The US profits a lot from having so many waterways. When they are usable, they literally are the cheapest and most efficient mode of transportation.

In my experience with Claude Code Opus, analyzing or generating files eats the most tokens while thinking is actually surprisingly cheap. I guess, the token-counting is somewhat wrong on purpose to incentivize use of high-effort thinking mode because when you incentivize using lesser models or modes, people get disappointed by the output quality and stop using the service…
So just let it analyze the code base for flaws and bugs in a loop using lots of sub agents for each type of bug or code smell.

The good thing about that method is that it is technically malicious compliance; but it also offers a high degree of plausible deniability and likely yields some actual bug fixes to offer as justification.

Doing it just once every once in a while without fanning out into tons of agents rereading the same files is the non-malicious-compliance way of using AI for bug hunting and usually worth it. Also let it write tests for the found bugs (and properly review those tests using the natural neural network in your head).

You can’t even properly review the result of burning 4.5k in tokens with just a single senior dev.
The real limit still is how much high-skilled natural neural compute you got to make sure that the AI output is actually any good.

It’s Microslop. The people who had any resemblance of work ethics left a long time ago. No one still working there gives any shits about QA - especially not the management.

Computing was never as great as it is now. Never before did we have so much free open source software at such a high level of quality to use and tinker with. Never before was it this easy to find help for the most obscure problems. Never before was playing on Linux a viable option.

But online and offline social networking really got enshittified a lot. 3rd spaces online like offline are fully commercialized. Online, everything is remembered and if it can be used against you, it will be used against you either by the government or some rando just because they can.
But you can use a VPN and as many pseudonyms as you need to properly separate your community-specific personas. And if you live in a city of religious fanatics, the internet also is a great to find like-minded people. There are communities for everything.