Workflow automation
n8n, Make, Python, Google Workspace, APIs, webhooks and small internal tools.
AI AUTOMATION / DEVELOPMENT
One workflow. One measurable outcome.
I have been building AI/LLM-assisted software and automation since November 2022. I design, implement, test and hand off practical workflows rather than stopping at prompt prototypes.
From repetitive task to inspectable system.
AI-assisted operations
Classification, drafting, routing, structured extraction and human-review boundaries.
Reliability
Retries, timeouts, idempotency, validation, logs, alerts and safe recovery paths.
What arrives.
Working implementation
The agreed path is built and exercised with representative inputs.
Verification
Expected outputs and failure behavior are checked before handoff.
Handoff
Setup, test and recovery notes stay concise enough to maintain.
Send the messy version.
A screenshot, failing workflow, sample payload or one-paragraph brief is enough to scope the first step.