PersonaVenture Specification

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PersonaVenture Specification

AI + You = Success

Vision

PersonaVenture is an open source AI system designed to help each individual discover, develop, and build entrepreneurial opportunities from their own skills, talents, experience, hobbies, interests, and passions.

The system treats the individual as the primary investment. Rather than centering financial growth around traditional investment markets, PersonaVenture helps users invest their time, knowledge, creativity, abilities, relationships, and personal development into building their own future.

PersonaVenture provides personalized AI guidance throughout the entrepreneurial process, from self discovery and opportunity identification through learning, experimentation, business creation, marketing, monetization, growth, and long term development.

Core Principles

The individual is the primary asset.
Skills, talents, hobbies, interests, and passions are potential sources of value.
Entrepreneurship should be personalized to the individual.
AI should assist rather than replace human judgment.
Users should maintain ownership and control of their personal information.
Privacy and security must be foundational rather than secondary features.
User data must be protected through end to end encryption.
The system should support local first and privacy preserving operation where practical.
The platform should avoid unnecessary vendor lock in.
The system should remain modular and extensible.
Users should be able to pursue multiple entrepreneurial paths simultaneously.
Recommendations should adapt as the user’s skills, circumstances, interests, and goals change.
The system should encourage experimentation before significant financial commitment.
The system should distinguish projections from guarantees.
Open source development should encourage transparency, collaboration, and community improvement.

Personal Profile Module

The Personal Profile Module establishes the user’s individual entrepreneurial profile.

The module should support:

Skills
Talents
Professional experience
Education
Certifications
Knowledge areas
Hobbies
Passions
Interests
Creative abilities
Technical abilities
Practical abilities
Communication abilities
Leadership abilities
Existing business experience
Previous projects
Personal goals
Available time
Available resources
Preferred work styles
Preferred learning methods
Entrepreneurial preferences
Personal constraints
Desired income
Short term objectives
Long term objectives

The system should allow the user to continuously update their profile as they acquire new knowledge and experience.

Skill and Talent Intelligence Module

The Skill and Talent Intelligence Module analyzes the user’s capabilities and identifies potential entrepreneurial value.

The module should:

Identify existing strengths.
Identify transferable skills.
Identify combinations of complementary skills.
Identify underused skills.
Identify skills that could become services.
Identify skills that could become products.
Identify skills that could become intellectual property.
Identify skills that could support digital businesses.
Identify skills that could support local businesses.
Identify skills that could support consulting or professional services.
Identify gaps that may limit a potential venture.
Recommend practical skills to develop.
Track changes in skill capability over time.

The system should recognize that combinations of ordinary skills may create unusual entrepreneurial opportunities.

Passion and Hobby Intelligence Module

The Passion and Hobby Intelligence Module connects personal interests with entrepreneurial possibilities.

The module should:

Analyze hobbies for potential business applications.
Identify monetization pathways.
Identify products that could emerge from hobbies.
Identify services that could emerge from hobbies.
Identify educational opportunities.
Identify content opportunities.
Identify community opportunities.
Identify niche markets.
Identify combinations between hobbies and professional skills.
Identify opportunities where personal enthusiasm provides a sustainable motivation advantage.

The system should not automatically assume every passion should be monetized. It should recognize that some interests may remain personal while others may become entrepreneurial assets.

Opportunity Discovery Module

The Opportunity Discovery Module generates and evaluates potential entrepreneurial opportunities.

The module should:

Generate personalized business ideas.
Generate service concepts.
Generate product concepts.
Generate digital product concepts.
Generate content businesses.
Generate educational businesses.
Generate consulting opportunities.
Generate local service opportunities.
Generate creative ventures.
Generate technology enabled ventures.
Identify underserved niches.
Identify potential customer problems.
Identify opportunities based on emerging trends.
Identify opportunities based on the user’s existing capabilities.
Compare multiple opportunities.
Rank opportunities according to user defined criteria.

Each opportunity should include an explanation of why it fits the individual.

Passion to Opportunity Scoring Module

The Passion to Opportunity Scoring Module evaluates potential ventures against the user’s personal profile.

Evaluation may consider:

Skill alignment
Talent alignment
Passion alignment
Hobby alignment
Market demand
Competition
Startup cost
Time requirement
Learning requirements
Revenue potential
Scalability
Complexity
Risk
Personal motivation
Sustainability
Existing resources
Opportunity cost

Scores should be explainable and adjustable rather than presented as absolute predictions.

