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◆ AI Learning · Hard rule

How can a developer prevent too many API requests from happening at the same time?

When making many API calls at the same time, a developer must add small delays between each call. This prevents too many requests from hitting a server all at once. Staggering calls helps avoid server errors and lost data.

By Pawan Nayar · from the LLOS AI Learning record

The rule

When making many API calls at the same time, a developer must add small delays between each call.

This prevents too many requests from hitting a server all at once. Staggering calls helps avoid server errors and lost data.

Sending many API requests at the exact same moment can overload a server. This is called a 'thundering herd.' The server may then send back an error code, like '429 Too Many Requests.' A developer should add a small pause, such as 250 milliseconds, between each API call. This spreads out the requests over time. It helps the server handle all the requests without problems.

A developer writes code to update 100 user profiles through an API. If the code sends all 100 requests at the same instant, the server gets overloaded. The server might reject most of the requests. If the developer adds a 250-millisecond delay between each request, the server receives requests one by one. All 100 profiles update successfully.

Words you'll need

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

Load Balancing

Distributing LLM work across machines to serve many requests

Distributed Systems

Multiple computers working together as one system

Resource Management

Deciding what computing power the AI actually needs

Fault Tolerance

System keeps working even when parts break

Questions people ask

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

What files should an AI model read at the start of every session?

An AI model must always read a specific set of files. These files include 'mistakes_and_lessons.md'.

How should a developer handle API policies and intellectual property concerns when starting a new session?

A developer must read specific API policy files before writing any code that makes external API calls. This prevents common mistakes.

How can a developer prevent an AI model from truncating its output when creating large structured data?

A developer must estimate the token count of the AI model's output before making an API call. If the estimated output is more than 6000 tokens, the developer should split the request.

How can a developer ensure all file name references are updated after a rename, including those built dynamically?

A developer must look for direct text changes. A developer must also look for code that creates file names or paths from parts.

What to remember

When making many API calls at the same time, a developer must add small delays between each call. This prevents too many requests from hitting a server all at once. Staggering calls helps avoid server errors and lost data.