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F L P Description 1
Free Life Planner (FLP)
A Virtual Secondary Social Safety Net
The Free Life Planner is a comprehensive artificial intelligence system designed to help alleviate poverty, hunger, disease, and other "wicked problems" through systematic life planning and resource coordination.
Overview
The FLP represents a revolutionary approach to social assistance, functioning as a "GPS for one's life" that provides intelligent, personalized guidance for navigating complex life challenges. Built on the principle that free software AI can be uniquely positioned to help vulnerable populations, the system leverages the zero-marginal cost property of software to create a scalable solution for global humanitarian needs.
Core Philosophy
The system is built on several key premises:
- Software Non-Rivalry : Free software can be copied infinitely at zero marginal cost, enabling worldwide distribution
- Systems Integration : Separate components can be united through modern integration workflows
- Bigger is Better : Following Gödel's incompleteness theorem, larger integrated systems have potential for greater capability
- Community Ownership : GPL licensing ensures capabilities remain with the community
Technical Architecture
Digital Twin Technology
FLP creates comprehensive semantic simulations (digital twins) of users' real-world situations, then uses formal methods to prove safety guarantees and prevent harmful outcomes. The system employs:
- PrologCyc Discipline : Advanced logical reasoning capabilities based on Cyc ontology
- Automated Planning : PDDL-based temporal planning with metric constraints
- Theorem Proving : Formal verification of plans and safety conditions
- World State Synchronization : Real-time alignment between digital twin and reality
Planning Systems Architecture
“`
World State → Planning Domain → Temporal Plans → Validation → Execution Monitor
↑ ↓
← Feedback Loop ← Plan Monitoring ← Real World Effects ←
“`
The system maintains continuous synchronization between the digital twin and real world, enabling dynamic replanning when circumstances change.
Core Subsystems
Financial Planner
Purpose : Resolve cash flow problems and provide financial stability for low-income users
Completed Features :
- Full temporal metric planning domains for financial prediction
- Interactive plan execution with precondition checking
- Automated transaction prediction and balance forecasting
- Calendrical recurrences with constraint logic programming
- Bank record reconciliation and auto-debit extrapolation
In Progress :
- Real-time account balance monitoring
- Debt management and bill payment systems
- Integration with inventory and resource management
- Overdraft prevention alerts
Planned Features :
- Meta-planning for contingency scenarios
- Argumentation-based purchase decision support
- Ethical consumption reasoning
- Retrospective prediction accuracy analysis
Meal Planner
Purpose : Improve nutrition and taste while decreasing cost and effort
Completed Features :
- Barcode scanning with product information extraction
- Recipe database with 150,000+ recipes
- Nutritional requirement profile planning
- Interactive cooking assistant with step-by-step guidance
- Fridge/freezer sensor integration for food safety
In Progress :
- Specialty diet support (low-FODMAP, GERD, diabetic, etc.)
- Food ontology with substitution knowledge
- Natural language recipe parsing
- Collaborative filtering recommendation system
- Food spoilage and expiration planning
Planned Features :
- Freezer cooking optimization (4X cost reduction, 5X time savings)
- Automatic preference learning and pickiness detection
- Integration with shopping, prep, cooking, and cleaning
- Emergency food provision planning (n-month supplies)
- Genetic testing integration for personalized nutrition
Health Planner
Purpose : Maintain health through preventative, ongoing, and restorative care
Completed Features :
- Medical appointment scheduling and reminders
- Electronic medical records management
- Alexa integration for symptom tracking
- Psychometric reporting and habit tracking
- Mental health support with negative self-talk reframing
In Progress :
- Medical adherence tracking through document analysis
- Situational awareness of condition development
- Medication pharmacokinetics planning
Planned Features :
- Expert system for medical diagnosis assistance
- Integration with telemedicine platforms
- Evidence-based treatment validation
- SLAM algorithm for disease state estimation
- Comprehensive medication management with constraint logic
Supporting Systems
Beyond the three core planners, FLP includes subsystems for:
- Employment Planning : Job search optimization and career development
- Transportation : Multi-modal routing with contingency planning
- Time Management : Comprehensive scheduling and task prioritization
- Organization : Document management and executive function support
- Inventory Management : Resource tracking and automated reordering
- Emergency Preparedness : Survivalism and disaster planning
- Interpersonal Relationships : Social network management and communication
Real-World Applications
Homelessness Scenario
The system has demonstrated effectiveness in helping homeless individuals by:
- Resource Discovery : Locating food pantries, shelters, and services unknown to users
- Contingency Planning : Creating flowchart-like plan trees with backup options
- Real-time Adaptation : Adjusting plans when resources are unavailable
- Information Gathering : Using user feedback to update resource databases
- Progressive Assistance : Guiding users from crisis to stability over time
Example planning output:
“`
Plan computed: Time: (ACTION) [Duration; Cost]
19.2500: (RIDEBUS USER BUS-71D-51 CULMORE-AND-DERRY HELMSHIRE-AND-BROOKS) [D:0.0000; C:1.0000]
19.2500: (BUYGROCERIES USER FORBES-AND-MURRAY) [D:1.0000; C:1.0000]
20.2500: (RIDEBUS USER BUS-71D-52 HELMSHIRE-AND-BROOKS CULMORE-AND-DERRY) [D:0.0000; C:1.0000]
“`
Health Management
Users report significant improvements in:
