Practical engineering for AI, cloud, and production software.

Scope a focused build, migration, automation, or production LLM system with clear architecture, useful delivery, and an operating path after launch.

Production LLM systems

Clear scope, secure deployment, measurable handoff.

Cloud architecture and DevOps

Clear scope, secure deployment, measurable handoff.

Mobile and backend product builds

Clear scope, secure deployment, measurable handoff.

Cloud architecture

Design AWS, Azure, or Google Cloud foundations with clear environments, security boundaries, and deployment paths.

Move existing apps, databases, or workflows into cloud infrastructure with staged cutovers and rollback planning.

Set up CI/CD, infrastructure scripts, observability, backups, and release workflows that stay understandable.

AI delivery

The best projects reduce repeated work, improve decisions, and expose a reliable interface for teams or customers.

Automate intake, triage, reporting, follow-up, and internal handoffs with reviewable AI-assisted workflows.

Build focused assistants for support, operations, sales research, documentation, or team knowledge bases.

Extract, classify, summarize, and route information from forms, documents, emails, spreadsheets, and APIs.