Are you telling me juniors aren’t facing hard problems anymore? I doubt that’s the case. They’re probably banging their heads against the wall trying to understand why this or that doesn’t work… just as they always had before. AI isn’t a magical wand that makes everything just “work”. Probably never will be.
Readit Newsholtkam2 commented on MacBook Pro with M5 Pro and M5 Max apple.com/newsroom/2026/0... · Posted by u/scrlk
The question is when Apple Laptops are going to be able to run LLMs with a performance comparable to what the AI companies are offering?
Never - data centers will always offer more power if you only care about raw inference speed. HOWEVER I think that we'll reach the 'good enough' bar super soon. In 2-3 years I expect apple macs to be able to run a model as 'good' as Claude 4.6 sonnet at 90% of the inference speed we're used to from a cloud API.
Yes, I'm sure by then there will be better models on offer via cloud providers, but idk if I'll even care. I'm not doing science / research or complex mathematical proofs, I just want a model good enough to vibe code personal projects for fun. So I think at that point I'll stop being a OpenAI / Anthropic customer.
holtkam2 commented on When AI writes the software, who verifies it? leodemoura.github.io/blog... · Posted by u/todsacerdoti
At the end of the day you need humans who understand the business critical (or safety critical) systems that underpin the enterprise.
Someone needs to be held accountable when things go wrong. Someone needs to be able to explain to the CEO why this or that is impossible.
If you want to have AI generate all the code for your business critical software, fine, but you better make sure you understand it well. Sometimes the fastest path to deep understanding is just coding things out yourself - so be it.
This is why the truly critical software doesn’t get developed much faster when AI tools are introduced. The bottleneck isn’t how fast the code can be created, it’s how fast humans can construct their understanding before they put their careers on the line by deploying it.
Ofc… this doesn’t apply to prototypes, hackathons, POCs, etc. for those “low stakes” projects, vibe code away, if you wish.
holtkam2 commented on AI is making junior devs useless beabetterdev.com/2026/03/... · Posted by u/beabetterdev
Has anyone noticed Amazon or AWS shipping features faster than their pre-GenAI baseline? I haven't
No matter how fast and accurately your AI apps can spit out code (or PowerPoints, or excel spreadsheets, or business plans, etc) you will still need humans to understand how stuff works. If it’s truly business critical software, you can’t get around the fact that humans need to deeply understand how and why it works, in case something goes wrong and they need to explain to the CEO what happened.
Even in a world where the software is 100% written by AI in 1 millisecond by a country of geniuses in a data center, humans still need to have their hands firmly on the wheel if they won’t want to risk their businesses well being. That means taking the time to understand what the AI put together. That will be the bottleneck regardless of how fast and smart AI is. Because unless the CEO wants to be held accountable for what the AI builds and deploys, humans will need to be there to take the responsibility for its output.
holtkam2 commented on Tesla is committing automotive suicide electrek.co/2026/01/29/te... · Posted by u/jethronethro
What is so enjoyable about this is that it'll be all musk's fault when we look back and realize Tesla just died off over time. Once other companies started actually competing with him, he wasn't smart enough to hold the lead. Lucid, byd, even hyundai, all made better cars within a few years, so Elon just basically gave up. I love that
holtkam2 commented on San Francisco coyote swims to Alcatraz sfgate.com/local/article/... · Posted by u/kaycebasques
That’s insane. He’s the David Goggins of coyotes. Also, that water is cold as hell this time of year. I couldn’t do that. Give him a metal and enter him in the Escape from Alcatraz triathlon (I assume he can ride a bicycle?)
Well if you did, I’d say congrats, the arctic is now more secure, but your once loyal allies now dislike you. Was that worth the cost? In a hot war with a near peer you would want them on your side. The odds they would be willing to do so are now far lower.
Also, if you find yourself saying “Trump is doing just what I would do in this situation!” that is not a good sign. Unless you have tons of experience and expertise in geopolitics and international relations, you probably wouldn’t make the smartest moves in this scenario if you were president.
Level 12: agent superintelligence - single entity doing everything
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