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