a CoT means externally iterating an LLM

Not necessarily. Yes, a chain of thought can be provided externally, for example through user prompting or another source, which can even be another LLM. One of the key observations behind these models commonly referred to as reasoning is that since an external LLM can be used to provide "thoughts", could an LLM provide those steps itself, without depending on external sources?

To do this, it generates "thoughts" around the user's prompt, essentially exploring the space around it and trying different options. These generated steps are added to the context window and are usually much larger that the prompt itself, which is why these models are sometimes referred to as long chain-of-thought models. Some frontends will show a summary of the long CoT, although this is normally not the raw context itself, but rather a version that is summarised and re-formatted.

Archived versions of Reddit pages haven't worked for a while now. You can find snapshots listed, but when you try to load them, the comment section is empty.

Written with a lot of "help" from Claude Sonnet 4 LLM

Thanks, but no thanks.

I'm all for showing and discussing personal projects, but I don't see what meaningful discussion we could have over something taken out of a black box.

To clarify, this would only have been triggered if you asked Gemini to parse your calendar events:

Once the victim interacts with Gemini, like asking "What are my calendar events today," Gemini pulls the list of events from Calendar, including the malicious event title the attacker embedded.

Is asking the bot to read your calendar events and “summarize” them really an improvement over just looking at the calendar yourself?

An article brought to you by the leading authority on cutting-edge computer science research: BBC.

I realised that about a minute after I posted, so I deleted my commented right away :)

I use GroundNews. Their biggest value to me is that I can see the headlines for the same coverage from different sources before I read the text. A lot of times this alone is enough to tell me if there is actual content there or just speculation/alarmism. If I do decide to read the content, it's a very easy way to get a few different perspectives on the same matter, and over time I start to recognise patterns in the reporting styles even when I'm not reading through GroundNews.

Another useful feature is that you can past an article link or headline and it will show you alternative sources for the same coverage. This doesn't always find useful alternatives, but it's a simple, easy way to do basic fact-checking.

And while most people here might not appreciate it, when they aggregate multiple sources, they also have an LLM-written summary of the content of the articles. The (somewhat ironic) thing about these summaries is that often they're the least biased, most factual interpretation of the news compared to all the sources covering it. This is because the summaries are generated from all the content, so when the LLM finds weak or contrasting information, it won't report it as a fact; when most of the sources agree, then it will summarise the conclusion. This is an excellent use for LLM in my opinion, but you can use GroundNews perfectly fine without it.

the guardian, a respectable centre-left news organisation

I don't think The Guardian hasn't been centre for at least 5 years now. It used to be a respectable news origanisation, yes, but today the vast majority of their articles are opinions posts.

Thank you!

Thanks for looking into it!

If you're doing upgrades this weekend, do you think you could do Alexandrite as well? I've noticed that that's also a few releases behind.

Could you give some examples of things that worked for you on Windows but couldn't port over to Linux? I'm interested if they're related more to games or just using Linux in general.