

Most of this is just marketing crap from Anthropic.
Finding vulnerabilities in code and generating complex, multistep exploits with publicly available models is possible now. This biggest hurdles now is setting correct context and actually knowing what to look for. Any “guardrails” for this behavior are easily bypassed by framing the detection and exploit generation as a valid dev style question in the most difficult of situations.
They likely just trained a model without guardrails in this case.
What they are doing here is over-hyping a problem and framing it like they are the only ones with a solution. LLM security issues are more in-focus now that companies have dumped a ton of resources into building AI systems they don’t really understand.








Most of TNG painted a picture of a perfect utopian Starfleet and how humans had grown up, like you say . (Obviously, humanity is never perfect but the messaging is fairly clear: They try.)
I can chime in more about VOY and ENT though…
VOY is my favorite and also when you start to see a little more of humanity in Starfleet. We learned a few things like: The Prime Directive/Temporal Prime Directives were always just suggestions, murder could actually be justified, you will never get promoted past ensign if you play the clarinet and chemical addiction is still a key driver in human decisions and behavior.
ENT is just the human transition out of a military focused race to a race focused on exploration. (I am not sure why Archer always seems to have serious case of constipation, but it is what it is.)