Energy trading expert Seyed Madaeni discusses why ChatGPT omitted basic physical battery constraints during an algorithmic dispatch coding test.
Opinion
Madaeni: AI will shift software engineering toward prompting, code review, and QA
“At the end of the day, we're flying a plane that's, we're souping up the autopilot system, but I think we still need pilots. And, you know, a pilot with an autopilot system is a different kind of a pilot. So it's mostly about, I wouldn't say essay writing, but…”
Opinion
Madaeni: LLMs are not equipped to build and train neural nets for forecasting
“But it's clear that I don't think that LLMs are equipped with, you know, building a whole neural net from scratch and training them and do some form of supervised, unsupervised learning for Forecasting.”
Opinion
Madaeni: Equivalent battery optimization code manually takes two engineers one month
“Once you want to like grab, put some software foundation, what Duncan has presented today, I would say you need two engineers, more like a backend software engineer and an optimization engineer. And depending on how well they get along with each other, because…”
Insight
Madaeni: Building automated energy trading software is a year-long endeavor
“You can come up with something over the course of 12 hours, but trust me, it's going to leave a lot of money and value on the table, or you can actually systematically procure software or build software Which is a, in my view, a year endeavor.”
Insight
Madaeni: Full-year vs daily analysis makes no difference for 4-hour battery dispatch
“If the battery had enough, you know, energy to kind of cycle for a couple of days, if we're thinking about long duration storage distinguishing between a full year analysis versus a daily analysis is important, but if your battery has four hours, then it reall…”
Insight
Madaeni: Building a production battery dispatch optimizer takes a team one year
“If I think about the initial problem, which takes a year for a souped up team to build and productize, I originally reduced the complexity to 50% by ignoring all of the bidding stuff. And from the 50% that was remaining the insular services are probably like 4…”