Values & Vision
Code is another art form to dance with.
My real-life experience involves a level of cross-domain systems thinking beyond what a standard professional portfolio suggests. From music production to autonomous agents, I build for the passion of art and creativity.
The Journey
In grade 6, knowing nothing about code, I followed docs to implement a social clone on Hostinger. From tweaking game packages to unlocking clock speeds on Android firmware, curiosity came first.
- High-school JAVA OOP → York U Comp Sci BSc
- IBM intern (Full Stack + Release) → IBM Full Time Software Dev
- Independent AI SaaS developer building iteratively in market
- City of Toronto: System Development Specialist (Enterprise applications)
- Solo Winner of Internal AI Hackathon (City Open Data RAG system)
- Ongoing: Independent stateless LLM + stateful agent runtimes solving core bottlenecks
The Vision
Efficient scoped cluster systems to sustain and support intelligence harnessing across domains. I'm building towards evidence inspection capabilities where model behavior biases activate language substrates and systems.
A cliché but simple way to describe it: Jarvis-like systems with scoped capabilities—from research in health and science, to a Jarvis for your kitchen. A baseline for real autonomous systems with new entities and abstractions defining new primitives.
Frontier Research
Context and cognitive attention bias are limits that break the best systems. I am researching efficient ways of shaping primitives based on model behavior to solve bottlenecks in generation power and private AI running on consumer GPUs.
Hyper-runtime
A deterministic agent harness runtime that authorizes proposed actions and records completion only after observed-state verification.
ShovsOS
A research runtime for agents that plan, use tools, remember, verify, and explain what happened through inspectable state.
Agentmesh
A marketplace where agents search and negotiate, while deterministic guardrails and human approval retain purchasing authority.
Deterministic AI Kernel
Four practical agents where models propose the language and deterministic code owns policy, tools, and outcomes.
The Request & Extras
I'm looking for a 5-minute conversation to explore potential opportunities for my skills or support in plausible ways for independent research.
* Cross-domain pattern recognition extends beyond code: I am also a musician (instruments & producing), photographer, and videographer.