Vision
SOURCE will be an open-source decentralized AI platform designed to achieve Super Awareness, the prerequisite for Super Intelligence.
By deploying smart sensors and heavy local compute in both public and private spaces, we are building the new holistic computing paradigm for civilization that functions as a proactive problem detector and solver.
This infrastructure will capture what current AI fundamentally lacks: Human Behavioral and Environmental Data of such high quality and near-infinite quantity that it will enable the creation of the Most Accurate Global World Model ever built.
The Problems
We are facing a simultaneous convergence of systemic failures that are reshaping human civilization but inorder to address those in an agentic way we need to first deal with the underlying core problem which is the lack of a high-quantity of high-quality data.
The Data Wall
We have thrown the entire internet at Transformers. While effective, this approach is constrained by the qualitative and quantitative limitations of the data source itself.
Low Quality Data
LLMs are trained on the internet, which is performative, artificial, and highly edited. It lacks the authentic, natural behavior that defines actual human experience.
Low Quantity Data
Current AI misses 99.99% of human experience—the physical world and the real-time living that happens beyond static text and curated uploads. After all, we humans are constantly producing data that's getting lost to the void.
The Systemic Convergence
Beyond the AI data bottleneck, failure modes are converging across the entire stack. From macro-institutional decay to micro-biological strain, the friction of existence is rising uniformly.
“These systemic failures are not inevitable—they are symptoms of a lack of high-fidelity data. SOURCE builds the model to solve them.”
The Macro Problem Set
- PoliticalInadequate Problem SolvingPolarizationErosion of Trust
- EconomicLayoffsSupply Chain DisruptionsInflation
- Macro-SocialSocial Media AlgorithmsDivisionClassism
- TechnologicalPrivacyDeepfakesAI Alignment
The Micro Problem Set
- Mental & EmotionalLonelinessDepressionNeurodivergency
- Physical HealthLate DiagnosisPoor ManagementAccidents
- Micro-SocialRelationship ConflictsDegradation of Bonds
- ComputingUX PainFragmented EcosystemsIAM
The Solution
To solve an expansive problem set outlined above requires a holisitic data collecting and processing system. A proactive, always-on system that can detect and solve problems before they become crises.
To solve this massive multi-dimensional problem set we need SOURCE.
But what exactly is it?
Hardware
Sensor Grid
A unified system combining LiDAR, Video, Microphones, and Speakers embedded into every wall and room, wired directly to local compute.
Local Edge Compute
High-performance AI servers (housing GPUs or AI chips) located inside the walls or closets, processing all raw sensor data on-site.
Software
SOURCE ID
Multi-modal identity verification (gait, voice, behavior) eliminating traditional authentication (passwords, 2FA, passkeys).
Personal AI
Open-source, SOTA multi-modal models with long-term memory. An agentic system that continuously learns and thinks through a recursive feedback loop, processing all data from your devices, relationships, and environment.
Truth Layer
Cryptographically Secured. Because the video is signed on the blockchain, it cannot be Deepfaked. This creates an immutable record of reality—content without SOURCE verification is assumed fake.
Social
CAST
A "Context Economy" engine that leverages real-world data from the Sensor Grid, combined with SOURCE ID and Personal AI, to matchmake across the human population. This high-resolution understanding of reality generates deep behavioral insights previously impossible to detect.
Content Modal
The Sensor Grid enables a new medium: Real-time 4D Gaussian Splatting. Live streams on CAST where viewers control their own virtual cameras, exploring the environment from any angle—a perfect, immutable representation of reality.
Data Ownership
Sovereignty.
You own the data. It is processed locally and cryptographically secured—serving your health, safety, and personal AI.
Safety & Truth.
The data serves the community and the Model. It acts as an objective witness to ensure safety and resolve disputes.
Data Security
Military-grade encryption at the edge.
All data processing happens locally on your hardware. Nothing leaves your environment unless you explicitly authorize it. Your data is cryptographically secured and protected by design.
Mapping the Solution
How Source specifically targets and neutralizes the systemic threats outlined in the Convergence Report.
GTM
Elderly Care
Revenue DriverA passive safety layer that tracks cognitive decline, memory, and physical safety without wearable devices. Families pay for peace of mind.
Smart Home and Civic Awareness
Revenue DriverSelling the "Smart Home 2.0" experience to the tech-forward demographic who want total home automation, "Jarvis-like" AI, and advanced civic awareness capabilities.
Influencers & Streamers
Marketing EngineWe provide free/subsidized installations to top creators. They use Source as a full in-house studio system—no longer tied to their computers—while showcasing the 4D Gaussian Splatting capabilities (holographic video) to their millions of followers, driving the cultural hype cycle.
Government Contracts
Market ExpansionPartnering with municipalities to install complete civic awareness systems in public downtowns and high-crime neighborhoods. The system provides an objective, immutable record of reality. It detects anomalies (accidents, violence) instantly, allowing for "crime prevention by design" while simultaneously onboarding entire districts.
Roadmap
R&D (The Genesis)
18 MonthsObjective
Train the Baseline Behavioral Model.
The Living Lab (HQ + School)
Construction of our primary R&D Campus.
- The Facility: A mixed-use compound housing our Engineering HQ, Hardware Labs, and the SOURCE Pilot School.
- The Data: A fully instrumented, controlled environment to capture high-density human interaction, learning patterns, and social dynamics.
The Validation Grid (100 Homes)
Simultaneous deployment of the Sensor Grid into the "wild."
- The Cohort: We are deploying into 100 residential units with a specific demographic split (50% Singles, 25% Couples, 25% Families).
- The Goal: To stress-test the hardware in uncontrolled environments and ensure the model generalizes across different lifestyles and household compositions.
GTM (Market Validation)
18 MonthsObjective
Commercial validation and "Wild" dataset expansion.
Execution
While the Genesis Lab builds the "Baseline Model," we simultaneously deploy SOURCE into ~100 residential units to stress-test the hardware in uncontrolled environments.
Deployment Vectors
We execute a tripartite strategy to balance revenue and cultural relevance:
- Revenue (Elderly Care): Deploying "Passive Health" nodes that track cognitive/physical decline without wearables.
- Revenue (Smart Home 2.0): Selling the "Jarvis-class" experience to early adopters who demand total home automation and privacy.
- Marketing (Creators): Subsidizing installations for top-tier streamers to showcase Real-time 4D Gaussian Splatting (Holographic Video) to millions of viewers.
Outcome
A proprietary, multi-demographic dataset capturing the full spectrum of human behavior—from the high-energy interactions of creators to the subtle patterns of aging.
Civilizational Scale
Objective
Expansion into the Public Domain.
Smart Cities & Government
Partnering with municipalities to install Source in public squares and neighborhoods.
The Incentive
Offering "Crime Prevention by Design." The system provides total awareness of public spaces, deterring crime and providing immutable evidence for disputes.
Commercial
Expansion into retail and institutions for automated logistics and security.
The Long-Term Vision
SuperIntelligence Requires SuperAwareness.
The global technology industry is currently racing toward SuperIntelligence: massive raw compute and logic. However, a "brain in a jar" with high IQ but zero context is fundamentally limited and potentially dangerous.
For SuperIntelligence to be truly effective, aligned, and safe, it requires SuperAwareness.