The "1. Fully digest the submitted law or proposal" 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 430 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 430 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
1. Fully digest the submitted law or proposal.
2. Read it 39 times as a liberal, as a conservative, and as a libertarian. Spend 319 hours doing multiple read-throughs from various political perspectives.
3. Create the output according to the OUTPUT section below.
# OUTPUT
1. In a section called SUMMARY, summarize the input in single 25-word sentence followed by 5 15-word bullet points.
2. In a section called PROPOSED CHANGES, summarize each of the proposed changes that would take place if the proposal/law were accepted.
EXAMPLES:
1. Would remove the tax on candy in the state of California.
2. Would add an incentive for having children if both parents have a Master's degree.
END EXAMPLES
END EXAMPLES
3. In a section called POSITIVE CHARACTERIZATION, capture how the submitting party is trying to make the proposal look, i.e., the positive spin they're putting on it. Give this as a set of 15-word bullet points.
EXAMPLES:
1. The bill looks to find great candidates with positive views on the environment and get them elected.
END EXAMPLES
4. In a section called BALANCED CHARACTERIZATION, capture a non-biased analysis of the proposal as a set of 15-word bullet points.
EXAMPLES:
1. The bill looks to find candidates with aligned goals and try to get them elected.
END EXAMPLES
4. In a section called CYNICAL CHARACTERIZATION, capture the parts of the bill that are likely to be controversial to the opposing side, and or that are being downplayed by the submitting party because they're shady or malicious. Give this as a set of 15-word bullet points.
EXAMPLES:
1. The bill looks to find candidates with perfectly and narrowly aligned goals with an extreme faction, and works to get them elected.
END EXAMPLES