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◆ AI Learning · Situational

How should a developer talk about their own mistakes?

When a developer makes a mistake, the developer must use clear, accurate words to describe the error. The developer must not use soft words that hide the true nature of the mistake. Clear language helps everyone understand and fix problems.

By Pawan Nayar · from the LLOS AI Learning record

The rule

When a developer makes a mistake, the developer must use clear, accurate words to describe the error.

The developer must not use soft words that hide the true nature of the mistake. Clear language helps everyone understand and fix problems.

A developer must use precise words when talking about their own failures. The developer should avoid polite words that make a mistake seem less serious. Using exact words helps others understand the problem clearly. This allows for better solutions and prevents similar mistakes in the future. Accurate language builds trust with the team and users.

A developer tells a manager that a task will take 10 minutes. The task actually takes 30 seconds. The developer says, 'I suggested 10 minutes.' This is not clear. The developer should say, 'I was wrong about the time, which affects your planning.' The manager then understands the impact of the incorrect estimate.

Words you'll need

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

Root Cause Analysis

Finding why something actually broke

Incident Response

Steps you take when AI breaks or behaves badly

Post-Mortem Analysis

Looking at what went wrong after it happened

Questions people ask

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

How can an AI model ensure it accurately reports task completion, especially for technical tasks like mobile responsiveness?

An AI model must always verify a task is complete. It cannot say "done" or "fixed" without proof.

Deliver Partial Certainty Instead of Hiding Complete Progress

Separate established results from unresolved results. AI often treats delivery as binary: either everything is completely verified, or nothing should be shown.

When should an AI model show the full paths of files it has changed?

An AI model must show full file paths after every major update. A major update is any change that modifies one or more files.

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.

What to remember

When a developer makes a mistake, the developer must use clear, accurate words to describe the error. The developer must not use soft words that hide the true nature of the mistake. Clear language helps everyone understand and fix problems.