Tag: Streaming

Handle rate limits and transient failures gracefully with exponential backoff.

Implement semantic caching to avoid redundant LLM calls and reduce API costs.

Use structured prompt templates to get reliable, formatted responses from LLMs.

Process large datasets without loading everything into memory using Python generators.

Use FrozenDictionary and FrozenSet for immutable, highly-optimized read-only collections.

Replace Task with ValueTask in frequently-called async methods that often complete synchronously.