I've seen technicians get tripped up in troubleshooting thinking that a failed PING tells them more than it does. When the possibility of asymmetric return paths is involved it's always important to remember how little a failed PING actually tells you.
Vernor Vinge had a character who was a "Programmer-Archeologist" on a relativistic starship. Feels more and more prescient as time goes on.
I can safely say that title exists already. And I value my current experience as a humbling example of what is to come as software becomes an older industry, and not just a world of startups and their freshest languages/frameworks/tools.
I never have actually read those books (though I read some summaries about them, interesting concepts). My understanding is the "programmer-archeologists" basically had an archive of massive quantities of very high-quality software that did pretty much anything you'd want software to do. So it made more sense to find the software you need and glue it together than write from scratch.
And given GenAI doesn't write high quality software (at least not yet, and hopefully never), I don't think that "GenAI-written script/program" would be a good replacement (though an AI archeologist might make more sense, with such an archive).
Beyond that, it is an odd hope on your part for GenAI to never be able to write high quality software.
Zooming out, my bigger point was that this was a sci-fi book written by the person who coined the term and concept ‘Singularity’ and the series includes a malevolent murderous sentient AI virus (IIRC) and it included some reference to how programming was accomplished and yet still, given all that, there was no anticipation of even our nascent current GenAI coding capabilities.
Even worse is I've had completely dead Linux boxes that will gladly respond to ping and nothing else.
clearly, i'm the type where everything is a movie reference, or it's a missed opportunity
This has come in handy instead -- https://linux.die.net/man/1/tcptraceroute
Disclaimer: not a network engineer but dependent on packets going from A to B.
However, just as you make sure that the power supply actually supplies power before dismantling something that refuses to work down to the last washer, repairing network problems should start with the basics. Simple test that does not work, or shows something nonsensical, is a great hint that you forgot something, or should start digging elsewhere.
Edit: I wonder if any "enterprise" firewalls do ICMP echo proxying. Having the firewall replace the payload would remove some of the tunneling capability (thought I assume you could still finagle a side channel by just timing the packets) but would also eliminate some of the utility (since being able to craft the payload provides a way to test for specific bit patterns in packets causing problems).
Systems change - a server that once used to respond to pings may no longer do so, but client software may not be updated to stop doing pings before connecting to the actual service on the server. In an ideal world the client code would be updated, in practice: hello firewall.