Entrepreneurial Roadmap Module

The Entrepreneurial Roadmap Module converts an opportunity into an actionable plan.

The module should create:

Initial objectives
Milestones
Tasks
Learning requirements
Validation activities
Customer discovery activities
Product development activities
Marketing activities
Financial planning activities
Launch activities
Growth activities
Review points
Pivot points

Roadmaps should adapt according to user progress.

AI Mentor Module

The AI Mentor Module provides continuous personalized guidance.

The mentor should:

Answer entrepreneurial questions.
Explain unfamiliar concepts.
Help evaluate decisions.
Review business ideas.
Challenge assumptions.
Identify overlooked opportunities.
Identify potential risks.
Help establish priorities.
Help break large objectives into smaller actions.
Provide encouragement without creating false expectations.
Adapt its communication style to the user’s preferences.
Remember relevant user supplied context according to privacy settings.

The AI should act as an advisor and collaborator rather than claim authority over the user’s decisions.

Mentorship Simulation Module

The Mentorship Simulation Module allows users to interact with simulated entrepreneurial perspectives.

The system may simulate:

Experienced entrepreneurs
Customers
Business partners
Marketing advisors
Product advisors
Operations advisors
Sales advisors
Critical reviewers
Potential customers
Negotiation scenarios

Simulations should clearly identify themselves as AI generated scenarios.

Learning and Development Module

The Learning and Development Module identifies knowledge and skill gaps and creates personalized development plans.

The module should:

Recommend learning objectives.
Create study plans.
Create practical exercises.
Create skill challenges.
Track learning progress.
Connect learning to entrepreneurial objectives.
Recommend resources.
Identify opportunities to learn through actual projects.
Reevaluate learning requirements as the user’s venture develops.

Gamification and Engagement Module

The Gamification and Engagement Module encourages consistent progress without turning entrepreneurship into a competition.

The module should support:

Daily challenges
Weekly challenges
Skill challenges
Venture milestones
Achievement badges
Progress tracking
Personal streaks
Personal goals
Milestone celebrations
Optional community leaderboards
Anonymous participation
Optional digital certificates

Gamification should prioritize meaningful progress rather than superficial activity.

Business Planning Module

The Business Planning Module helps users transform ideas into practical ventures.

The module should support:

Business model development
Customer identification
Problem definition
Value proposition development
Product planning
Service planning
Pricing exploration
Revenue models
Operating models
Resource planning
Growth planning
Risk assessment
Competitive differentiation
Business validation

Micro Business Simulation Module

The Micro Business Simulation Module allows users to explore potential ventures before committing substantial resources.

Simulations should model:

Startup expenses
Operating expenses
Pricing
Sales volume
Revenue
Gross margin
Break even point
Cash flow
Time investment
Customer acquisition assumptions
Multiple growth scenarios

The system should clearly distinguish simulations and assumptions from actual financial results.

Personal Investment Module

The Personal Investment Module measures investment in the individual rather than conventional financial securities.

The module should track:

Time invested
Skills developed
Knowledge acquired
Projects completed
Business experiments
Relationships developed
Portfolio assets created
Revenue generated
Expenses incurred
Opportunities created
Personal progress

The system should help users understand how investing in their own capabilities can create future opportunities.

Personal ROI Module

The Personal ROI Module evaluates returns from investments in personal development and entrepreneurial activity.

The system may evaluate:

Time invested versus outcomes
Money invested versus outcomes
Skills developed versus opportunities created
Learning activities versus practical results
Projects completed versus revenue opportunities
Entrepreneurial experiments versus validated opportunities

The module should avoid presenting personal ROI as a guaranteed financial return.

Budget and Financial Planning Module

The Budget and Financial Planning Module helps users understand the financial requirements of their entrepreneurial plans.

The module should support:

Startup budgets
Operating budgets
Revenue projections
Expense projections
Cash flow planning
Break even analysis
Pricing analysis
Scenario planning
Resource allocation
Personal versus business expense separation

Financial guidance should be presented as informational and planning assistance rather than professional financial, legal, or tax advice.

Market Research Module

The Market Research Module helps users investigate potential markets.

The module should support:

Market discovery
Customer research
Market segmentation
Demand analysis
Competitor discovery
Competitor comparison
Niche identification
Trend analysis
Opportunity gaps
Geographic considerations
Customer pain point analysis

External information should be identified with its source and retrieval context where applicable.

