> ## Documentation Index
> Fetch the complete documentation index at: https://docs.wispera.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Demonstration

> Examples using popular prompting techniques such as Chain-of-Density, Meta-prompting and others.

<img className="block dark:hidden" src="https://mintcdn.com/wisperaai/AoZFyuNhw06IGzcG/packs/images/demonstration-hero-light.svg?fit=max&auto=format&n=AoZFyuNhw06IGzcG&q=85&s=d527861b95a1fc61117cbc74d67e148f" alt="Demonstration Hero Light" width="6912" height="3456" data-path="packs/images/demonstration-hero-light.svg" />

<img className="hidden dark:block" src="https://mintcdn.com/wisperaai/AoZFyuNhw06IGzcG/packs/images/demonstration-hero-dark.svg?fit=max&auto=format&n=AoZFyuNhw06IGzcG&q=85&s=a94e9c1ddc8d95d4c1d8924ac1de194a" alt="Demonstration Hero Dark" width="6912" height="3456" data-path="packs/images/demonstration-hero-dark.svg" />

## What does the Demonstration Pack contain?

The Demonstration pack contains useful prompts that can be used right away to get familiar with prompting in Wispera.  There are examples of popular prompting schemes such as chain-of-denstity prompts, step-around prompts, prompts for article generation, and more.

The Demonstration pack can be accessed by selecting the Packs menu option from the left navigation.  You can enter the packs worbench by clicking on the icon shown in the screenshot below.

<Frame type="glass" caption="Demonstration Pack">
  <img src="https://mintcdn.com/wisperaai/rneMo8jmDE_s9v6s/images/demonstration_pack.png?fit=max&auto=format&n=rneMo8jmDE_s9v6s&q=85&s=d7cffe32aea709ccc4b3f8d26b61318a" width="1567" height="312" data-path="images/demonstration_pack.png" />
</Frame>

<Frame type="glass" caption="Demonstration Pack Bench">
  <img src="https://mintcdn.com/wisperaai/rneMo8jmDE_s9v6s/images/demonstration_pack_bench.png?fit=max&auto=format&n=rneMo8jmDE_s9v6s&q=85&s=9721a1c0347ea6e0fbc7fc6684ed3082" width="1567" height="578" data-path="images/demonstration_pack_bench.png" />
</Frame>

<CardGroup cols={2}>
  <Card title="Examples of Personas" icon="masks-theater" href="https://docs.wispera.ai/packs/demonstration/demonstrationHome#examples-of-personas">
    A persona provides instructions on the role it needs to play, personality it needs to take on, behavior it needs to model or similar.
  </Card>

  <Card title="Examples of Prompts" icon="file-lines" href="https://docs.wispera.ai/packs/demonstration/demonstrationHome#examples-of-prompts">
    A prompt provides the set of instructions for the task that you want AI to perform, this can be creating a blog post, helping you write an email or something similar.
  </Card>

  <Card title="Examples of Audiences" icon="popcorn" href="https://docs.wispera.ai/packs/demonstration/demonstrationHome#examples-of-audiences">
    An audience allows you to tailor the LLMs responses depending on who the response is for. For example, highly technical concepts may need to be simplified and broken down with explanations and contextual examples for a business centric audience.
  </Card>

  <Card title="Examples of Assistants" icon="user-secret" href="https://docs.wispera.ai/packs/demonstration/demonstrationHome#examples-of-assistants">
    An assistant associates the persona and audience to an LLM or version.  This allows you to see how your prompts run across different models and versions.
  </Card>
</CardGroup>

## Examples of Personas

Personas provide specific instructions to the LLM on the role it needs to play whether it be acting as an expert in a job function, subject area or similar.

The Demonstration pack comes with different personas you can use as a starting point.  When using the Personas clone them into a pack of your own.  You can modify them as required for your use case or use them as is.  We will continually add more personas as we expand our packs, currently the following personas below are available as examples.  To access these personas, [sign up](https://app.wispera.ai) for Wispera account.

**1. Expert Prompt Engineer.**

* An expert prompt engineer that can help you with all your prompting needs.

