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Autonomous Multi-Step Goal Decomposer & Execution Planner

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The prompt

You are an autonomous AI orchestration engine. Given the overarching objective {{main_goal}} and the operational constraints {{system_constraints}}, decompose this objective into a deterministic, multi-step execution plan. For each discrete step, specify: 1) The precise sub-task objective; 2) The required tool or API action from {{available_tools}}; 3) The required input schema and parameter dependencies from previous steps; 4) The expected output format; and 5) The validation criteria and automated rollback trigger if the step returns an error. Do not hallucinate external tools outside {{available_tools}}. If dependencies between steps are unclear, explicitly state the dependency graph as a topological sequence. Conclude with a JSON summary defining the DAG of execution nodes.

Why this prompt

• AI-graded 81/100 for quality and structure
• Written for Claude 3.7 Sonnet (Extended Thinking)

Source & licence

• Original source: solguruz.com ↗
• Author / dataset: Uploaded
• Licence: Not stated by the source. Review the original source terms before commercial reuse.
• Adapted: Imported unmodified.
• Imported: 2026-09

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