I work across cloud platforms, security, and engineering leadership.This is where I write about that work, along with the software and hardware I build at home.

Latest note

Not Everything Needs Automation

Why DevOps teams should compare the total cost of automation with the cost of leaving a process manual.

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Projects

Hoppsicle

A Raspberry Pi and Rust-powered cooling controller for the rabbits: sensors, water flow, peltier modules, relays, and a small touchscreen dashboard.

Aidesmith

A native Mac workflow for AI coding experiments: cloud planning, local edit loops, visible tasks, validation, quota tracking, and checkpoints.

Writing

6 posts

Not Everything Needs Automation

Why DevOps teams should compare the total cost of automation with the cost of leaving a process manual.

Open Not Everything Needs Automation

Sell Before You Build

Why proof-of-concepts should test the assumption most likely to kill the product, not only whether the team can build it.

Open Sell Before You Build

Building Hoppsicle: Cooling the Rabbits in Singapore Heat

A personal hardware build about a small Raspberry Pi cooling controller, noisy sensors, water flow, peltier modules, and a touchscreen dashboard.

Open Building Hoppsicle: Cooling the Rabbits in Singapore Heat

Building Aidesmith: A Native Mac Workflow for AI Coding

Why I built Aidesmith, an early beta that brings cloud planning, local edit loops, visible tasks, validation, quota tracking, and checkpoints into one AI coding workflow.

Open Building Aidesmith: A Native Mac Workflow for AI Coding

Building a Hybrid Kubernetes Playground That Reaches Into the Cloud

How three mini PCs, RKE2, and Tailscale became a practical hybrid Kubernetes lab across home hardware and cloud nodes.

Open Building a Hybrid Kubernetes Playground That Reaches Into the Cloud

AI Pentesters: How Shannon and PentAGI Fill the Gaps Between Audits

A practical look at where autonomous tools like Shannon and PentAGI fit between annual human-led security assessments.

Open AI Pentesters: How Shannon and PentAGI Fill the Gaps Between Audits
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