AI & Automation Systems.
I design and build reliable automation systems for business operations.
Currently focused on Recruitment Operations
Practical systems for complex operations.
Automation Systems
Multi-step workflows that remove repetitive work and connect the process end to end.
AI & Integrations
LLMs, APIs, SaaS platforms and internal tools combined only where they create operational value.
Production Infrastructure
Reliable systems with validation, monitoring, controlled failure paths and maintainable deployment.
Systems, not isolated automations.
A small selection of operational systems and technical implementations.
Recruitment Operations System
A modular operating layer for candidate intake, screening support, coordination, ATS updates and operational visibility—with people retaining control of hiring decisions.
AI Email Operations System
A reusable n8n system for classification, contextual drafting, validation, routing and traceable activity logs.
Production n8n Infrastructure
A self-hosted stack using PostgreSQL, Redis, queue-mode execution and a separate worker process.
A clear path from process to production.
Understand
Map the process, constraints, tools and expected outcome.
Design
Define the data flow, decisions, integrations and failure boundaries.
Build
Implement and test the system against real operational scenarios.
Monitor
Make failures visible and keep the system understandable over time.
Have a process that should work better?
Describe the operation, the tools involved and where the friction is. I’ll tell you whether automation is the right next step.