This was my approach when using agents to analyze HVAC IoT data doing anomaly detection / investigations and it similarly worked very well. Mix that with some context like install location, geographic features with some context / info on seasonality (like ASHRAE values for the regions), and some classification like (residential / commercial), the bot was quite able to deliver actual insights into problems vs creating a bunch of excess noise.
We also mixed in some GSA (https://arxiv.org/abs/2503.04104) steps during the analysis in the sub agents to further reduce hallucinations
I mean (allegedly) giving your significant other an STD, and then trying to procure secretive meds to give to them so that you don't have to tell them is high up on the list of horrible behavior for a person
I would recommend anyone interest in the topic to check out the book https://en.wikipedia.org/wiki/If_We_Burn. The author covers (in depth) a solid analysis of the failures to enact long term change across several major "revolutionary" movements over the last couple year (including the Arab Spring and Occupy among others). I think his analysis is quite good and points at significant issues in organizational leadership, co-opting, and other structural failures (or adaptations by governments) that illustrate classic approaches to mass protest are more difficult to achieve desired goals in modern times. Worth a read if you have the time.
If anything, there's lots of writing on how Germany was ultimately inspired by socio-political events here in the USA on how to conduct their fascist behavior.
Guessing the original comment hasn't taken complex analysis or has some other oriented view point into geometry that gives them satisfaction but these expressions are one of the most incredible and useful tools in all of mathematics (IMO). Hadn't seen another comment reinforcing this so thank you for dropping these.
Cauchy path integration feels like a cheat code once you fully imbibe it.
Got me through many problems that involves seemingly impossible to memorize identities and re-derivation of complex relations become essentially trivial
We also mixed in some GSA (https://arxiv.org/abs/2503.04104) steps during the analysis in the sub agents to further reduce hallucinations