AGI for the Home
Run frontier AI models on commodity hardware. No cloud. No subscriptions. No surveillance.
The Architecture
Instead of one massive model trying to do everything, the Harmonic Stack splits intelligence across 12–16 specialists coordinated by a cognitive bus that routes queries to the right expert.
16× Parallel Specialists
Code, math, reasoning, language, analysis, instruction-following, architecture, and general intelligence—each handled by a purpose-built model running simultaneously.
Cognitive Bus
A dual-path routing system: the fast path handles straightforward queries instantly, while the deep path engages multi-model collaboration for complex problems.
Hardware Arbitration
The system profiles your hardware and automatically adjusts model loading, parallelism, and memory allocation. Runs on everything from 4GB laptops to enterprise GPUs.
Death of the Inference Engine
Traditional AI runs one model, one query, one answer. The Harmonic Stack treats intelligence as a parallel, distributed problem—the way actual cognition works.
The Discovery
AI models from different companies, trained independently, converge on remarkably similar internal structures. Intelligence appears to have a preferred geometry that emerges regardless of training approach.
Structural Convergence
Models from Meta, Mistral, DeepSeek, Qwen, Microsoft, and others—trained on different data with different methods—share deep structural similarities. This suggests intelligence isn't about scale. It's about architecture.
Parallel > Scale
Running 12–16 focused models in parallel consistently outperforms running a single large model. Specialist coordination beats generalist brute force—at a fraction of the hardware cost.
Product Tiers
Pocket AGI
Desktop AGI
Workstation AGI
Home Server AGI
Professional AGI
Enterprise AGI
“All watched over
by machines of loving grace.”
— Richard Brautigan, 1967