Talks
Talks
Melbourne Red Hat User Group
- From the homelab to your lab
A field report from the homelab: Fedora bootc images built and boot-tested in GitLab CI, a sealed root checked on read, and our own keys, so servers update like a phone. What it cost, what broke, what is still open.
Wayne State University
Four talks, one argument: what an agent actually is, what it takes to trust one with engineering work, what structure that work needs underneath it, and how to build the bench that measures which of it pays.
Read them in order. Each talk ends where the next one begins.
- Part IHands and feet
What an agent is, and why git matters. Talk one of four for the course: the loop, the context window, the folder that loads first, and the two gates.
- Part IIThe ladder and the meter
AI in engineering practice. Talk two of four: meta-models, graphs, retrieval, stuffing, and the evaluation loop that earns each rung.
- Part IIIStructure over the trove
Meta-models, SysML v2, and one question asked four ways. Talk three of four, leading into the Representation lesson.
- Part IVA Bench of Your Own
Take an LLM step you already run and build the evaluation that tells you which rungs of the ladder pay. Talk four of four: your own bench.