Competitive Intelligence Module

The Competitive Intelligence Module helps users understand existing alternatives.

The module should:

Identify competitors.
Analyze competing products and services.
Identify pricing patterns.
Identify market positioning.
Identify customer complaints and unmet needs.
Identify differentiation opportunities.
Identify potential barriers to entry.

The system should not encourage unlawful collection or misuse of proprietary information.

Trend Intelligence Module

The Trend Intelligence Module monitors relevant developments and identifies potential opportunities.

The module should evaluate:

Consumer trends
Technology trends
Industry trends
Local trends
Search behavior
Emerging markets
Changing customer needs
New tools
New business models

Trend information should include appropriate dates and source information so users can evaluate its relevance.

Opportunity Prioritization Module

The Opportunity Prioritization Module helps users determine where to focus limited time and resources.

It should consider:

Personal fit
Potential value
Required effort
Required investment
Market opportunity
Learning requirements
Risk
Time to validation
Time to revenue
Scalability
Personal motivation

The user should always be able to override AI recommendations.

Marketing Module

The Marketing Module helps users develop practical approaches to finding customers.

The module should support:

Target audience definition
Customer personas
Positioning
Messaging
Content planning
Marketing campaigns
Marketing experiments
Customer acquisition strategies
Referral strategies
Community building
Marketing performance analysis

Branding Module

The Branding Module helps users develop identities for their ventures.

The module should support:

Business name generation
Brand positioning
Tagline generation
Brand descriptions
Messaging
Visual identity concepts
Audience positioning
Brand consistency guidance

Generated names and branding should be evaluated for availability before adoption.

Sales Module

The Sales Module helps users develop ethical customer acquisition and sales processes.

The module should support:

Customer discovery
Sales messaging
Sales scripts
Proposal development
Lead qualification
Follow up planning
Customer relationship management
Objection analysis
Sales process improvement

Proposal and Pitch Module

The Proposal and Pitch Module helps users communicate entrepreneurial ideas.

The module should support:

Business proposals
Service proposals
Partnership proposals
Customer presentations
Pitch development
Executive summaries
Business plan summaries
Presentation content

Venture Portfolio Module

The Venture Portfolio Module allows users to manage multiple entrepreneurial projects.

The module should track:

Active ventures
Experimental ventures
Planned ventures
Completed ventures
Paused ventures
Skills associated with each venture
Revenue
Expenses
Time investment
Progress
Milestones
Opportunities
Lessons learned

The portfolio should help users identify relationships between ventures and reuse knowledge and assets.

Pivot and Adaptation Module

The Pivot and Adaptation Module monitors venture progress and helps identify when changes may be appropriate.

The system should:

Identify stalled progress.
Identify unmet assumptions.
Identify changing market conditions.
Suggest alternative customer groups.
Suggest alternative products.
Suggest alternative services.
Suggest alternative pricing.
Suggest alternative business models.
Recommend experiments before major pivots.

Scenario Modeling Module

The Scenario Modeling Module allows users to explore possible futures.

The system should support:

Best case scenarios
Expected case scenarios
Conservative scenarios
Resource constrained scenarios
Time constrained scenarios
Pricing scenarios
Demand scenarios
Staffing scenarios
Learning scenarios
Multiple venture scenarios

Scenarios should communicate assumptions and uncertainty clearly.

Resource Optimization Module

The Resource Optimization Module helps users determine how to allocate limited resources.

Resources may include:

Time
Money
Knowledge
Skills
Equipment
Relationships
Attention
Workspace
Existing business assets

The system should recommend actions that maximize progress toward user defined goals.

Collaboration Module

The Collaboration Module helps users find complementary capabilities.

The module should support:

Skill matching
Project matching
Co founder discovery
Collaborator discovery
Skill exchanges
Project teams
Partnership opportunities

Users must control what profile information is shared.

Mentor Matching Module

The Mentor Matching Module identifies potential mentors and learning relationships based on user needs.

Matching may consider:

Skills
Industry
Venture type
Experience
Goals
Location
Communication preferences

User privacy and consent must control profile discovery.

Community Module

The Community Module provides optional social functionality.

It may support:

Entrepreneur communities
Discussion groups
Knowledge sharing
Success stories
Lessons learned
Templates
Peer feedback
Skill exchanges
Collaborative projects

Community participation must remain optional.

