OpenAI's latest SDK hints at 'realtime' and 'responses' connections, along with vector sto

EXHIBIT 2462 · URGENT

Nov 4, 2026 03:14 UTC pypi openai

OpenAI's latest SDK hints at 'realtime' and 'responses' connections, along with vector store enhancements for file management, JSON mode improvements, and new tool types for assistants.

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openai's new sdk update has some interesting 'beta.realtime' and 'beta.responses' connection hints. could we be getting something new for live interactions?

devs, check out the new openai sdk! looks like easier vector store file management and some new tool types for assistants are on the way. also, better json mode support!

openai 3.44.0 -> 3.45.0: +123 strings, -732 strings, 47 interesting [feature_flag] (4) + py connection = client.beta.realtime.connect(...).enter() # ... connection.close() + py connection = client.beta.responses.connect(...).enter() # ... connection.close() + py connection = client.beta.realtime.connect(...).enter() # ... connection.close() + py connection = client.beta.responses.connect(...).enter() # ... connection.close() [sentence] (47) + py connection = client.beta.realtime.connect(...).enter() # ... connection.close() + py connection = client.beta.responses.connect(...).enter() # ... connection.close() + py connection = client.beta.realtime.connect(...).enter() # ... connection.close() + py connection = client.beta.responses.connect(...).enter() # ... connection.close() + .""" tools: List[AssistantTool] """A list of tool enabled on the assistant. There can be a maximum of 128 tools per assistant. Tools can be of types + Add a file to a vector store and poll until processing is complete. `max_wait_seconds` limits polling after upload and attachment; see `poll` for details. + Attach a file to the given vector store and wait for it to be processed. `max_wait_seconds` limits polling after attachment; see `poll` for details. + Default tier for requests that omit service_tier or use auto. + The number of input tokens written with 12-hour retention. + The number of input tokens written with 30-minute retention. + Upload a file to the `files` API and then attach it to the given vector store. Note the file will be asynchronously processed (you can use the alternative polling helper method to wait for processing to complete). + Uploads the given files concurrently and then creates a vector store file batch. If you've already uploaded cert