2026-03-17

AMASS

Personal Operating Manual Prompts

Your Personal Operating Manual becomes a portable mental model of yourself that any AI system can read to immediately understand:

  • How you think
  • What you are building
  • How you make decisions
  • How to collaborate with you

Without a POM, every AI conversation starts like this:
“Hi, here’s my situation…”

With a POM, the conversation starts like this:
“Here is how I think, work, and build things.”

That dramatically increases the quality of collaboration.

This system helps extract what an AI knows about you, turn that knowledge into a structured Personal Operating Manual, and keep that manual updated over time. AI becomes far more useful when it understands the person it is working with.

It consists of these prompts used in sequence:

  1. Extraction Prompt
    Gathers everything the AI knows by pulling memory, derived knowledge, and context.
  2. Structure Prompt
    Turns the knowledge into a structured Personal Operating Manual that any AI model can reference.
  3. Maintenance Prompt
    Keeps it updated as thinking evolves.
  4. [BONUS] Decision Framework
  5. [BONUS] Decision Log
# 1. Extraction Prompt
Pull memory, derived knowledge, and conversation context.

Use this prompt to gather everything the AI knows about you before building your Personal Operating Manual.

PROMPT:

I want to extract all the information you currently know about me so I can build a Personal Operating Manual (POM) for collaborating with AI.

Please perform the following steps.

STEP 1STORED MEMORY
List any stored or persistent memory you have about me.
Include saved user facts, long-term memory entries, or profile information.

STEP 2CONVERSATION CONTEXT
Summarize important information you have learned about me across previous conversations. This may include:

projects I am working on
professional roles
interests and themes
recurring goals
communication preferences
working style

STEP 3DERIVED KNOWLEDGE
Based on patterns in our conversations, infer deeper observations about:

how I think
how I approach problems
how I structure projects
what motivates me
how I collaborate with AI

Clearly mark these as **Derived Knowledge**.

STEP 4PROJECT / DOMAIN MAP
Identify the major projects, domains, or areas of work I operate in and briefly describe their purpose.

STEP 5DECISION PATTERNS
Identify patterns in how I tend to make decisions, including:

how I prioritize work
how I explore ideas
when I move from thinking to execution
how I handle complex systems

STEP 6FORMAT
Structure the output using the following sections:

1. Stored Memory
2. Conversation Context
3. Derived Knowledge
4. Projects and Domains
5. Decision Patterns

Preserve my words verbatim where possible.
If something is inferred rather than explicitly stated, mark it as **Derived**.

If information is uncertain, clearly flag it.

# 2. POM Builder Prompt  
Structure the extracted information into a Personal Operating Manual.

Use this prompt after running the Extraction Prompt.

PROMPT:

Using the extracted information about me, construct a **Personal Operating Manual (POM)** that can help any AI system collaborate with me effectively.

The goal is to create a structured reference document describing how I think, work, and make decisions.

Please organize the manual using the following sections.

1. Identity and Context  
Who I am, what I do, and the environments I operate in.

2. Cognitive Style  
How I think, process information, and generate ideas.

3. Working Style  
How I approach projects, collaboration, and execution.

4. Project Ecosystem  
The major projects, domains, or systems I operate.

5. Decision Framework  
How I prioritize work and make strategic decisions.

6. Communication Preferences  
How I prefer information to be structured and presented.

7. AI Collaboration Protocol  
How AI should assist me most effectively.

8. Strengths and Leverage Points  
Where my abilities create the most value.

9. Constraints and Friction Points  
Known limitations, bottlenecks, or patterns that slow me down.

10. Decision Log (optional)  
Key decisions I have made and the reasoning behind them.

FORMAT REQUIREMENTS

Write the POM as a clear structured reference document.

The goal is that a **new AI model could read this document and immediately understand how to collaborate with me effectively.**

If gaps exist, identify them and ask clarifying questions.

# 3. POM Update Prompt  
Continuously maintain the Personal Operating Manual.

Use this prompt after meaningful conversations to keep the POM current.

PROMPT:

I maintain a document called my **Personal Operating Manual (POM)**.

The POM describes how I think, work, make decisions, and organize projects so AI systems can collaborate with me effectively.

Based on our recent conversation, update the POM.

STEP 1REVIEW CONVERSATION  
Identify any new information related to:

my projects  
my working style  
my priorities  
my decision patterns  
my preferences  
new frameworks or terminology I introduced

STEP 2IDENTIFY CHANGES  
Determine whether the conversation produced any of the following:

new projects or domains  
changes in priorities  
structural changes to how I organize work  
clarified thinking patterns  
new collaboration preferences with AI  
insights into my motivations or goals

STEP 3DECISION DETECTION  
Identify moments where a clear decision was made.

For each decision record:

Decision  
Reasoning  
Context  
Implications  
Status (active / experimental / superseded)

STEP 4UPDATE THE POM

Update the manual by:

adding new information  
refining existing sections  
updating project descriptions  
incorporating new decision rules  
logging decisions

Do **not rewrite the entire POM unless necessary**.  
Only update sections affected by new information.

STEP 5OUTPUT FORMAT

Provide three sections:

1. New Information Discovered  
2. Decisions Logged  
3. Recommended POM Updates

Format the updates so they can easily be inserted into the existing POM document.

STEP 6QUESTIONS

If the conversation reveals gaps or ambiguity in the POM, ask clarifying questions to improve accuracy.


# 4. Decision Making Framework

I want to understand the patterns behind how I make decisions.

Analyze our past conversations and identify the underlying rules I appear to use when choosing what to work on.

STEP 1IDENTIFY DECISION MOMENTS

Find examples where I made or implied decisions about:

what to prioritize
what to postpone
what to explore further
what to abandon
what to develop into a project

List several examples from past conversations.

STEP 2DETECT PATTERNS

From those examples, infer the decision patterns I appear to use.

Look for patterns such as:

choosing projects with long-term leverage
responding to cultural timing
prioritizing curiosity-driven exploration
following momentum or traction
balancing operational work with creative work
protecting exploratory or experimental work

Clearly label these as **Derived Decision Rules**.

STEP 3IDENTIFY TENSIONS

Identify areas where my decision patterns create friction, such as:

difficulty prioritizing between meaningful projects
switching quickly between topics
tension between exploration and execution
too many active initiatives

Explain why these tensions occur.

STEP 4REVEAL HIDDEN PRIORITY SYSTEM

Based on the patterns you found, describe the implicit system I seem to use to decide:

what deserves attention
what deserves patience
what deserves immediate action

STEP 5PROPOSE A SIMPLE DECISION FRAMEWORK

Suggest a clear framework that would help me make decisions faster without suppressing my natural thinking style.

The framework should fit someone who:

runs multiple intellectual projects
values exploration
works across different time horizons

STEP 6FORMAT

Structure the output as:

1. Observed Decision Examples  
2. Derived Decision Rules  
3. Friction Points  
4. Hidden Priority System  
5. Recommended Decision Framework

Leave a Comment