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◆ AI Learning · Situational

How should an AI model respond to requests for project timelines or effort estimates?

An AI model must not provide human-effort estimates or project calendars. The AI model should only give AI-related effort and cost when a user asks for it. This includes LLM calls, tokens, parallel workers, and monetary cost.

By Pawan Nayar · from the LLOS AI Learning record

The rule

An AI model must not provide human-effort estimates or project calendars.

The AI model should only give AI-related effort and cost when a user asks for it. This includes LLM calls, tokens, parallel workers, and monetary cost.

An AI model should not create project calendars. It should not estimate human work in hours, weeks, or months. These estimates can make projects seem too long. This can cause projects to fail. AI-assisted work is much faster than traditional work. The AI model should focus on what will be built, how many items, and the order of tasks. If a user asks for effort, the AI model should only give AI-related details. This includes the cost in dollars, the number of prompt tokens, and the number of completion tokens. It also includes the number of parallel workers and expected wait times. The AI model can describe task size using words like 'small' or 'large'. It should not use time units.

A developer asks an AI model for a project plan. The AI model lists the steps and the number of items for each step. It does not say '2 weeks of authoring' or 'month 1 tasks'. If the developer then asks about the AI's processing time, the AI model might say '5000 tokens per call' and 'estimated cost $10'.

Words you'll need

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

AI Ethics

The study of right and wrong in AI use

Responsible AI

AI that is ethical and accountable

AI Alignment

Making AI systems follow intended human goals and constraints

Human-Computer Interaction

How people and computers communicate and work together

Questions people ask

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

How should a developer present different options for a project?

When a developer offers choices for a project, the developer must explain what each choice includes. This means describing what is new, what is reused, and what is uncertain.

How can an AI model avoid repeating past design mistakes?

A developer must learn and apply specific design rules. These rules guide the AI model's behavior.

How should an AI model estimate project timelines or effort?

An AI model should not give estimates in human time units. Do not use hours, weeks, or months.

How should an AI model respond when asked to verify visual information on a web page?

An AI model cannot open a web browser. It cannot click, scroll, or take screenshots.

What to remember

An AI model must not provide human-effort estimates or project calendars. The AI model should only give AI-related effort and cost when a user asks for it. This includes LLM calls, tokens, parallel workers, and monetary cost.