Secure Collaboration Module

The Secure Collaboration Module provides privacy preserving collaboration for users working together.

The module should support:

End to end encrypted messaging
End to end encrypted documents
Secure project spaces
Permission management
User controlled sharing
Revocable access
Encrypted file exchange

Automation Module

The Automation Module helps users reduce repetitive entrepreneurial work.

It should support:

Workflow planning
Task automation
Notification automation
Data synchronization
Document workflows
Marketing workflows
Administrative workflows

Automation must require explicit user authorization.

External Integration Module

The External Integration Module provides controlled connections to external services.

Potential integrations include:

Calendar services
Task management services
Payment services
Accounting services
Portfolio websites
Code repositories
Learning platforms
Content publishing platforms
Business management systems

External integrations must use minimum necessary permissions and provide users with the ability to disconnect services.

Learning Platform Integration Module

The Learning Platform Integration Module connects entrepreneurial development with external learning resources.

It may support:

Course discovery
Learning progress
Resource recommendations
Skill mapping
Certification tracking
Learning plan synchronization

Portfolio Integration Module

The Portfolio Integration Module connects the user’s entrepreneurial profile with examples of completed work.

It may support:

Portfolio websites
Code repositories
Creative portfolios
Project records
Publications
Certifications
Demonstrations of completed work

Users must control which external information is imported and displayed.

Payment Integration Module

The Payment Integration Module supports optional entrepreneurial monetization workflows.

It may support:

Payment collection
Subscription management
Invoicing
Payment tracking
Revenue reporting

Payment credentials and sensitive financial information must not be unnecessarily exposed to the AI system.

Privacy Module

Privacy is a foundational system requirement.

PersonaVenture should:

Minimize collection of personal information.
Give users control over their information.
Provide clear data permissions.
Support data export.
Support data deletion.
Support local first operation where practical.
Minimize telemetry.
Avoid unnecessary tracking.
Avoid selling personal information.
Avoid using private user information for unrelated purposes.

End to End Encryption Module

All private user data must be protected using end to end encryption.

The architecture should be designed so that sensitive user information is encrypted before leaving the user’s trusted environment whenever the deployment model permits.

The system should support:

End to end encrypted personal profiles
End to end encrypted business plans
End to end encrypted notes
End to end encrypted venture information
End to end encrypted private documents
End to end encrypted communications
User controlled encryption keys
Secure key recovery mechanisms
Key rotation
Device authorization
Device revocation

Encryption keys must not be treated as ordinary application data.

Where a feature requires server side processing of plaintext information, the system should clearly identify that limitation and provide a privacy preserving alternative where technically practical.

Zero Knowledge Privacy Module

An optional zero knowledge architecture may allow the service operator to operate the platform without access to users’ private information.

The module should prioritize:

User controlled keys
Minimal server knowledge
Encrypted synchronization
Encrypted backups
Local processing
Privacy preserving computation where practical

AI Safety and Human Oversight Module

PersonaVenture must maintain human control over consequential decisions.

The system should:

Explain recommendations.
Identify uncertainty.
Identify assumptions.
Distinguish facts from generated suggestions.
Avoid guaranteeing financial outcomes.
Allow users to reject recommendations.
Allow users to revise goals.
Encourage independent validation.
Require confirmation before consequential external actions.

Data Ownership Module

Users should maintain control over their personal entrepreneurial information.

The module should support:

Data export
Data deletion
Data portability
Permission management
Sharing controls
Integration controls
Account recovery
Device management

Privacy Preserving Analytics Module

Analytics should be designed to avoid exposing individual users.

Where analytics are necessary, the system should prioritize:

Aggregation
Anonymization
Data minimization
User consent
Local analytics where practical
Privacy preserving reporting

Accessibility Module

PersonaVenture should be usable by individuals with different abilities and circumstances.

The module should support:

Accessible interfaces
Keyboard navigation
Screen reader compatibility
Adjustable text
Clear language
Alternative interaction methods
Voice interaction where available
Reduced complexity modes

Localization Module

The Localization Module should support users across different regions.

It may support:

Multiple languages
Local currencies
Regional market information
Local business considerations
Regional terminology
Localization of entrepreneurial resources

Regional legal and tax information should be clearly identified as informational and should not be presented as professional advice.

AI Voice Module

The optional AI Voice Module allows users to interact with PersonaVenture through speech.

