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Latency optimization | OpenAI API

Provides strategies and technical methods to reduce response times when using the OpenAI API, including techniques like prompt engineering, model selection, and streaming.

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Viewing SKILL.md

Latency optimization | OpenAI API

Provides strategies and technical methods to reduce response times when using the OpenAI API, including techniques like prompt engineering, model selection, and streaming.

When To Use

Use when you need to reduce the time it takes for an LLM to return a response or improve the perceived speed of an application.

Reference Files

FileContainsUse For
SKILL.mdEntry point: scope, routing table, and workflow.Start here.
docs/latency-optimization-openai-api-workflow-guide.mdA guide detailing strategies for reducing latency through prompt analysis and structured output optimization.Questions about a guide detailing strategies for reducing latency through prompt analysis and structured output optimization.
examples/latency-optimization-openai-api-openai-api-latency-optimization-prompt-r.textA text example demonstrating how to rewrite user queries with conversation history to optimize latency through context management.Exact payloads, commands, or snippets shown in A text example demonstrating how to rewrite user queries with conversation history to optimize latency through contex...
examples/latency-optimization-openai-api-prompt.textA text-based prompt example demonstrating how to instruct a model to classify user queries for real-time lookup requirements to optimize latency.Exact payloads, commands, or snippets shown in A text-based prompt example demonstrating how to instruct a model to classify user queries for real-time lookup requi...
examples/latency-optimization-openai-api-system-prompt.textA text-based example of a system prompt designed to optimize latency by instructing the model to output concise JSON reasoning.Exact payloads, commands, or snippets shown in A text-based example of a system prompt designed to optimize latency by instructing the model to output concise JSON...
examples/latency-optimization-openai-api-guide-metrics.textA text-based example demonstrating latency optimization metrics including lead, excerpt, and contextualized query parameters.Exact payloads, commands, or snippets shown in A text-based example demonstrating latency optimization metrics including lead, excerpt, and contextualized query par...
examples/latency-optimization-openai-api-prompt-engineering.textA text-based example demonstrating how to optimize latency through prompt engineering and system message structuring.Exact payloads, commands, or snippets shown in A text-based example demonstrating how to optimize latency through prompt engineering and system message structuring.
examples/latency-optimization-openai-api-openai-api-latency-optimization-context-.textA text example demonstrating how reducing message history and metadata can optimize API latency.Exact payloads, commands, or snippets shown in A text example demonstrating how reducing message history and metadata can optimize API latency.
examples/latency-optimization-openai-api-system-prompt-2.textA text example demonstrating a system prompt designed to optimize latency by instructing the model to respond in a structured JSON format.Exact payloads, commands, or snippets shown in A text example demonstrating a system prompt designed to optimize latency by instructing the model to respond in a st...
examples/latency-optimization-openai-api-system-prompt-3.textA text example demonstrating a system prompt and structured reasoning fields used to optimize latency in a customer service bot context.Exact payloads, commands, or snippets shown in A text example demonstrating a system prompt and structured reasoning fields used to optimize latency in a customer s...
examples/latency-optimization-openai-api-context-window-management.textA text-based example demonstrating how to manage conversation history and metadata to optimize API latency.Exact payloads, commands, or snippets shown in A text-based example demonstrating how to manage conversation history and metadata to optimize API latency.
examples/latency-optimization-openai-api-request-payload.textA text representation of a structured request payload containing user query sentiment and hardware issue metadata for latency optimization testing.Exact payloads, commands, or snippets shown in A text representation of a structured request payload containing user query sentiment and hardware issue metadata for...

What This Skill Covers

  • User: "My computer screen is cracked! I want it fixed now!!!"
  • Main sections: Analysis and optimizations, Part 1: Looking at retrieval prompts, Part 2: Analyzing the assistant prompt, Part 3: Optimizing the structured output, Example wrap-up.

Workflow

  1. Open the most relevant file under docs/ for the exact documented workflow and wording.
  2. Open schemas/ files for exact structured contracts.
  3. Open examples/ files for concrete requests, commands, snippets, and manifests.
  4. Do not add behavior or configuration that is not present in the attached source files.

Canonical source: https://developers.openai.com/api/docs/guides/latency-optimization