I help mid-size teams ship integration that doesn’t rot.

Enterprise Integration

Long engagements · 3–12 months

API-led and event-driven integrations across banking, logistics, energy, retail, and ERP — the connective tissue that keeps the rest of the business running. Synchronous APIs where they fit, JMS / MQ / EMS messaging where they don’t, and MCP servers for the AI tools that increasingly need to reach into the same systems. Honest naming, deliberate scope, and a runbook your team can still read in six months.

Mulesoft · AWS · Tibco · Anypoint MQ · JMS / EMS · MCP servers · CI/CD

AI Training & Teaching

Workshops & embedded · Weeks to a quarter

Helping teams use AI tools well. Workshops, 1:1 coaching, and embedded engagements that get your engineers past "I tried Copilot once" to genuinely faster shipping. Tailored to your stack and codebase — less hype, more measurable habit change.

Workshops · 1:1 coaching · Embedded onboarding

Product Engineering

Short sprints · 4–12 weeks

Solo, end-to-end builds — idea to deployed product. Internal tools, prototypes, AI-powered features that need to ship in weeks, not quarters. I cover backend, frontend, infra, and the awkward integration glue, because that’s usually where these projects stall.

Full-stack · AI-native · Internal tools · Prototypes