Current Focus
What I'm Spending Time On
Directions and open questions, not a project list: nothing here names a specific product, client, or roadmap.
AI Agent Architecture
How much autonomy an agent should have, how to decompose a task safely, and what keeps multi-agent workflows predictable.
AI-assisted Software Engineering
Where AI genuinely speeds up development, such as code generation, review, and troubleshooting, versus where it introduces more risk than the time it saves.
Intelligent Automation
Connecting AI into existing automation, meaning PowerShell, Python, and API-driven workflows, instead of treating it as a separate system bolted on from outside.
Local AI & Inference
Self-hosting models, GPU inference, and the real trade-offs against hosted APIs: cost, latency, and data privacy.
Secure Cloud Architecture
Keeping Zero Trust principles practical instead of theoretical, especially the parts of a security architecture that tend to break down under real usage.
Systems & Product Engineering
The backend, API, and infrastructure decisions that decide whether a tool is still maintainable a year after it ships.
Also exploring: game development & 3D workflows, and IoT device automation.