🔧 What I Work On

I build and study systems at the intersection of:

• Distributed and heterogeneous compute
• Event-based messaging and time-series coordination
• Systems-level concurrency, orchestration, and determinism
• Symbolic and sub-symbolic processing layers
• Mixed input/output interfaces (spatial, sensory, contextual)

I'm interested in the underlying mechanics of inference, memory, and scheduling... especially how distributed components can maintain coherent state across noisy, asynchronous environments...

📎 Current Technical Focus

Building systems that are deterministic, auditable, and reliable under real-world constraints.

• Event-driven systems working on deterministic execution with replay, causal ordering, and full traceability across distributed workflows
• Execution runtimes building contract-bound systems where agents operate with clear capability limits, policy enforcement, and predictable behavior
• Digital twins developing closed-loop systems that connect simulation and real-world feedback, especially for biological and physical domains
• Compute and inference routing orchestrating workloads across CPU, GPU, and edge devices with attention to latency and resource constraints
• Knowledge and execution graphs designing low-latency data models that combine relational structure and embeddings for fast, grounded decisions
• Long-horizon compute handling recursive and iterative workloads with checkpointing, convergence control, and state consistency
• Spatial and edge systems integrating perception, decision, and action in real-time environments with tight performance constraints

🛠 Projects/Experiments

Some personal work often involves:

• Writing minimal runtime schedulers and graph compilers
• Exploring causal memory models for distributed systems
• Encoding knowledge transforms using pipelines instead of static models
• Instrumenting I/O pathways in real-world environments (spatial, sensory, reactive)
• Recursive deletes and development environment set-ups...

🤝 Looking to Collaborate With

• Engineers who care about latency, determinism, and state
• Builders of protocol-level coordination systems
• Mathematically inclined systems designers

📫 Contact

If you’re working on something hard, weird, or foundational, ping me!