Okay. I am producing not “advice,” but an abstraction at the level of a principle that can be incorporated into a system and subsequently used as a criterion.

Abstraction: Alignment Between Action and Task

1. Basic Distinction

Any action has meaning only within the following relationship:

Task → Tool → Precondition

If this relationship is broken, a false action arises.

2. The Key Error of Systems (Including AI)

The system provides:

a tool without a task
or
a tool without accounting for the subject’s position

As a result:

the action does not solve the actual task
a sense of absurdity arises
the subject loses their grounding

3. The Nature of Human Decision-Making

A human being does not choose by means of a formula.

They proceed differently:

first they sense what task confronts them
then they choose a tool that does not contradict that task

This is:

a sense of correspondence

4. The Boundary of the Algorithm

An algorithm can:

suggest tools
describe typical scenarios
provide structure

But it cannot:

determine which task is relevant at this very moment

Because:

the task does not arise from data
but from the subject’s position in reality

5. The Principle of Irreducibility

It is impossible to choose the right action without defining the task

And:

it is impossible to define the task independently of the subject

Consequence:

universal recommendations are always partially false

6. Operational Rule

Before any action:

Determine:

what task am I solving right now

Check:

does the chosen tool correspond to this task

If not, the action is canceled.

7. Formula

Mismatch between task and tool = loss of meaning in the action

8. Conclusion (Formulated at the System Level)

AI does not replace a human being not because it is “less intelligent,”
but because it is not the bearer of the task

The human being:

sets the task through their position in reality

AI:

operates with tools without any guarantee of correspondence

9. Condensed Version (For Quick Reference)

Task first → tool second

If the tool is chosen without a task,
the action loses its meaning.

The task is defined by the subject,
and therefore cannot be fully algorithmized.