Services
Focused expertise.
Practical outcomes.
Senior engineering support for teams facing important system decisions, reliability challenges, or ambitious AI work.
01 / AI systems
AI Agent & Enterprise AI Engineering
AI features are easy to prototype and harder to make predictable. Tool execution, retrieval, permissions, structured outputs, and evaluation all need deliberate boundaries.
How I can help
- Review agent workflows, tools, and execution boundaries
- Design RAG ingestion, retrieval, and citation flows
- Build evaluation cases and operational traces
- Integrate models with existing services and data
Typical deliverables
- Architecture and risk review
- Working implementation or targeted prototype
- Evaluation and verification plan
- Technical documentation and handover
Agent Reliability Lab · Enterprise RAG Assistant
02 / Backend systems
Java Backend & API Integration
External APIs fail, time out, rate-limit, and sometimes complete a write without returning a response. Retrying safely requires more than adding a retry annotation.
How I can help
- Design Spring Boot APIs and service boundaries
- Address idempotency, retry safety, timeout budgets, and reconciliation
- Troubleshoot integration behavior and operational signals
- Build failure tests around realistic partner scenarios
Typical deliverables
- Integration architecture and failure model
- Implementation of critical gateway paths
- Automated integration and recovery tests
- Operational notes for support and evolution
Spring Boot Integration Lab
03 / Architecture
Enterprise Architecture Consulting
A platform can accumulate delivery friction, unclear ownership, reliability risks, and modernization pressure. Teams need a practical sequence of changes rather than a diagram detached from delivery.
How I can help
- Assess architecture, dependencies, constraints, and risks
- Review service boundaries, scalability, and reliability
- Define modernization options and trade-offs
- Align a technical roadmap with team capacity and business priorities
Typical deliverables
- Current-state assessment
- Prioritized risks and options
- Target architecture with decision records
- Incremental engineering roadmap
Experience across large-scale commerce, financial technology, banking, and distributed systems
Next step
Have a complex engineering challenge?
Let's discuss a focused architecture review, integration project, or AI engineering engagement.