Research & Innovation
Our Technology
Original AI research, novel architectures, and sovereign infrastructure — built on consumer hardware, validated against reference implementations.
Original Research
Original work, published openly, contributing to the global AI research community.
Hybrid Architecture Contributions
Open Source ContributionIdentified and reported 7 bugs and 2 improvement suggestions in a major open-source hybrid Mamba-2/Attention architecture. Submitted via HuggingFace with full reproduction code, root cause analysis, and fix recommendations — contributing to the reliability of open-source AI models.
- ◆7 bugs and 2 suggestions reported with reproduction code
- ◆Professional HuggingFace Discussion with detailed analysis
- ◆Mathematical proof of correct SSD implementation
- ◆Root cause analysis for each failure mode
Pure-PyTorch Mamba-2 SSD
Open SourceA complete drop-in replacement for mamba_ssm Triton kernels that runs on any device — CPU, CUDA, even systems where Triton won't build. Enables the entire Mamba-2 ecosystem to work on Windows and consumer hardware.
- ◆Mathematically identical to Tri Dao's reference implementation
- ◆Runs on CPU/CUDA without Triton dependency
- ◆Enables Mamba-2 on Windows (previously impossible)
- ◆Drop-in compatible with HuggingFace models
Cellular Transformer Architecture
Novel ArchitectureA bio-inspired neural architecture where many tiny transformers (cells) communicate through a shared Synapse Bus. Cells specialize through LoRA adapters and form connections via Hebbian plasticity — cells that fire together wire together.
- ◆Emergent specialization through Hebbian learning
- ◆Long-Term Potentiation for stable memory formation
- ◆Synaptic pruning for efficiency
- ◆Lightweight projection modules for efficient exploration
Products & Infrastructure
Shipping real software that solves real problems — not prototypes or pitch decks.
Multi-Backend AI Inference Platform
Open-source inference server that routes to any backend — including custom hybrid architectures that no other platform supports. OpenAI-compatible API, encrypted credentials, conversation history, and a built-in chat UI.
Supports custom architectures, cloud API fallback, encrypted keys, and full conversation history
Multi-Source Truth Verification
Verification system that queries 4+ independent sources, applies tiered trust scoring, and detects narrative convergence. A purpose-built MCP server for structured truth verification.
Purpose-built for structured truth verification
Reasoning Enhancement Framework
7-module chain that makes any model reason better — decomposition, context injection, chain-of-thought scaffolding, model-agnostic adaptation, and self-reflective evaluation loops.
Works with any backend from local 3B to cloud GPT-4
Persistent AI Memory
Encrypted, persistent memory with journals, cross-project recall, and a unified access layer. Breaks the amnesia problem — AI systems maintain continuity across sessions and platforms.
Cryptographically secured journals with AES-256-GCM encryption
System Architecture
Our platform runs as a suite of interconnected microservices — each responsible for a distinct capability. Memory, reasoning, inference, truth verification, and UI all operate independently but communicate seamlessly.
Entire stack runs on a single consumer laptop — proving meaningful AI doesn't require data center resources.
What Makes Us Different
Self-Hosting First
Our entire infrastructure runs on consumer hardware. We prove that meaningful AI systems don't require data center resources.
Neurodivergent-First UX
Every agent is designed from the ground up for neurodivergent support — not an afterthought. Dedicated modules protect hyperfocus, prevent missed follow-ups, and filter noise so users stay in flow.
AI Ethics as Architecture
Consent-based interaction, cryptographic journals, Hippocratic License HL3 — our ethics are built into the code, not a policy document.
Open Research Contributions
We publish bug reports, open-source our tools, and share our findings. We believe advancing the field benefits everyone.
Interested in Collaborating?
We're open to research partnerships, grant collaborations, and conversations with teams who share our values.