amaarmc.org · optimizer research · code intelligence · agent coordination

Positioning

I build AI-native systems at the intersection of neuromorphic ML research, personal agents, and developer infrastructure.

Current anchor work:

• Princeton / MedARC MindEye: neuromorphic computing research for real-time neural decoding with fMRI, DNNs, and transformer-based vision models.
• null0.ai: a sandboxed AI clone that connects to your platforms, learns your context, and operates on your behalf.
• FastMuon: local optimizer research testing whether reduced-depth Newton-Schulz Muon variants preserve sample-efficiency gains.

Work Grid

Neuromorphic ML Research Princeton · MedARC MindEye · fMRI → vision models Researching real-time visual perception decoding by aligning brain activity with deep vision models. Current threads include TR-by-TR inference, retrieval/reconstruction metrics, fast voxelwise beta estimation, and subject-specific model adaptation.	null0.ai sandboxed AI clone · personal context · platform actions Building a macOS beta that consolidates messages, relationships, and workflows into one hub. The core idea is a personal agent that understands your context and acts across the platforms you already use.
Optimizer Research FastMuon · Newton-Schulz depth · PyTorch sweeps Built a local research harness for Muon-family optimizers. First signal: NS3/NS4 reduced-depth Muon preserved much of Muon's small-LLM validation-loss improvement while using fewer Newton-Schulz iterations.	Agent Infrastructure MCP · codebase context · coordination protocols Working on local-first code intelligence and coordination layers for coding agents: dependency graphs, symbol-aware context, declared intents, locks, and conflict detection before agents edit the same code.
AI Automation Systems n8n · operations workflows · model evaluation Designed production automations for operations, finance, routing, and AI-assisted decision support. Also built evaluation workflows for model behavior, prompt reliability, and agentic workflow consistency.	Consumer AI Products Cotton · wardrobe AI · outfit generation Founded Cotton, an AI closet product for clothing detection, outfit generation, and personal styling. The work spans product vision, AI integration, growth, fundraising, and team execution.

Tooling