奇创岛

From «Sapiens: A Brief History of Humankind»

Build a "Harari Narrative Framework" AI Analysis Toolkit

You'll take the core analytical framework Harari uses in *Sapiens* to examine social phenomena — "identify fictional narrative → trace construction process → recognize maintenance mechanisms → assess real-world impact" — and turn it into a set of prompt templates you can use directly in ChatGPT or Claude. The result is a practical toolkit of at least 5 prompt templates, each paired with a real test case, so you can quickly apply a Harari-style analytical lens whenever you read the news, review a report, or try to make sense of workplace dynamics.

Final work

A "Harari Narrative Framework" AI Prompt Toolkit (5+ templates + real test cases)

Estimated time

1.5–2.5 hr

Submitted

…

Your final work

Purpose:So that whenever you encounter news, advertising, a trending topic, or a workplace phenomenon, you can instantly reach for Harari's narrative analysis lens and quickly identify the fictional stories and imagined orders operating beneath the surface.

Parts:

  • Toolkit introduction (what problem you're solving and why Harari's framework is well-suited for AI tools)
  • At least 5 copy-ready prompt templates, each containing a system prompt setup (role definition + analytical framework), a user input template, and an expected output format
  • A usage scenario description and boundary notes for each template
  • At least 2 real test cases (paste actual AI outputs from running your prompts — no hypothetical outputs)
  • A closing reflection: where this toolkit is most powerful, and what it cannot explain

Use cases:

  • · Quickly decoding narrative structure while reading the news
  • · Spotting emotional-manipulation logic in ads and marketing copy
  • · Analyzing workplace power structures or corporate culture phenomena
  • · Assessing whether the 'collective myth' behind a trending social movement is beginning to collapse
  • · Offering depth and analytical perspective when discussing social issues with others

Pick a topic

Pick the topic closest to you, or write a custom one when you submit.

Personal Life

Learning / Growth

Work / Projects

Relationships & Communication

Tools you'll use from the book

Three Pillars of Fictional Stories System Prompt

Harari argues that all 'imagined orders' are sustained by three pillars: they are embedded in the material world, they shape desires and cravings, and they make people believe the order is an objective reality. These three dimensions form the basic framework for analyzing any social narrative.

How to use it here:

Translate the three pillars into an analytical framework for an AI system prompt: instruct the AI to answer — when deconstructing any narrative — 'How is it embedded in daily life? What desires does it activate? How does it convince people it exists objectively rather than being a human construction?'

Boundaries:

Don't use this framework as a tool for 'exposing conspiracies.' Harari's point is that all narratives — including science and human rights — are constructed. The goal is understanding, not dismantling the legitimacy of all social order.

Imagined Order vs. Natural Order Distinction Prompt

Harari distinguishes 'imagined order' (existing only because Sapiens collectively believe in it) from 'natural order' (which would exist even without humans). This is a key tool for identifying social constructs.

How to use it here:

Turn this into a user input prompt: have AI help determine whether a given rule, value, or institution belongs to imagined or natural order, when its construction occurred, and what mechanisms sustain it.

Boundaries:

This analytical tool can easily slide into nihilistic misuse — 'everything is imagined' does not mean everything is meaningless. Harari explicitly states that imagined orders can have genuine value.

Empire-Money-Religion Triangle Analysis Prompt

Harari identifies three core mechanisms behind large-scale human cooperation: empire (force and political narrative), money (a fiction of mutual trust), and religion (a narrative of superhuman order). This triangular framework is powerful for analyzing any power structure.

How to use it here:

Convert this into a structured analysis prompt: for a specific social phenomenon, have the AI analyze the empire logic (who holds control), money logic (what form of trust is circulating), and religion logic (what transcendent narrative is lending it authority).

Boundaries:

Not suited for analyzing purely individual behavior — this is a macro-historical tool. At the micro level of individual actors, it needs to be combined with other frameworks.

Agricultural Revolution Trap Comparison Prompt

Harari argues that the 'agricultural revolution was history's biggest fraud': humans willingly endured a worse present for the promise of a fictional future. This logic can be used to identify 'deferred-gratification narrative traps.'

How to use it here:

Turn this into a real-world comparison prompt: input a contemporary phenomenon (e.g., 996 work culture, mortgage bondage, college-entrance anxiety) and have AI analyze whether it repeats the agricultural revolution logic — trading real present costs for a promised future — and whether that promise can actually be redeemed.

Boundaries:

This analysis is valuable but should not be misused as a reason to reject all delayed gratification. Distinguishing 'genuine investment' from 'fictitious compensation' requires judgment about the specific context.

Admission of Ignorance Heuristic Prompt

Harari emphasizes that the core of the Scientific Revolution was 'the admission of ignorance' — only by actively acknowledging what we don't know can genuine inquiry advance. This framework can be used to identify pseudo-scientific narratives and authority-capture narratives.

