful result, artifact or action.

Without judgment, AI produces abundance.

With judgment, abundance can become intelligence and value.

A Simple Judgment Test

Before accepting any AI-generated output, ask:

1. Is it accurate?

Check important facts, calculations, sources, assumptions and claims.

2. Is it relevant?

An accurate answer may still fail to address your real purpose, audience or context.

3. Is it responsible?

Consider possible bias, privacy concerns, risks, affected people and unintended consequences.

4. Is it valuable?

Determine whether the output improves a decision, reduces effort, solves a problem or produces a meaningful accomplishment.

5. Am I willing to own it?

If you use the output, are you prepared to explain, defend and take responsibility for it?

The Human Advantage

The AI age will not reward only those who generate the most content.

It will increasingly reward people who can:

• Distinguish

• Evaluate

• Verify

• Choose

• Improve

• Decide

• Take responsibility

AI can generate possibilities. Human beings must judge consequences.

That is the enduring principle behind AI Axiom #3:

Generation is abundant. Judgment is scarce.

Watch the YouTube Short:
https://youtube.com/shorts/iGfPTQuT9Ys?si=MfD-QKqRITYl26UN

Reflection: As AI generates more for you, what are you doing to strengthen your judgment?

#AIAxioms #AIYISM #AIYING #TAJ #HumanJudgment #ResponsibleAI #AIGovernance #AILeadership

AI AXIOM #2: AI Extends the Cognitive Frontier