Cloud systems that cost less and fail less.
Architecture, modernization, and hands-on implementation for AWS workloads.
- AWS architecture reviews
- Kubernetes platforms
- Infrastructure as code
- Reliability & cost
I’m David, a cloud and AI engineering consultant. I help ambitious teams modernize infrastructure, remove delivery bottlenecks, and take AI systems from prototype to production.
Atlanta, GA · RemoteI work with teams that have a meaningful technical problem, a real deadline, and no appetite for solutions that look good in a deck but fail in production.
Architecture, modernization, and hands-on implementation for AWS workloads.
I remove the manual work between an idea and a stable release.
Grounded, secure AI systems built for real users and workflows.
Architecture decisions connected to business outcomes: faster systems, smaller bills, calmer operations.
Reworked the data path with parallel processing and more intentional compute.
Matched infrastructure to the workload instead of accepting the default footprint.
Define the outcome and identify the highest-leverage technical risk.
A practical plan with tradeoffs, milestones, and a clear definition of done.
I design and implement—not just advise.
Documentation, automation, and knowledge transfer are included.
Applied AI work combining software engineering, infrastructure, and product thinking.
A controlled agent workflow that researches, drafts, reviews, and publishes.
Explore the code ↗Turning noisy market data into timely, decision-ready signals.
Explore the code ↗AI-assisted candidate-to-role comparison with useful fit context.
Explore the code ↗Send me the problem, the constraint, and what success looks like. I’ll respond with a useful next step.
Start the conversation ↗