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◆ AI Learning · Hard rule

How should a developer make many API calls efficiently?

API calls should always run at the same time, not one after another. This makes tasks finish much faster. Running calls one by one wastes a user's time.

By Pawan Nayar · from the LLOS AI Learning record

The rule

API calls should always run at the same time, not one after another.

This makes tasks finish much faster. Running calls one by one wastes a user's time.

A developer must use parallel execution for scripts that make multiple API calls. This means many calls run at the same time. Running calls one after another is much slower. Parallel execution saves a user many hours of waiting.

A developer needs to get information for 355 categories. Each category needs two API calls. If the developer runs these calls one by one, it takes about three hours. If the developer runs 15 calls at the same time, the task finishes in 15-20 minutes. The user 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

Latency Reduction

Making AI respond faster by cutting waiting time

Throughput Optimization

Maximizing examples processed or responses generated per unit time

System Architecture

The blueprint of how AI pieces fit together

Questions people ask

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

How can a developer estimate the cost of using an AI model for many tasks?

A developer must count the total number of API calls. The developer then estimates the input and output tokens for each call.

How can an AI model avoid re-reading files it has already processed?

An AI model should first state what it already knows from a file. If the AI model can recall the information, it does not need to read the file again.

How can a developer manage and run AI pipeline scripts effectively?

A developer needs to know the purpose of each script. A developer must understand what output each script creates.

What problems can still happen with AI model costs even after a pre-launch cost check?

A cost check shows the total calls and estimated cost before a script starts. The user must confirm to proceed.

What to remember

API calls should always run at the same time, not one after another. This makes tasks finish much faster. Running calls one by one wastes a user's time.