Hemroda Martin

Building AI infrastructure.
Auditing how it's run.

Two parallel paths on one foundation: IT service management, major incidents and root-cause analysis. I run a bare-metal Kubernetes homelab with a GPU node, and I'm learning to turn AI regulation (EU AI Act, DORA, NIST AI RMF) into controls that can be checked.

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Now

Updated

AI infrastructure

Focus
Serving a local LLM with RAG on the homelab's GPU node
Next
Live cluster and GPU metrics on the homelab page

AI governance & audit

Focus
Preparing the AWS AI Business Strategist path
Next
AIGP (IAPP) study, from January 2027

Two paths, one foundation

Build

AI infrastructure

Running the platform AI workloads depend on: bare-metal Kubernetes, a GPU node, automation with Ansible, and the monitoring and recovery work that keeps it all up.

Start here

Coming next

  • Local LLM + RAG on the GPU node
  • Live metrics for the cluster and GPU

Audit

AI governance & audit

Checking that AI systems are run under control: EU AI Act risk tiers, DORA incident handling, the OWASP Top 10 for LLM applications, and evidence an auditor can verify.

Start here

Coming next

  • Regulation notes: AI Act, DORA, NIST AI RMF, OWASP LLM
  • An AI system register app (FastAPI + HTMX)
  • A technical audit of the homelab's LLM

Shared foundation

ITIL 4 · major-incident and problem management · root-cause analysis · post-mortems · committee reporting. The homelab is where the two paths meet: I build it, then audit it.

Latest posts

All notes

Knowledge Base

Second Brain

Notes on Kubernetes and AI infrastructure, IT service management, and AI regulation, written once and linked together.

Verified Credentials

Grouped by path. Click a badge to verify it.

Shared foundation

AI infrastructure

AI governance & strategy

Learning Path

A structured certification program or curated track designed to build comprehensive domain knowledge and align with broader professional standards.

Course

A standalone educational module focused on developing specific practical skills, tools, or concepts.

Me around the web

Connect with me on version control networks, professional channels, and micro-publishing spaces.