No LLM use while writing, except for my grammar/phrasing plugin which I think (?) uses AI. I detailed my explicit usage cases for gpt in an earlier comment above.

Is there anything you, as a skeptical reader, would like to disclaimed/posted/footnoted when it comes to disclosing gpt usage during research questions, etc?

Wasn’t planning to have to address this early on but I would love to moving forward, especially time listener, first time caller to the online writing publication world, especially in the era of rampant AI usage.

(Keeping in mind that this is my personal substack meant to be an anthology series of my thoughts and rabbit-holed interest write ups, not exactly intended for such wide scrutiny but, I guess, could be potentially disseminated widely in a rare instance such as this first post, lol)

I did all the digging, researching, writing, etc myself. The reason the screenshots are from mobile is because I wrote a lot of it literally in my notes app, on my phone before I started putting together more dots. I eventually asked gpt if I was correct in my understanding about refrigeration controllers doing XYZ and if it was plausible for them to be hacked in this way, when looking for some docs I asked if it would be standard to have XYZ part of a contract public and XYZ private, and other singular questions like that. I also use a browser extension for spellcheck that (I think) uses AI to suggest phrasing improvements, which I used pretty nominally.

Is there any type of sidebar/footnote that you, as a reader, would like to see to denote AI usage during the writing and/or research process? Would you expect none? I don't plan to do many investigations such as this (literally started because I was personally impacted) but I do have a few potential article seeds about defense procurement tech I've asked a few definition/research questions to AI about and would like to make sure I'm keeping tabs on it since this is something I want to be perhaps hyper aware of moving forward. Keeping in mind this is my personal substack and I would like to maintain integrity, but also, not doing really any groundbreaking work here. Intended to be an outlet for my thoughts, not news.

Wanted to offer a few clarifications:

I’m not a cybersecurity expert; I’m an investigator (in a totally different field), and this was essentially me following a weird thought to see where it went. My background is in natsec so that’s where my mind goes. There have since been at least dozens of additional freezer outages reported in a similar pattern, but I'm refraining from calling/tracking down every individual weirdness based on a Facebook comment at this point since there are much larger outlets with journalists more proficient than I covering this by now. Another interesting thing - There are numerous freezers and fridges within base stores, not under the control of DeCA/DoD, and none of those appear to be impacted.

I completely agree that a bad update/configuration or other shared technical failure may be the much more boring answer. The interesting part to me is that potentially hundreds of varying systems can converge upstream into common monitoring/control infrastructure. Anyone on this forum probably understands that, however IoT was something that was a relatively new concept when I was in school, and my degrees were somewhat relevant. The average person is blissfully unaware how expansive (and how much work behind safeguarding) the IoT is.

Also, since it came up: Yup. Human written. I’m pretty firmly anti-AI as a writer and also just, like, societally. I'll be sure to add some sort of footnote detailing my ai usage at the bottom of future public facing work, because I too detest reading (or questioning if what I'm reading is) slop. Minimal LLM used for understanding technical concepts and what the fuck fridge norms are…The weird formatting, excessive bolding, neurotic parentheticals, and rant energy are, unfortunately, totally my own. Sorry guys.

This was my first ever public post and intended audience was ~ 10 friends forced to read my diatribe, not thousands of strangers very validly raising questions I am not smart enough to answer myself. Appreciate the discussion and will be further educating myself on some of the points a few of you have brought up.