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A collective for developers utilizing OpenAI's foundational models and APIs to build, integrate, and innovate. The OpenAI Collective is organized and managed by the Stack Overflow community as a resource for developers.
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OpenAI image input token caching

OpenAI GPT-Image API: Image input tokens not caching despite documentation suggesting they should Problem Summary I'm using OpenAI's GPT-Image models (gpt-image-1.5, gpt-image-1, gpt-image-1-mini) to ...
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passing fresh JWT to AzureOpenAI

I am attempting to pass a JWT to an AzureOpenAI call but the service responds with a 401. When I instantiate AzureOpenAI with a JWT-injected default header, it works. However, the JWT can become stale ...
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Whisper Ignore Fire Tones

I am using Whisper to transcribe automated dispatches from an SDR. (SDR is essentially recording radio traffic from public safety radio and turning those broadcasts into a WAVE file that is then ...
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AzureOpenAI deployment Issue

I am creating a small POC where i am trying to get the response from LLM using gpt-4.1 model Please Note i am using SDK here, i am able to get the response if i create plain REST API. Below is my ...
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Why doesn't Whisper fully transcribe my audio?

I'm trying to use openai-whisper Python module to transcribe (already recorded) audio which can be large files (30 minutes to 2 or 3 hours). But I'm facing an issue: the audio isn't fully transcribed ...