L
LLLOS.ai
Career
L
◆ AI Learning · Hard rule

How do I make sure my AI prompt changes work correctly?

A prompt is a contract between the user's choices, the system's instructions, and past interactions. Any change to one part needs checking all three.

By Pawan Nayar · from the LLOS AI Learning record

The rule

A prompt is a contract between the user's choices, the system's instructions, and past interactions.

Any change to one part needs checking all three.

When changing a prompt, check three things. First, ensure every user choice leads to a specific instruction, not a general one. Second, make sure system instructions describe feelings or methods, not exact words. Third, confirm that past settings and outputs store and restore new values correctly. This prevents unexpected results.

A developer changes a prompt to add a new 'mood' option. The developer must check that the user interface sends the new mood, the server creates a unique instruction for it, and the system saves this mood in the user's history. If not, the user might pick the new mood but get the same output as an old one.

Questions people ask

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

What is the 'Three-Party Contract' in prompt engineering?

The 'Three-Party Contract' means a prompt connects three things. It connects the user's choices in the interface.

How can a developer handle overlapping parts in an interactive SVG chart without flicker?

Realistic diagrams often have parts that overlap. For example, a bicycle bell sits on a handlebar.

How can a developer make sure a web page keeps users interested from the very first moment?

A developer must put important content at the top of the page. This content should be visible without scrolling.

How can a developer ensure users see important content immediately on a web page?

A developer must place key content in the first viewport. This includes a badge, title, subtitle, search bar, and themes.

What to remember

A prompt is a contract between the user's choices, the system's instructions, and past interactions. Any change to one part needs checking all three.