Anecdotally, AI-assisted engineering has helped me flesh out ideas or to learn extremely complicated APIs faster than trying to understand the docs (which usually are labyrinthine). MS COM ones, for example. I can go read the docs but it's easier to get a quick idea of what I need to do if I ask Claude to provide me an example of doing something specific with it, because MS's code samples (particularly their full ones in, say, the windows Desktop SDK repo) have always been annoying for me to wade through because I have to filter out a bunch of noise. I can't (and won't) try to guestimate "productivity" improvements though, but as an assistant AI has (somewhat) helped. I still do all the engineering work though. Along with it giving me tips on using more modern language features for languages like C++.

Uh... Have you actually ever read section 230? There is no "exemption" that algorithms get. Like literally none. The section is probably one of the simplest forms of legalese in the entire US code. Please read it before making claims about it.

> Ultimately, whether it is legal in the United States to falsely shout "fire" in a theater depends on the circumstances in which it is done and the consequences of doing it. The act of shouting "fire" when there are no reasonable grounds for believing one exists is not in itself a crime, and nor would it be rendered a crime merely by having been carried out inside a theatre, crowded or otherwise. If it causes a stampede and someone is killed as a result, then the act could amount to a crime, such as involuntary manslaughter, assuming the other elements of that crime are made out. Similarly, state laws such as Colorado Revised Statute § 18-8-111 classify knowingly "false reporting of an emergency," including false alarms of fire, as a misdemeanor if the occupants of the building are caused to be evacuated or displaced, and a felony if the emergency response results in the serious bodily injury or death of another person.[16] Somewhat more trivially, in some states it is a crime just to knowingly make a false report - or knowingly cause a false report to be made - of an emergency to emergency services.[16] In Colorado it is a crime to knowingly cause "a false alarm of fire" to be transmitted to "any...government agency which deals with emergencies involving danger to life or property."[16] This crime could plausibly be made out where, for instance, in response to the false shout, an innocent bystander calls emergency services to report the fire, and this is found to have been such a foreseeable response to the shouts that the shouter is deemed to have caused the false report to be made.

Whether those laws actually survive the Brandenburg test is untested, from my understanding. But given that potential first amendment violations are held to strict scrutiny, I question whether the government could actually pass the imminent lawless action test even had someone did it knowing it would cause a panic, and would need to try with some other offense.