Cohere

Ask HN: How do you maintain depth of understanding and velocity when using AI?

I have no pressure to use LLMs for agentic coding, so I haven’t tried that hard, to be honest. I use LLMs to generate initial code drafts and to perform logical refactors (those which classic mechanical refactoring tools are unsuitable for) that I then touch up or revise manually. Basically, areas where it actually saves time while still fully controlling the design of the code and reasoning through all aspects of the implementation. I don’t see how agentic coding can save time without giving up some level of diligence, coherence, and attention to detail, which I’m not willing to do.

U.S. Strategic Petroleum Reserve Falls to Lowest Level Since 1982

I still don't follow. Is the assertion that the non-"neutrality" of NATO membership/alignment would mean a direct threat to Russia somehow? Because the only coherent read I can make is that the only honest objection would be that Russia would lose their ability to attack Ukraine, as well as Ukraine probably growing better resistance to vassal influence, as seen in Georgia. It's all circular reasoning trying to claim otherwise. "Neutrality" would be letting Ukraine fend for it self while Russia aggressively attacks their elections and implants stooges, which I frankly find absurd. Do I believe the US does something similar less crudely? Yes. Do I believe the EU or any other NATO member does? Hardly.

GPT 6.1 Sol: Near-Astra intelligence for a fifth of the price

Is this due to a similar safety concern or just because it's not ready yet for one (or more) of a myriad of possible reasons? The coverage around 6.1 Astra seems deliberately playing into the dubious, recently headline "safety" narrative in a way that feels distinct. But you may be correct in which case, I would take the correction on board and maybe suggest a different alternative. Although in theory if OpenAI was boycotted in this way the market pressure would force them to release. Then everyone moves back over there. Then Claude faces the same pressure. So even so, I think it could still work even if you have to trade off who you are boycotting from time to time. Without more details on the credibility of the "safety" concern this seems like a totally coherent action for customers to …

Claude partial outage

I think the reason that intelligence is so scary is how contextual, stateful, path-dependent, and coupled it is. Which doesn't seem like it. The ideal is to keep removing couplings. But in practice, I find that focusing on the statefulness, the distribution-specificness, these "accidentals", is how you actually get leverage. The obvious social consequence is now the tendency towards centralization, tyranny, "you people can't think for yourselves, not because you have some kind of 'inherent intelligence defect', but because the world is so complicated and interconnected that only coherent systems thinking (conveniently administered from one central point) is what can save you". In the Enlightenment world, the ideal was that every man could in principle, think for themselves. A good ending …

US sanctions force The Netherlands off Microsoft and toward alternative NixOS

I've never had a Nix user actually able to explain why they use it in a way that coherently makes sense because it's a cult. You buy into it before know anything about it.