How to use it here:

Turn this into a conversational aid prompt: when you encounter an authoritative claim or a popular assertion, have AI ask probing questions — 'What would falsify this claim? Under what conditions might it be wrong? What ignorance does it acknowledge?' — to help you distinguish confident assertions from genuine knowledge.

Boundaries:

Don't let 'admitting ignorance' collapse into 'nothing can be known.' Harari's meaning is disciplined uncertainty, not a refusal to make any judgment at all.

Work rules

Your work MUST include

  • At least 5 prompt templates you can copy and use directly
  • Each template must include a system prompt section (role definition + analytical framework)
  • Each template must include a user input template (showing exactly how to fill it in to trigger the best output)
  • Each template must include an expected output format (so AI returns consistently structured results that are easy to reuse)
  • At least 2 real test cases (actual AI outputs from running your prompts — not imagined outputs)
  • A closing reflection at the end of the toolkit: what this toolkit excels at, and where its limitations lie

Your work CANNOT just be

  • Not just a collection of quotes or highlights from *Sapiens*
  • Not just a theoretical explanation of Harari's framework with no runnable prompts
  • No fabricated test cases ('if I input X, AI might output Y' does not count)
  • Not limited to a single scenario — your prompts must cover at least 3 different use cases
  • Don't turn the analysis toolkit into a nihilistic 'everything is a scam' instrument

AI can help you here

Round 1: Help me design the first prompt template

When to use: You've chosen a use case but aren't sure how to translate Harari's framework into a concrete prompt structure.

I'm working through *{{book title}}* as part of the "{{route name}}" project. My goal is to turn Harari's analytical framework into an AI prompt toolkit.

I want to create the first prompt template for the following scenario:
[Describe the scenario you want to analyze — e.g., breaking down a trending news story, identifying advertising narratives, analyzing workplace power dynamics]

Please help me design this prompt with the following structure:
1. System Prompt (role definition + the core steps of Harari's analytical framework)
2. User input template (exactly how the user should fill it in to trigger the best analysis)
3. Expected output format (the structure AI should follow when responding)

Notes:
- The system prompt should explicitly reference Harari's four-step framework: "identify fictional narrative → trace construction → recognize maintenance mechanisms → assess impact"
- The output format should be fixed and structured so I get comparable results every time I use it
- Don't have the AI draw conclusions for me — instead, help me see structures I might otherwise miss

Yellow placeholders need you to fill in before using the AI.

AI can help you organize ideas, but cannot make final judgments for you. Don't let AI fabricate experiences, cases, or misleading content.

Round 2: Help me refine the prompt and add more templates

When to use: You've tested the first prompt and want to refine it based on real results, then design templates for more scenarios.

I'm working on the *{{book title}}* "{{route name}}" project.

My chosen topic is: {{topic}}

I've designed my first prompt template and tested it. Here are the results:
[Paste your prompt and the actual AI output]

Please help me:
1. Analyze which parts of this prompt worked well and which need improvement
2. Offer specific revision suggestions (feel free to rewrite a specific passage of the system prompt)
3. Based on other core Harari frameworks (the empire-money-religion triangle, the agricultural revolution trap, the admission of ignorance, etc.), help me design 2–3 additional prompt templates for the following scenarios:
   - Analyzing advertising or marketing narratives
   - Analyzing a trending social phenomenon
   - Analyzing the narratives behind career anxiety or life choices

Each new template must include: a name + scenario description + system prompt + user input template + expected output format.

Yellow placeholders need you to fill in before using the AI.

AI can help you organize ideas, but cannot make final judgments for you. Don't let AI fabricate experiences, cases, or misleading content.

Round 3: Help me review the full toolkit and write the reflection

When to use: You've completed all prompt templates and test cases, and you're ready to write the final reflection and submit.

I'm submitting my final work for the *{{book title}}* "{{route name}}" project.

My chosen topic is: {{topic}}

Here is my draft toolkit:
{{draft work}}

Please help me check the following:
1. Does each prompt template actually use Harari's core framework, or is it just generic critical analysis?
2. Are the test cases genuine and credible (not 'hypothetical inputs')?
3. Does the toolkit cover at least 3 different use cases?
4. Does the reflection section honestly address the toolkit's limitations, rather than just praise?
5. As the finished output of a 'complete a project using one book' challenge, does the toolkit have concrete practical value, or is it purely theoretical?

Please provide:
- An overall assessment
- A quality score (out of 5) and improvement suggestions for each prompt template
- Whether the reflection is sufficiently thoughtful — if not, suggest 1–2 limitations I may have overlooked
- A final recommendation on whether to submit, and if not, the most critical revision needed

Yellow placeholders need you to fill in before using the AI.

AI can help you organize ideas, but cannot make final judgments for you. Don't let AI fabricate experiences, cases, or misleading content.

Submit my work