As The Geek Learns
Tools and training for IT professionals. Join James Cruce—a systems engineer with 25+ years managing enterprise VMware infrastructure—for practical PowerCLI tutorials, automation tips, and lessons from the trenches. Much to learn, there always is. astgl.com
- Indexed episodes, last 90 days
- 2
- Latest publication
- Sep 22, 2026
- Audience
- Checking…
- Earliest in this view
- Sep 17, 2026
Latest episodes
Local Laya vs Hosted Jev: Why My Agents Make Typed Decisions on My Mac (opens the original)
Read excerpt
You ask a chat model a yes-or-no question and get back three paragraphs. Then your code has to parse the paragraphs, guess what it meant, and hope the JSON is valid this time. I got tired of that for the small, bounded choices my agents make all day. Here's the model I picked, the one I didn't, and the replay numbers behind the decision. This is my account of one deployment. Whether Laya beats Jev in general is a different question, and I didn't test it. The setup A coding agent makes dozens of
Can a Subscription Fund a Coding-Model Study? 648 Episodes, $0 API (opens the original)
Read excerpt
You’ve got a Claude Max plan , a ChatGPT Pro plan , and a Mac Studio with a local model. (Mac Studio specs: M3 Ultra with 256 GBs memory) You’d like to run a real benchmark across all three, but the API estimate for a proper study came back much too expensive. So I routed the whole thing through the subscriptions. It mostly worked. The part that didn’t is the useful part. The Setup This is the follow-up to my GVS5H pilot. GVS5H is a research project claiming that a manager-and-worker scaffold le
Publishing over time
Last 90 days. Choose a month to open its work.
Recurring subjects
Named in the text we hold. One piece can cover several.
Audience
No verified audience measurement yet.
About this data
Counts cover the work we have indexed. Tone needs enough text and a confident classification. Excerpts and episode notes are not full articles or transcripts.
Identity or attribution wrong? Suggest a correction.