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How should an AI model make many API calls?

An AI model makes API calls at the same time. It does not make them one after another. This saves a lot of time.

By Pawan Nayar · from the LLOS AI Learning record

The rule

An AI model makes API calls at the same time.

It does not make them one after another. This saves a lot of time.

An AI model should make API calls in parallel. This means many calls happen at once. Making calls one after another takes too long. Use tools like ThreadPoolExecutor or asyncio for many calls. Set the number of workers to 10-15. This helps manage the calls efficiently.

A developer needs an AI model to make 355 API calls. If the AI model makes these calls one after another, it takes three hours. If the AI model makes these calls at the same time, it takes only 15 minutes. The developer saves a lot of time.

Words you'll need

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

Distributed Computing

Breaking work across many computers to solve it faster

Resource Allocation

Deciding who gets what when there is not enough

Latency Reduction

Making AI respond faster by cutting waiting time

Workflow Management

Organizing tasks and handing work between people and AI

Questions people ask

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

How does a complete design specification help in building a new system?

A complete design specification provides all necessary details. It lists changes to the user interface.

How should a developer document a new AI feature?

A developer should create a design document. This document describes the feature's architecture.

How should a developer make many API calls efficiently?

A developer must use parallel execution for scripts that make multiple API calls. This means many calls run at the same time.

How can a team track problems and tasks for a software feature?

A team can use an issue tracker to manage work. The tracker lists items that are complete and working well.

What to remember

An AI model makes API calls at the same time. It does not make them one after another. This saves a lot of time.