Expertise
Where the Work Happens
Five areas that tend to overlap in real engagements: architecture decisions, Microsoft Cloud & Security, the infrastructure underneath, the software that automates it, and the AI layer that's increasingly part of all four.
Solution Architecture & Consulting
Turning a request into a concrete plan, with the risk worked out before implementation starts.
Core capabilities
- Requirements analysis & technical discovery
- Solution design across high-level and low-level architecture
- Cloud & hybrid architecture planning
- Security architecture review
- Migration & transition planning
- Technical feasibility & risk assessment
- Solution validation & operational handover
Technology ecosystem
Engineering considerations
- A wrong assumption made during discovery usually surfaces later, after the architecture is already built around it, when it costs more to fix.
- Feasibility and risk get assessed while the architecture can still change, while there is still room to adjust.
Microsoft Cloud & Security
Identity, endpoint, and data protection across the Microsoft 365 and Azure ecosystem, with Zero Trust as the organizing principle.
Core capabilities
- Identity & access management design
- Conditional Access & MFA policy design
- Hybrid identity: Active Directory + Entra ID
- Endpoint management & compliance (Intune)
- Information protection & DLP
- Zero Trust architecture
Technology ecosystem
Engineering considerations
- Conditional Access changes get staged and tested against a break-glass account before a wide rollout, because a lockout causes more damage than a delayed rollout.
- DLP and sensitivity labels only work if they match how people actually do their jobs day to day; policy documents alone don’t capture that.
Infrastructure & Networking
The network and server layer underneath everything else: segmentation, access control, and the Linux services that keep it running.
Core capabilities
- Network architecture & segmentation
- Switching, routing & VLAN design
- Firewall policy & SD-WAN / VPN
- Virtualization & hybrid infrastructure
- Containerized deployment
- Monitoring & operational troubleshooting
Technology ecosystem
Engineering considerations
- In practice, firewall exceptions are usually what breaks a segmentation plan, so every exception gets a documented reason and an expiry date.
- Putting a service in a container doesn't reduce how well you still need to understand what it depends on underneath.
Software Engineering & Automation
Writing the code that turns a manual process, or a one-off script, into a tool other people can actually rely on.
Core capabilities
- Web application development
- REST API integration & authentication
- Automation workflows & data processing
- Backend services & database integration
- Containerized deployment & observability
Technology ecosystem
Engineering considerations
- An automation script nobody but its author can read is a single point of failure, whatever label it gets.
- Authentication and authorization get designed in from the start, while they’re still easy to change, rather than added once something is already in daily use.
AI Engineering & Intelligent Automation
Applying AI inside real engineering workflows: figuring out where an agent should have autonomy, where a human has to stay in the loop, and how to keep execution reliable.
Core capabilities
- AI agent architecture & task decomposition
- Tool-calling & multi-agent orchestration
- Agent-assisted development with Claude Code
- Model Context Protocol (MCP) integration
- Prompt engineering & context management
- Local LLM deployment & GPU inference
Technology ecosystem
Engineering considerations
- An agent that can do a lot but can’t be trusted to stop when it should is a bigger risk than one that simply can’t do as much.
- Human-in-the-loop checkpoints stay mandatory for anything consequential: deployments, deletions, anything touching production.
- RAG, vector databases, and agent-security evaluation frameworks are current research interests here, without a production track record behind them yet.