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◆ AI Learning · Situational

How should a developer respond when an AI model's output does not meet the user's specific instructions?

A developer must follow the user's instructions exactly. When an AI model's output fails, the developer must fix the execution. The developer must not change the user's original plan.

By Pawan Nayar · from the LLOS AI Learning record

The rule

A developer must follow the user's instructions exactly.

When an AI model's output fails, the developer must fix the execution. The developer must not change the user's original plan.

A developer must execute the user's instructions precisely. If the AI model's output is wrong, the developer must fix the execution. This means fixing the prompt, the code, or the way the output is read. The developer must not suggest different ways to solve the problem. Proposing new ideas instead of fixing the current problem wastes time and effort. The user's original plan is the priority.

A developer is asked to build a system using a specific algorithm. The AI model produces incorrect results. The developer starts suggesting a completely different algorithm. This action wastes time. The developer should instead check the prompt and code for errors in how the original algorithm was implemented.

Words you'll need

Resolved from this lesson's own record — real definitions, not invented for this page.

Model Alignment

Ensuring AI behaves as intended and aligns with goals

Error Handling

What the AI does when it hits a wall

Model Interpretability

Understanding how AI makes its decisions

Human-In-The-Loop

A person checks the AI's work before it matters

Questions people ask

More from the same record, pulled by shared topic — not written new for this page.

Why should a developer write pseudocode and get approval before writing any code?

Writing pseudocode first helps a developer plan the code. It shows the user what the developer intends to build.

How can an AI model be stopped from doing something specific?

An AI model follows negative instructions most of the time. Use phrases like 'ABSOLUTELY DO NOT USE' for these instructions.

How can a developer prepare for a new project phase, like 'Junior Lab Phase 2', with a limited budget and many tasks?

A developer should review the project plan. The plan for 'Junior Lab Phase 2' includes creating 4,000 puzzles across 72 families with a $38 budget.

How can an AI model create text that truly sounds like a specific author or voice?

An AI model often has strong ideas about famous authors. These ideas can override general style instructions.

What to remember

A developer must follow the user's instructions exactly. When an AI model's output fails, the developer must fix the execution. The developer must not change the user's original plan.