artificial intelligence / software engineering / backtesting
AI Makes Doing the Impossible Possible
Austin explains how AI expanded the software he could build alone, using options backtesting and a large headline-research workload as examples. The animation illustrates the recorded explanation. News-sentiment processing is presented as research.
Transcript
0:00Now that AI makes doing the ordinary easy, what will software engineers actually do? Like,
0:06are there going to be future jobs for engineers, or is AI going to take all of them? And I want
0:13to answer this with a concrete example. Before the days of AI, I created a backtesting system
0:19that could backtest stocks only on open, high, low, closed data. But because of AI,
0:26I was able to implement a backtesting system that works on minute-by-minute historical
0:32options data. And the inputs to those strategies isn't just technical indicators,
0:37like in the first version. It's also fundamental indicators, economic indicators,
0:46alternative data sources, like Nancy Pelosi's public filings, Dan Sullivan's public filings,
0:51and even sentiment from news. You can use how the headlines are, how positive or negative the
0:58headlines are, as inputs to your trading strategy. For the sentiment feature alone,
1:06it requires downloading two terabytes of data, taking each headline from the data set, and ranking
1:15is this headline good or bad? Is it about a particular stock, or is it about a particular
1:21industry, like artificial intelligence or biotechnology? I had to do that for two
1:28terabytes of data. It's not that I wouldn't want to do it without AI. It's the fact I can't. I
1:36don't have enough hours in the day. I barely have enough hours in the day to do it with AI.
1:41But I don't have a small team. I don't have millions or tens of millions of dollars. I'm
1:47just me. But I could build software by myself. So yes, AI is going to be used to create slop
1:55that no one wants. But AI is also going to be used to create software that would have
2:01never existed because of how high the cost to build was.
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