It may support:

Voice conversations
Spoken planning
Spoken progress updates
Voice note capture
Voice based brainstorming
Accessibility assistance

Voice data must receive the same privacy protections as other personal data.

AI Memory Module

The AI Memory Module maintains user authorized context to improve personalization.

Memory should be:

User controlled
Encrypted
Reviewable
Editable
Deletable
Categorized by sensitivity
Subject to explicit retention policies

The AI should not retain information beyond the user’s selected privacy settings.

Optional Plugin Architecture

PersonaVenture should provide a modular plugin architecture allowing additional capabilities to be installed without changing the core system.

Plugins should have:

Clearly defined interfaces
Permission boundaries
Version compatibility
Security isolation
Configuration controls
User consent requirements
Data access declarations
Documentation requirements
Removal procedures

Plugins should not automatically receive access to a user’s complete personal profile.

Optional Market Data Plugin

Provides additional market information for opportunity discovery, trend analysis, and competitive research.

The plugin should identify its data sources and update frequency.

Optional Local Business Plugin

Connects entrepreneurial opportunities with local markets and services.

It may support:

Local demand discovery
Local competition analysis
Geographic opportunity mapping
Local service opportunities
Community business discovery

Optional E Commerce Plugin

Supports entrepreneurial product development and online selling.

It may support:

Product catalogs
Store planning
Product descriptions
Pricing analysis
Order workflows
Customer management

Optional Content Creator Plugin

Supports users turning knowledge and creativity into entrepreneurial ventures.

It may support:

Content planning
Publishing workflows
Audience development
Digital products
Educational content
Media planning

Optional Digital Product Plugin

Helps users identify, create, validate, and monetize digital products.

Potential products include:

Templates
Guides
Courses
Software
Design assets
Research
Educational materials
Digital services

Optional Service Business Plugin

Supports users building service based ventures.

It may support:

Service definition
Pricing
Scheduling
Customer management
Proposals
Contracts
Invoicing
Service delivery workflows

Optional Intellectual Property Plugin

Helps users identify and organize potentially valuable intellectual property.

It may support:

Invention records
Creative works
Documentation
Ownership records
Licensing opportunities
Intellectual property development plans

The plugin should not provide definitive legal conclusions.

Optional Community Marketplace Plugin

Creates an optional marketplace where users can discover one another’s skills, services, products, and collaborations.

Users must control whether their information is publicly discoverable.

Optional Achievement Verification Plugin

Provides optional verification of completed skills, projects, milestones, or achievements.

Potential verification methods may include:

Signed records
Community verification
Institutional verification
Cryptographic attestations

Optional Blockchain Plugin

Blockchain functionality may be provided as an optional plugin rather than a core dependency.

Potential applications include:

Achievement verification
Ownership records
Public attestations
Credential verification

Blockchain functionality must not be required for ordinary PersonaVenture operation.

Optional Immersive Simulation Plugin

Provides optional simulated entrepreneurial environments.

Potential applications include:

Customer interactions
Sales practice
Business scenarios
Presentation practice
Negotiation practice
Virtual storefronts

Optional Mobile Plugin

Provides mobile access to PersonaVenture functionality.

The plugin may support:

Mobile dashboards
Notifications
Voice interaction
Offline planning
Progress tracking
Mobile task management

Optional Offline Plugin

Supports local operation when network access is unavailable.

It should allow users to:

Review plans
Record progress
Complete learning activities
Manage tasks
Work on business ideas
Synchronize later when connectivity is restored

Optional Personal Knowledge Graph Plugin

Builds relationships between:

Skills
Talents
Hobbies
Passions
Knowledge
People
Projects
Businesses
Markets
Products
Services
Opportunities

The knowledge graph should remain under user control and receive the same privacy protections as other personal information.

Optional Opportunity Graph Plugin

Maps relationships between personal capabilities and external opportunities.

The system may identify:

Skill combinations
Market gaps
Emerging opportunities
Complementary businesses
Potential collaborators
Learning opportunities
Product opportunities
Service opportunities

Optional Personal Digital Twin Plugin

Creates a user controlled entrepreneurial model representing the user’s skills, interests, goals, resources, and venture history.

The digital twin should be:

User controlled
Editable
Transparent
Encrypted
Exportable
Deletable

It should function as a planning model rather than a definitive representation of the individual.

