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Implement OpenAI Swarm Orchestration with Claude Opus 4.1

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Linked challenge: Cross-Platform Hyperscaler AI Investment Strategist

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Linked challenge
Cross-Platform Hyperscaler AI Investment Strategist

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Implement a basic OpenAI Swarm setup to orchestrate your investment agents. Define the roles and initial tasks for each agent. Integrate Claude Opus 4.1 for the 'Investment Analyst Agent' to perform extended thinking on the received market intelligence and investment data. Show how the Swarm manages task handoffs and aggregate results from agents operating in simulated cloud data environments.

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Hold the task contract and output shape stable so generated implementations remain comparable.

Tune next

Update libraries, interfaces, and environment assumptions to match the stack you actually run.

Verify after

Test failure handling, edge cases, and any code paths that depend on hidden context or secrets.