Let's solve it together
I work on enterprise AI, Java/Spring Boot systems, microservices architecture, and engineering leadership. Describe your challenge below — I'll read it personally, reply by email, and we'll figure out the best way to move forward together. No fixed packages, no automated responses.
Describe your challenge
Fill in the form below — tell me what you're building, where you're stuck, and what success looks like. The more detail the better.
I reply personally
I read every message and reply by email, usually within 24–48 hours. No automated response, no sales team.
We discuss and scope together
We have a conversation — by email or on a call — to fully understand your problem. Pricing is always based on scope, decided together after understanding what you actually need.
AI Architecture & LLMs
Design and review of LLM-powered systems — RAG pipelines, agentic workflows, prompt engineering, Claude/GPT/Gemini integration, and moving prototypes to production-grade AI.
LLMOps & Observability
Production reliability for AI systems — evaluation frameworks, hallucination monitoring, cost control, latency budgets, and OpenTelemetry-based observability stacks.
Java & Spring Boot
Enterprise Java development — REST APIs, Spring Boot microservices, Spring Security, Spring Data JPA, Spring Cloud, and backend systems built to scale in production.
Microservices & System Design
Architecting distributed systems that hold up under real load — service decomposition, event-driven design, API gateway patterns, Kubernetes, and cloud-native delivery on AWS/GCP.
Fractional Eng Leadership
Hands-on engineering leadership without the full-time commitment — mentoring teams, shaping delivery processes, defining architecture standards, and helping orgs hire and grow AI-era engineers.
Workshops & Training
Practical enablement for engineering teams — AI fundamentals, prompt engineering, Spring Boot and microservices, RAG implementation, and LLMOps. Tailored to your team's level and stack.
Who reaches out
- → Teams moving an LLM prototype toward reliable production
- → Engineering leaders defining their AI or microservices architecture
- → Startups or enterprises that need Java/Spring Boot expertise on demand
- → Orgs that want engineers upskilled on AI, Spring Boot, or cloud-native systems
- → Teams that have a problem but aren't sure exactly what kind of help they need — just write it down
"Redesigned our RAG pipeline after a 45-min review — cut hallucination rate by 60% within two sprints."
Fintech · 5,000-user platform
"The workshop got our team aligned on LLMOps in half a day. We finally had a shared vocabulary for AI reliability."
Logistics company · 120-person eng org
"Three months of advisory gave us a Spring Boot microservices architecture we could actually hand off to new devs."
Healthcare SaaS · Series B
Describe your challenge
Tell me what you're working on — the problem, the stack, the goal, and where you're stuck. I'll read it personally and reply by email. From there we'll have a conversation, understand the scope, and figure out together how I can help.
Typical reply time: 24–48 hours