Profile
What I build
I work at the intersection of infrastructure, product design, and AI-assisted operations. The core pattern across my work is simple: take a workflow that is still too manual, too chat-shaped, or too local-only, and turn it into something operational, inspectable, and useful under real constraints.
I care about CLI-first systems, remote execution over SSH, Kubernetes-native workflows, structured operator surfaces, and products that expose evidence instead of hiding it behind magic prompts.
Selected Projects
Recent public work
ktl
Kubernetes-focused CLI for logs, Helm workflows, and BuildKit builds.
container-tools
Build better base images.
firecracker-sandbox
Firecracker sandbox.
Focus Areas
Core strengths
- AI product and workflow design for engineering and operational use cases.
- Kubernetes, container, and SSH-based runtime surfaces.
- Security tooling, evidence-driven triage, and data-first product thinking.
- API/CLI-first systems with browser surfaces built around operator tasks.
- Technical writing that turns product direction into concrete system behavior.
Writing
Selected posts
-
Why AI Coding Tools Still Feel Stuck on Localhost
Why serious AI tooling needs better runtime surfaces, not only better chat models.
-
Portal Long-Term Memory: Shared Profiles Over SSH, Kubernetes, and S3
How durable profile state can follow operators across hosts and runtimes.
-
Vibin' Is Easy: It's All About Data and Design Now
What AI changed for product execution once the data and design direction were strong.
Contact
Reach me
Open to product engineering, platform, AI infrastructure, and security-tooling conversations.