Dylan Di Filippo
Dylan Di FilippoAI journal

Typed decision, agents and sub-agents: do not confuse everything

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OpenAIAPI & integrations

Typed decision, agents and sub-agents: do not confuse everything

DevDay opens several levels of abstraction: a finite response, a managed agent loop, and delegation to sub-agents. The right level depends on the task.

Preview limited / beta

Facts, analysis and limits

Verified facts

  • Decisions API focuses Luna on finite-answer questions supplied by the developer, from text or images; the recap describes it as a limited preview.
  • Agents API gains computer use in a hosted browser. The changelog separately identifies GPT-6.1 Sol's multi-agent beta in Responses.
  • These new features are distinct interfaces and orchestration capabilities, not three new models to compare in the same table.

What changes

To rank, prefer a structured output and a test set. For a long workflow, evaluate recovery, status and permissions. Add sub-agents only if parallelism brings a measurable value.

Practical implication

Watch Decisions availability; test the three components separately.

Availability

Decisions: limited preview; multi-agent: beta. Access and conditions of the hosted browser to check in the API.

Limits and uncertainty

No quality or cost measurements of these APIs were performed in this pilot.

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