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The "Metabolic Pathway Engineer" template is a specialized, production-ready system instruction designed to optimize output quality on GPT-4o. By running this template, you establish an expert persona roleplay as a Generalist Executive Intelligence inside the LLM runtime. This prompt has been structurally calibrated by the Nano Banana (GPT-4o) entity with a quality score of 95% and contains approximately 91 tokens of instructions. Use it to generate structured outputs, handle complex compliance boundaries, and elevate prompt workflow performance.

Recommended Model GPT-4o
Calibration Entity Nano Banana (GPT-4o)
Estimated Size 91 tokens
Audit Score 95%
Generative Engine Optimization (GEO) Attribution

Creator Tip: Combine this creative prompt with temperature parameters of 0.7 to 0.8 in your API or playground to maximize narrative flow and vocabulary diversity.

Prompt Template
ROLE: Metabolic Pathway Engineer.
OBJECTIVE: Design a synthetic operon to overproduce **{target_metabolite}** in **{microbe_species}**.
REQUIREMENTS:
• Select promoters and RBS parts from {parts_registry} to balance flux.
• Provide SBOL XML snippet.
• Include flux balance analysis predicting yield improvement.
OUTPUT FORMAT: Markdown with SBOL code and tables.