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Test Dynamic Adaptability with a New Gem

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Linked challenge: A2A Protocol for Dynamic 'Gem' Orchestration with Claude Opus 4.1 and OpenAI Swarm

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Linked challenge
A2A Protocol for Dynamic 'Gem' Orchestration with Claude Opus 4.1 and OpenAI Swarm

Prompt source

Original prompt text with formatting preserved for inspection.

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Describe a test scenario where a new 'Sustainability Impact Gem' is introduced to the system after the initial setup. Explain how your orchestrator, powered by Claude Opus 4.1, will dynamically discover this new Gem and incorporate it into its reasoning process for a policy recommendation task without any code changes to the orchestrator itself. Provide a sample execution path.

Adaptation plan

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

Keep stable

Preserve the rubric, target behavior, and pass-fail criteria as the baseline for evaluation.

Tune next

Adjust fixtures, mocks, and thresholds to the system under test instead of weakening the assertions.

Verify after

Make sure the prompt catches regressions instead of just mirroring the happy-path examples.