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.

Always keep in mind that your own state is almost always the group of actors having the most power over you. They are the ones who can hurt you or just make you jump though an infinite amount of hoops without any fear of consequence.

Normal people really can just ignore everyone who is or comes after “Hackers”. Focus on your own government. That’s where the real risks are.

Fully open hardware and software would be nice. I don’t plan to tinker with it. But it would give peace of mind to know that it can’t be enshittified and that discontinuation of the model will not leave me out of luck for spare parts.

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.

You can tell them, that Communism is long dead and no one in Iran gives any shits about it. They don’t want communism. They want religious and cultural identity with full-scale nationalism. They could have long joined the Russian or Chinese bloc by now. They already had their working civilian fission reactors by now if they did. But they are too proud to be a vassal. They want to be their own bloc.

The isolation is a personal preference. After overcoming the initial pressure to drink diplomatically (which means different things in different cultures), the drinkers usually just accept the non-drinker and continue as usual. If you are fine with being sober while the others aren’t, that actually is a viable option.

“Observation” or “measurement” actually means interaction. We literally can’t measure anything without interacting with it. If you place something at the slits which is able to detect a photon going through, it can only do so by interacting with it.

The common way seems to be that the passing particle induces a tiny electric current in a wire loop. Obviously, that takes energy away from the particle (that energy is now in the movement of one or more electrons in the wire). And that means, its wave function in that very moment is one locational probability of 1 - it is collapsed.

When the slow moon passes the lion’s third claw, And the basin of Venus is drained of its tear, The great vessel of men shall split without war, Not by fire, but by silence, shall vanish their fear.

That’s neurotypical behavior when using Factorio. Don’t use it multiple days in sequence.

I would definitely avoid some mistakes and start saving early. If this also involves time travel, I mine Bitcoins and keep them.

Germany is a communist country, so vaccines are covered by health insurance.