GPT-4o-mini
GPT-4o mini is OpenAI’s compact multimodal generative model in the GPT-4o family, designed for cost-efficient and low-latency use.
Spring AI in Action
GPT-4o mini Audio is an OpenAI audio-capable model variant optimized for lower-cost multimodal generation.
- How it is used
- Supports economical voice interactions that send audio directly to an LLM and receive audio responses.
- How deep it goes
- Covers model configuration, typed audio records, Media construction, ChatClient integration, and an HTTP endpoint.
- Examples
- Demonstrates Board Game Buddy answering an MP3 question about Burger Battle through an audio/mpeg endpoint.
- What you can do after
- Build it from scratch by configuring the preview model and wiring uploaded audio through Spring AI to an audio response.
Hugging Face in Action
gpt-4o-mini is a compact OpenAI multimodal language model designed for capable, cost-efficient generation and chat tasks.
- How it is used
- Deploys OpenAI-hosted chat generation inside LangChain, LlamaIndex, and data-query workflows.
- How deep it goes
- Demonstrates package setup, API-key configuration, model parameters, prompt chains, query engines, and generated-code execution.
- Examples
- Uses Steve Jobs questions, indexed purchase queries, and natural-language filters for birthplace and dates.
- What you can do after
- Apply it via LangChain or LlamaIndex to build chat chains and question-answering interfaces over indexed or tabular data.
Related concepts
- GPT-4oalternative to · GPT-4o is an OpenAI multimodal generative model in the GPT family that processes and generates text and other supported modalities.
- GPT modelalternative to · A GPT model is a generative pretrained Transformer language model that produces text autoregressively by predicting successive tokens from preceding context.
- DSPy programused by · A DSPy program is an executable composition of one or more module instances that can be called with inputs declared by a signature.
- GPT-4contrasts with · GPT-4 is a generative large language model developed by OpenAI for understanding and generating text and other supported inputs and outputs.
- fallbackused by · A fallback is an alternative behavior, result, resource, or processing path selected when a preferred option fails, is unavailable, or cannot handle a situation.
These guides are generated from the text of Manning books by Manning's knowledge graph and link to the sections they draw on. The full books are available on liveBook and at manning.com.