Practical AI Engineering
Practical AI adoption across engineering workflows
I support practical AI adoption across engineering workflows: evaluating where AI adds value, integration architecture, retrieval and semantic search patterns, team tooling, automation, and delivery improvements. Focused on value-driven adoption, not AI hype.
Services in this Category
AI-Assisted Development Workflows
I help engineering teams adopt AI-assisted development effectively, establishing workflows with tools like Cursor and Copilot, code review standards, team guardrails, and practices that improve productivity without sacrificing quality.
AI-Enhanced CI/CD & Delivery Automation
I help teams improve CI/CD with practical AI enhancements, including review automation, test assistance, pipeline intelligence, and safer rollout patterns that speed delivery without increasing release risk.
AI-Powered Workflow & Operations Automation
I help teams evaluate and design AI-powered workflow and operations automation, focused on efficiency, operational value, and integration into existing processes rather than technology showcases.
LLM Integration Architecture
I help teams evaluate LLM integration approaches for products and engineering workflows, including provider tradeoffs, API boundaries, operational guardrails, cost and reliability considerations, and integration into existing systems.
AI Integration Assessment & Strategy
I assess where AI can add value in your products and internal workflows, identifying opportunities for practical integration that solve real problems rather than chasing AI hype.
RAG Architecture & Integration
I help teams evaluate and implement practical retrieval-augmented generation (RAG) architectures, including retrieval pipelines, grounding strategies, operational tradeoffs, and integration into existing engineering systems.
Vector Database & Semantic Retrieval Strategy
I help teams evaluate vector database approaches and semantic retrieval architectures, including embedding workflows, operational tradeoffs, and integration patterns for AI-powered applications.
Other Categories
Product & Platform Architecture
Designing systems that scale, last, and stay maintainable
Engineering Leadership & Team Enablement
Helping teams deliver, not just plan
Product & Technical Validation
Making sure an idea is buildable before it becomes expensive
High-Impact Technical Execution
Short, focused interventions where experience matters most