I design automation frameworks with security and compliance baked in — not tacked on afterward.

I tie my automation frameworks into AI intent models so troubleshooting feels conversational, but the execution stays safe and deterministic.

I design playbook-style automation frameworks that give me Ansible-level repeatability — without Ansible’s overhead.

I design event pipelines that turn noisy syslogs and traps into structured, actionable insights.

When problems go deep, I automate packet capture and analysis — turning raw traffic into clear answers without the guesswork.

I design troubleshooting frameworks that don’t just run commands — they interpret the output, correlate the data, and surface the root cause.

The boring stuff should never waste an engineer’s time. I automate the repetitive tasks — VLANs, ports, ACLs — with playbooks that are safe, fast, and predictable.

I don’t lock myself into a single toolset. Python is my go-to, but I design automation across multiple languages depending on the environment and the job.

I skip Ansible. It’s bloated, slow, and overengineered for most real-world networks. Netmiko gives me everything I need — fast, direct, and under my control.