That has always been the two big problems with AI. Biases in the training, intentional or not, will always bias the output. And AI is incapable of saying "I do not have suffient training on this subject or reliable sources for it to give you a confident answer". It will always give you its best guess, even if it is completely hallucinating much of the data. The only way to identify the hallucinations if it isn't just saying absurd stuff on the face of it, it to do independent research to verify it, at which point you may as well have just researched it yourself in the first place. AI is a tool, and it can be a very powerful tool with the right training and use cases. For example, I use it at a software engineer to help me parse error codes when googling working or to give me code examples for modules I've never used. There is no small number of times it has been completely wrong, but in my particular use case, that is pretty easy to confirm very quickly. The code either works as expected or it doesn't, and code is always tested before releasing it anyway. In research, it is great at helping you find a relevant source for your research across the internet or in a specific database. It is usually very good at summarizing a source for you to get a quick idea about it before diving into dozens of pages. It CAN be good at helping you write your own papers in a LIMITED capacity, such as cleaning up your writing in your writing to make it clearer, correctly formatting your bibliography (with actual sources you provide or at least verify), etc. But you have to remember that it doesn't "know" anything at all. It isn't sentient, intelligent, thoughtful, or any other personification placed on AI. None of the information it gives you is trustworthy without verification. It can and will fabricate entire studies that do not exist even while attributed to real researcher. It can mix in unreliable information with reliable information becuase there is no difference to it. Put simply, it is not a reliable source of information... ever. Make sure you understand that.

Batch scripts run on my locked-down work laptop. Powershell requires administrator privileges that I don't have. I don't make the rules, I just evade them

As someone else mentioned: Helion Energy: Located in Everett, Helion is developing a magneto-inertial fusion technology and has announced plans for the world's first fusion power plant in Washington State. They have also secured a significant investment and a power purchase agreement with Microsoft for electricity from their fusion plant. Zap Energy: Also based in Everett, Zap Energy is focusing on developing affordable, compact, and scalable fusion energy technology. They are working towards a commercially viable fusion energy solution and have received visits from state leaders to witness their progress. Avalanche Energy: Avalanche is planning a facility in Eastern Washington for commercial-scale testing of radioactive fusion technologies, according to GeekWire.

You said it yourself: extra places that need human attention ... those need ... humans, right? It's easy to say "let AI find the mistakes". But that tells us nothing at all. There's no substance. It's just a sales pitch for snake oil. In reality, there are various ways one can leverage technology to identify various errors, but that only happens through the focused actions of people who actually understand the details of what's happening. And think about it here. We already have computer systems that monitor patients' real-time data when they're hospitalized. We already have systems that check for allergies in prescribed medication. We already have systems for all kinds of safety mechanisms. We're already using safety tech in hospitals, so what can be inferred from a vague headline about AI doing something that's ... checks notes ... already being done? ... Yeah, the safe money is that it's just a scam.

Gemini is just a web replacement protocol. With basic things we remember from olden days Web, but with everything non-essential removed, for a client to be doable in a couple of days. I have my own Gemini viewer, LOL. This for me seems a completely different application from torrents. I was dreaming for a thing similar to torrent trackers for aggregating storage and computation and indexing and search, with search and aggregation and other services' responses being structured and standardized, and cryptographic identities, and some kind of market services to sell and buy storage and computation in unified and pooled, but transparent way (scripted by buyer\seller), similar to MMORPG markets, with the representation (what is a siloed service in modern web) being on the client native application, and those services allowing to build any kind of client-server huge system on them, that being global. But that's more of a global Facebook\Usenet\whatever, a killer of platforms. Their infrastructure is internal, while their representation is public on the Internet. I want to make infrastructure public on the Internet, and representation client-side, sharing it for many kinds of applications. Adding another layer to the OSI model, so to say, between transport and application layer. For this application: I think you could have some kind of Kademlia-based p2p with groups voluntarily joined (involving very huge groups) where nodes store replicas of partitions of group common data based on their pseudo-random identifiers and/or some kind of ring built from those identifiers, to balance storage and resilience. If a group has a creator, then you can have replication factor propagated signed by them, and membership too signed by them. But if having a creator (even with cryptographically delegated decisions) and propagating changes by them is not ok, then maybe just using whole data hash, or it's bittorrent-like info tree hash, as namespace with peers freely joining it can do. Then it may be better to partition not by parts of the whole piece, but by info tree? I guess making it exactly bittorrent-like is not a good idea, rather some kind of block tree, like for a filesystem, and a separate piece of information to lookup which file is in which blocks. If we are doing directory structure. Then, with freely joining it, there's no need in any owners or replication factors, I guess just pseudorandom distribution of hashes will do, and each node storing first partitions closest to its hash. Now thinking about it, such a system would be not that different from bittorrent and can even be interoperable with it. There's the issue of updates, yes, hence I've started with groups having hierarchy of creators, who can make or accept those updates. Having that and the ability to gradually store one group's data to another group, it should be possible to do forks of a certain state. But that line of thought makes reusing bittorrent only possible for part of the system. The whole database is guaranteed to be more than a normal HDD (1 TB? I dunno). Absolutely guaranteed, no doubt at all. 1 TB (for example) would be someone's collection of favorite stuff, and not too rich one.

I spent way too long researching the morning. That industry implies a much greater population that is attracted to children. Things get more nuanced. People are attracted to different stages, like prebubesant, early adolescence, and mid to late adolescence. It seems like an important distinction because this is a common mental disorder. I was ready to write this comment about my fear that there's a bunch of evil pedophiles living among us who are simply deterred by legal or social pressures. It seems more like the extreme stigma of pedophilia has prevented individuals from seeking assistance and has resulted in more child sexual abuse. This sort of disorder can be caused by experiencing this abuse at a younger age. When I was religious, we worked closely with an organization to help victims of trafficking. We had their stories. They entered our lives. I took care of some of these kids. As a victim of sexual abuse when I was kid, I had a hatred for these kinds of people. I feel like my brain is melting seeing how there is a high chance of people in my life being attracted to children. This isn't really to justify the industry. I'm just realizing that general harassing people openly about it might not be helping the situation.

Agreed - the end of the article does state compiling untrusted repos is effectively the same as running an untrusted executable, and you should treat it with the same caution (especially if its malware or gaming cheat adjacent)