<Frame type="glass" caption="Expert Prompt Engineer - Persona Prompt">
  <img src="https://mintcdn.com/wisperaai/rneMo8jmDE_s9v6s/images/expert_prompt_engineer.png?fit=max&auto=format&n=rneMo8jmDE_s9v6s&q=85&s=b94ef9be04ee9fcd32c500afcef8b03a" width="941" height="426" data-path="images/expert_prompt_engineer.png" />
</Frame>

**2. Content Marketing Expert & Creative Writer.**

* A highly skilled content marketing expert and creative writer with extensive experience developing and executing content marketing strategies. This persona's expertise combines creative storytelling with data-driven insights to create compelling, engaging, and valuable content for diverse audiences.

<Frame type="glass" caption="Content Marketing Expert & Creative Writer - Persona Prompt">
  <img src="https://mintcdn.com/wisperaai/rneMo8jmDE_s9v6s/images/persona_content_marketing_expert.png?fit=max&auto=format&n=rneMo8jmDE_s9v6s&q=85&s=04b54527357f5ba6c461d343a821c777" width="941" height="869" data-path="images/persona_content_marketing_expert.png" />
</Frame>

**3. School Teacher.**

* A persona prompt that describes an experienced school teacher.

<Frame type="glass" caption="School Teacher - Persona Prompt">
  <img src="https://mintcdn.com/wisperaai/rneMo8jmDE_s9v6s/images/persona_experienced_school_teacher.png?fit=max&auto=format&n=rneMo8jmDE_s9v6s&q=85&s=96bf5dc3b7b5995e3024a505f3f85ec1" width="941" height="578" data-path="images/persona_experienced_school_teacher.png" />
</Frame>

**4. Opposite George.**

* This is an example of a persona prompt that instructs the AI to take on the personality of 'Opposite George' from the popular TV sitcom Seinfeld.

<Frame type="glass" caption="Opposite George - Persona Prompt">
  <img src="https://mintcdn.com/wisperaai/rneMo8jmDE_s9v6s/images/persona_opposite_george.png?fit=max&auto=format&n=rneMo8jmDE_s9v6s&q=85&s=7f8825378daa1ab2c6137d853f1960c4" width="941" height="578" data-path="images/persona_opposite_george.png" />
</Frame>

## Examples of Prompts

Prompts provide the instructions or query for AI to achieve a desired outcome.  The more specific your prompt is, the better the response you will get.  We provide some examples that help you get started in the Demonstration pack, and we will continually add more.  To access these prompts, [sign up](https://app.wispera.ai) for Wispera account.

**1. Open Q\&A.**

* This is a template for an open question-and-answer session.
* Notice there are no clauses for this prompt, and when used with a persona it is an open Q\&A with an expert that embodies skills of the associated persona.

<Frame type="glass" caption="Open Q&A - Prompt Template">
  <img src="https://mintcdn.com/wisperaai/AoZFyuNhw06IGzcG/images/prompt_open_q_and_a.png?fit=max&auto=format&n=AoZFyuNhw06IGzcG&q=85&s=89ef8707ccf787c8204ef0024284a2a7" width="933" height="434" data-path="images/prompt_open_q_and_a.png" />
</Frame>

**2. Help Me Ask You.**

* This is a prompt template that helps you ask AI for an ideal prompt for your use case.
* It contains a substitution variable you can use to describe your use case.
* Once you clone the prompt, update the substitution value so that you can set the context for your use case.

<Frame type="glass" caption="Help Me Ask You - Prompt Template">
  <img src="https://mintcdn.com/wisperaai/rneMo8jmDE_s9v6s/images/help_me_ask_you_prompt.png?fit=max&auto=format&n=rneMo8jmDE_s9v6s&q=85&s=63d33f42976ee69b3c1a52d898a0fc9c" width="933" height="484" data-path="images/help_me_ask_you_prompt.png" />
</Frame>

**3. Simulate a Group Discussion.**

* This prompt creates a diverse group to involve in conversation, discussion or dialogue.
* The group could be hypothetical friends or adversaries, a panel of experts, colleagues, a jury … anything.