- Dietary Compliance : Following complex medical dietary restrictions
- Medication Adherence : Automated reminders and refill management
- Preventative Care : Early intervention based on symptom tracking
- Cost Optimization : Freezer cooking and bulk purchasing strategies
Security and Privacy
Information Security Measures
Current Protections :
- Air-gapped deployment options for maximum privacy
- Data encryption at rest and in transit
- Sandboxed Prolog factbase with limited remote access
- Context segmentation similar to Cyc microtheories
Planned Enhancements :
- HIPAA compliance for health data
- Cryptographically signed rule declarations
- Truth maintenance systems for belief revision
- Principle of least privilege access controls
Addressing "Death by GPS" Concerns
The system includes safeguards against over-dependence:
- Critical thinking training through intelligent tutoring systems
- Periodic testing of user independence and decision-making
- Educational components alongside recommendations
- User agency preservation in all decision-making processes
Development Status
FRDCSA Project Integration
FLP is part of the larger Formalized Research Database: Cluster, Study and Apply (FRDCSA) project, which has spent over 20 years collecting and integrating AI software systems. The project includes:
- 1000+ subsystems addressing various life challenges
- Advanced packaging system for automated software integration
- Comprehensive ontology based on OpenCyc and LogicMOO
- Collaborative development environment with multiple contributors
Release Timeline
FLP 1.0 : Currently in development with release planned within 2 years
- Focus on security implementation and data sanitization
- Complete separation of logic and personal data
- Comprehensive testing and documentation
FLP 2.0 : Major refactoring for enterprise deployment
- Modular architecture with proper testing
- Dual licensing (GPL + permissive) for commercial applications
- Enhanced scalability and performance optimization
Technical Implementation
Core Technologies
- Prolog/SWI-Prolog : Primary logic programming environment
- LogicMOO AGI : Advanced reasoning and world simulation
- PDDL Planners : Temporal planning with metric constraints
- Debian Packaging : Automated software collection and integration
- Web Interfaces : Responsive design for multiple device types
Integration Capabilities
The system integrates with numerous external services:
- Banking APIs : For real-time financial monitoring
- Grocery Retailers : For automated shopping and delivery
- Transportation Systems : For route planning and scheduling
- Medical Databases : For drug interactions and treatment protocols
- Government Services : For benefit applications and resource access
Philosophical Foundation
Humanitarian Mission
The project is driven by a deeply personal mission to prevent suffering and save lives. As the founder states: "When I was a kid my sister died at an early age in unknown circumstances. That was a tragedy that so hurt our family that I was left with a latent resolve to do my best as often as possible to prevent it from happening again to my family or yours."
Free Software Ethics
Following the philosophy of "loaves and fishes," the project embodies the principle that freely shared knowledge can be multiplied infinitely to serve those in need. The GPL licensing ensures that:
- Community Ownership : Capabilities belong to users, not corporations
- Accessibility : No financial barriers to access
- Adaptability : Users can modify system for local circumstances
- Sustainability : Copyleft ensures improvements remain free
Addressing Common Objections
Digital Divide
Response : Multiple access modalities including:
- Basic cell phone interfaces (70% of homeless have phones)
- Public computer access points
- Intermediary assistance through social workers
- Printed materials for offline use
- Low-cost hardware solutions ($5-20 computers)
One Size Fits All
Response :
- Conditional logic responsive to individual differences
- Open source allows customization and forking
- Many problems are routine and amenable to systematic solutions
- Modular architecture enables domain-specific adaptations
Criminal Misuse
Response :
- Focus on "livingry" rather than weaponry
- Ethical reasoning components with deontic logic
- Federated checks and balances through peer networks
- Intelligence proliferation tends to rule out harmful options
Future Directions
Enhanced Capabilities
- Expanded Domain Coverage : Legal assistance, education planning, childcare
- AI Integration : Large language models for natural interaction
- Sensor Networks : IoT integration for environmental monitoring
- Collaborative Features : Peer-to-peer support and resource sharing
Research Applications
- Evidence-Based Medicine : Anonymous data aggregation for treatment research
- Social Policy : Insights into effectiveness of social programs
- Urban Planning : Resource distribution and access optimization
- Climate Adaptation : Resilience planning for vulnerable populations
Getting Involved
For Users
- Access : Visit [frdcsa.org](https://frdcsa.org) for current system status
- Feedback : Contribute user stories and improvement suggestions
- Advocacy : Share information with those who might benefit
For Developers
- GitHub : Contribute to open source components
- Packaging : Help integrate additional software systems
- Documentation : Improve user guides and technical documentation
- Testing : Participate in system validation and debugging
For Organizations
- Partnerships : Integrate FLP with existing social services
- Funding : Support development and deployment costs
- Policy : Advocate for AI-assisted social safety nets
- Research : Collaborate on effectiveness studies and improvements
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Project Links :
-The Free Life Planner represents more than software—it's a comprehensive approach to human dignity and empowerment, demonstrating that technology developed with compassion and released freely can serve as a bridge from vulnerability to resilience.-