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Define Agent Swarm

Inspect the original prompt language first, then copy or adapt it once you know how it fits your workflow.

Linked challenge: High-Performance Reasoning Swarm with Mastra AI

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Linked challenge
High-Performance Reasoning Swarm with Mastra AI

Prompt source

Original prompt text with formatting preserved for inspection.

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Using Mastra AI, define an agent workflow that routes tasks to Groq Cloud-hosted models via defined tools. Initialize the swarm with GPT-5.4 Pro for reasoning.

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 role framing, objective, and reporting structure so comparison runs stay coherent.

Tune next

Swap in your own domain constraints, anomaly thresholds, and examples before you branch variants.

Verify after

Check whether the prompt asks for the right evidence, confidence signal, and escalation path.