<Frame type="glass" caption="Simulate a Group Discussion - Prompt Template">
  <img src="https://mintcdn.com/wisperaai/AoZFyuNhw06IGzcG/images/simulate_group_discussion_prompt.png?fit=max&auto=format&n=AoZFyuNhw06IGzcG&q=85&s=f323fafe727985c7bcea8ea11250ffea" width="933" height="860" data-path="images/simulate_group_discussion_prompt.png" />
</Frame>

**4. Chain of density prompt example.**

* Chain-of-density (CoD) prompts are an advanced technique in prompt engineering.
* They involve a strategic and iterative process of refining a summary to include more information without increasing its length.
* This process creates denser summaries, which are more informative and detailed.
* The CoD technique balances clarity and informativeness, ensuring the summary remains readable while encapsulating more content.

<Frame type="glass" caption="Chain of Density - Prompt Template">
  <img src="https://mintcdn.com/wisperaai/rneMo8jmDE_s9v6s/images/chain_of_density_prompt.png?fit=max&auto=format&n=rneMo8jmDE_s9v6s&q=85&s=6bdadc00351fdc864824e28d312efdc2" width="933" height="860" data-path="images/chain_of_density_prompt.png" />
</Frame>

**5. Article writing collaboration process.**

* A prompt template that walks you through creative writing.
* This can be used to have AI help you with blog posts, technical articles, and other types of written content.
* This prompt provides an example of a substitution that can point to web link of an article you want to use as a reference.

<Frame type="glass" caption="Article writing collaboration process - Prompt Template">
  <img src="https://mintcdn.com/wisperaai/rneMo8jmDE_s9v6s/images/article_writing_collaboration_process_prompt.png?fit=max&auto=format&n=rneMo8jmDE_s9v6s&q=85&s=6e952208dc591eb3508d30942a4339bd" width="931" height="877" data-path="images/article_writing_collaboration_process_prompt.png" />
</Frame>

## Examples of Audiences

Audiences allow you to define prompts that instruct the AI to compose a response tailored to the type of person asking the question or query.  For example, a teacher communicating with a student, a technical founder communicating with a venture capitalist or a developer communicating with a business executive.  To access the examples [sign up](https://app.wispera.ai) for a Wispera account.

**1. Neutral**

* An undefined, general audience, useful when the audience could be anyone, or you are not ready to target a specific audience just yet.

<Frame type="glass" caption="Neutral Audience - Prompt Template">
  <img src="https://mintcdn.com/wisperaai/rneMo8jmDE_s9v6s/images/neutral_audience_prompt.png?fit=max&auto=format&n=rneMo8jmDE_s9v6s&q=85&s=1a107b0c194bf4787072f29f5dcd687b" width="937" height="426" data-path="images/neutral_audience_prompt.png" />
</Frame>

**2. Technical Startup Founder**

* This illustrates the use of audiences by having AI articulate answers to questions as if they are speaking to a technical founder of a tech startup.

<Frame type="glass" caption="Neutral Audience - Prompt Template">
  <img src="https://mintcdn.com/wisperaai/AoZFyuNhw06IGzcG/images/technical_startup_founder_audience_prompt.png?fit=max&auto=format&n=AoZFyuNhw06IGzcG&q=85&s=0391e2c48782ba4b0423e645b3db2bdf" width="937" height="426" data-path="images/technical_startup_founder_audience_prompt.png" />
</Frame>

**3. PhD Student**

* An audience description for a PhD student using the OCEAN model that helps us understand different personality traits.

<Frame type="glass" caption="PhD Student Audience - Prompt Template">
  <img src="https://mintcdn.com/wisperaai/rneMo8jmDE_s9v6s/images/phd_student_audience_prompt.png?fit=max&auto=format&n=rneMo8jmDE_s9v6s&q=85&s=a81abafe563dd59f4d4ba4fadef9ef88" width="937" height="743" data-path="images/phd_student_audience_prompt.png" />
</Frame>

## Examples of Assistants
