◆ AI Learning · Hard rule

What safety features are needed to prevent a batch script from running a large, expensive campaign without approval?

A batch script must always confirm the total cost and number of operations before starting. The script must never launch a full campaign silently. A developer must add safety gates to prevent accidental large-scale operations.

By Pawan Nayar · from the LLOS AI Learning record

The rule

A batch script must always confirm the total cost and number of operations before starting.

The script must never launch a full campaign silently. A developer must add safety gates to prevent accidental large-scale operations.

A batch script needs a safety gate. This gate must calculate the total number of actions. It must also show the estimated cost to the user. The script must then ask for clear confirmation from the user. If the user does not confirm, the script must stop. If no test or limit is set, the script should run a small test by default, not the full campaign. Always get the true state of a running campaign from the database. Do not trust a progress file. A progress file can be old or incorrect. The database always has the most current information.

A developer runs a script to update user profiles. The script is supposed to update 100 profiles. Without a safety gate, the script updates all 10,000 profiles in the database. This causes a large, unexpected cost and many unwanted changes.

Words you'll need

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

Human-In-The-Loop

A person checks the AI's work before it matters

Error Handling

What the AI does when it hits a wall

Access Control

Who gets to use what, and when

Resource Management

Deciding what computing power the AI actually needs

Questions people ask

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

What are the key design principles for a system that manages AI models?

A good management system does not change existing servers much. It only adds a small check-up point.

How can a developer prevent unexpected costs when using an AI model?

A developer must always ask for permission before spending money on an AI model. This includes small test runs.

How can a developer make sure an AI model uses a paid API key and not a free one?

A developer must always read the root `.env` file first. This file contains the paid API keys.

How should a batch script save its work to prevent data loss?

A batch script should save each result immediately after it is created. If a script waits to save all results at the end, a computer crash means all work is lost.