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CATCH #1800 DETECTED OCT 1, 2026 23:18 UTC
THE CATCHscore 10/10
EXHIBIT 1800 · FLASH
Oct 1, 2026 23:18 UTC pypi openai
OpenAI's latest SDK update (3.23.0) introduces a new model ID, gpt-4o-2024-08-06, and significant beta features around an Agents API for hosted tools, real-time connections, and artifact management.

READY TO POST:

openai just dropped `gpt-4o-2024-08-06` in their latest sdk! keep an eye out for this new model.

big beta updates in the openai sdk! lots of mentions of new agents api features, hosted tools, and real-time connections. sounds like some powerful new dev capabilities are coming.

EVIDENCE — the receipts
openai 3.22.1 -> 3.23.0: +215 strings, -649 strings, 97 interesting

[model_id] (1)
  + py
        with client.chat.completions.stream(
            model="gpt-4o-2024-08-06",
            messages=[...],
        ) as stream:
            for event in stream:
                if event.type == "content.delta":
                    print(event.delta, flush=True, end="")

[feature_flag] (22)
  + Beta SDK runtime helpers.
  + Beta helpers for hosted Agents API tools and turn results.
  + Beta: a staged environment file and its separately owned Files API upload.
  + Beta: async artifact downloads from one completed turn.
  + Beta: asynchronous counterpart of AgentSessionEventStream.
  + Beta: build the Agents JSON-schema format for a Pydantic model.
  + Beta: download artifacts scoped to the exact completed result turn.
  + Beta: file inputs and upload ownership for explicit Files API cleanup.
  + Beta: look up immutable artifacts from one completed turn.
  + Beta: output parsing failed after a successful hosted turn.
  + Beta: parse a completed answer without changing its session configuration.
  + Beta: preparation failed; successful uploads remain available for cleanup.
  + Beta: prepare an explicitly selected directory snapshot.
  + Beta: retain final messages for a result; call before consuming events.
  + Beta: staging failed after upload; the upload remains caller-owned.
  + Beta: the completed final assistant messages from one successful root turn.
  + Beta: upload and stage one file in an existing environment.
  + Beta: upload selected files for a new hosted environment.
  + 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()
    # ...
    

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