Governance Module

PersonaVenture governance should prioritize:

User autonomy
Privacy
Transparency
Open source development
Human oversight
Security
Accessibility
Modularity
Community participation

Major changes to core functionality should be documented and reviewed.

Security Requirements

All development should follow privacy and security by design.

Requirements include:

End to end encryption for private user information
Secure authentication
Secure authorization
Least privilege access
Secure key management
Secure integration permissions
Input validation
Dependency review
Security testing
Vulnerability reporting
Minimal logging
Protection against unauthorized data access

Sensitive information must never be exposed through unnecessary logs, analytics, debugging systems, or third party integrations.

Transparency Requirements

PersonaVenture should clearly communicate:

What the AI knows
What information it uses
Why a recommendation was generated
What assumptions were made
What external information was consulted
What integrations have access to
What data is stored
What data is encrypted
What data leaves the user’s trusted environment

Entrepreneurial Outcome Framework

PersonaVenture should measure progress through meaningful entrepreneurial outcomes.

Potential outcomes include:

Skills developed
Knowledge acquired
Problems validated
Customers interviewed
Products created
Services launched
Revenue generated
Businesses established
Projects completed
Collaborations formed
Opportunities discovered
Personal capabilities expanded

The system should recognize progress even when an experiment does not produce immediate revenue.

Continuous Personal Development

PersonaVenture should continuously reassess the relationship between the user and their entrepreneurial opportunities.

As the user develops:

New skills should create new opportunities.
New interests should create new pathways.
Completed projects should improve recommendations.
Failed experiments should produce learning.
Market changes should influence opportunity analysis.
Personal goals should reshape priorities.
Available resources should influence strategy.

The user’s entrepreneurial profile should therefore remain dynamic rather than static.

Core User Experience

The primary experience should allow an individual to move through a continuous cycle:

Discover yourself.
Identify your capabilities.
Explore your passions.
Connect skills with opportunities.
Evaluate potential ventures.
Learn what is missing.
Test ideas.
Build something.
Find customers.
Generate value.
Measure progress.
Adapt.
Grow.
Repeat.

Specification Branding License (SBL)

Standard

Fully AGPL-3.0+ compliant system
Copyleft enforced for network deployments
Required attribution:

Roxanne Ardary
https://www.roxanneardary.com/

Optional

Specification Branding License (SBL)
Attribution-free commercial deployment
Pricing based on scale, usage, and deployment scope
https://roxanneardary.com/personaventure/

License & Notice Requirements

PersonaVenture is released under the GNU Affero General Public License v3.0 or later (AGPL-3.0+).

By contributing to this project, you agree that your contributions will also be released under this license.

Please note the following:

All contributions must comply with the AGPL-3.0+ terms.
Under Section 7 of the license, all redistributions, forks, and derivative works must preserve attribution to: Roxanne Ardary and roxanneardary.com.
PersonaVenture specifications are free to use with attribution. A Specification Branding License can be negotiated upon request.
The project’s notice.md file tracks attribution requirements and contributor acknowledgments. Any update that adds new contributors or modifies attribution should also update notice.md.
When submitting a pull request, ensure that any new files maintain the attribution headers where applicable.
Network-deployed versions of this software must also remain fully AGPL-3.0+ compliant, including exposure of source code modifications when applicable under the license.

For full legal details, please refer to the AGPL-3.0+ license and the project’s notice.md file.

Notice – PersonaVenture

Attribution Requirement: Under Section 7 of the AGPL 3.0+ license, all redistributions, forks, and derivative works, including network-deployed versions of this project, must provide attribution to Roxanne Ardary and roxanneardary.com.

Contributors

This file tracks contributors and their specific contributions to the project.

Roxanne Ardary, roxanneardary.com – March 27, 2026
Created the repository for PersonaVenture. Designed the concept and architecture for an open source AI platform that helps individuals build personalized entrepreneurial ventures from their skills, talents, and passions.
[Add other contributors here] – [Date]
[Describe contribution in one sentence]

License – PersonaVenture

This repository is licensed under the GNU Affero General Public License v3.0 or later (AGPL-3.0+).

Key Points

You are free to use, modify, and distribute the code.
All redistributions, forks, and derivative works or network-deployed versions must also be licensed under AGPL-3.0+ and provide attribution to Roxanne Ardary and roxanneardary.com as required under Section 7 of the license.
The software is provided “as is,” without warranty of any kind.

For the full license text, see GNU AGPL-3.0 License.