Interesting, but I wouldn't oversimplify this to one cause. Home cooking of meals and making of lemonade/fruit punch used to be a norm. Society chose to move towards taking a lazy way out with microwave dinners and takeouts. On the other hand, Asian countries have healthier fresh made bento boxes in convenience stores so it's not time saving alone. At the end of the day, companies deliver what consumers want and try to discern demand, what else are they supposed to do?
LLMs go off context. Dumping more things related to prompt into context gives them more to go off when giving final answer. If you don't like reasoning think "free association", writing a bunch of things related to what you are trying to do on sticky notes and then looking at these for inspiration.
Do you want your smart TV to become a persistent access point to your home network? If not, you should prefer to have an explicit unbypassable confirmation before another device is allowed to install arbitrary apps on it and pregrant them arbitrary permissions.
Yeah, so long as you can mooch off US healthcare innovation like COVID vaccines and weight loss drugs. There is a difference between going to doctor and getting effective treatment, as anyone who dealt with cancer in Soviet Union can testify.
I'm guessing you aren't aware how much of that innovation comes from academic research instead of direct private investment by pharma companies, or that there is a thriving pharmaceutical industry in places like Europe. Ironically your chosen examples are based on innovations pioneered by a German biotech (BioNTech) and a Danish pharmaceutical company (Novo Nordisk). What relevance the Soviet Union might have 34 years after it's collapse is something of a mystery.
I just hooked it up to my personal AI Japanese Teacher app, pretty good quality / natural sounding speech in mixed English / Japanese while running fast on CPU so I don't waste VRAM.
For Japanese TTS, AivisSpeech-Engine[1] works really well with mixed Japanese/English text in my experience. They also provide container images on ghcr.io for both CPU and GPU inference.
AI is like a therapist, it will only change your life if you want to change. I set up python scripts at work to automatically triage, assign and if straightforward fix bugs assigned to me so I have time for complex feature work. At home, I have a script that sends me daily invites to local events based on my interests. Also put together a Japanese voice tutor powered by several local models, can have long free form conversations to learn the language. Planning to go on a long trip around less visited corners of Japan once I feel I can enjoy conversations with locals. Speaking of trips, on my last vacation I had a coding agent find flights/hotels/activities for me using APIs and browser control and just clicked buy buttons. Agent then read my inbox for booking confirmations and added itenary to my Google calendar to stay organized. All in all pretty awesome. But you do have to explain what you want from AI in some detail, it can't decide how you want to live for you.
The primary purpose of code review is to maintain existing hierarchy by preventing junior SWEs from getting promoted by committing code that is smarter than what the senior architect can understand.
If the code is so smart that it's not easily understandable, it's not easily fixable. My transition from junior to senior was accompanied by the realization that simpler is nearly always better.
I don't know enough to speak about that particular domain, but if the junior is writing something the senior can't understand, that's always going to be a problem. That code becomes the team's responsibility, and that code needs to be able to be maintained by the entire team, not only by the junior with something to prove.
Who is getting called at 2 AM when something breaks? Not the junior.
Gemma4 31B with MTP enabled is faster and I feel a bit stronger at coding. Either one can run in 32GB VRAM or unified RAM with some tuning (3 bit weights, 8 bit kv cache)
It's not at all like e-mail spam. Vast majority of contributors made a change useful for themselves that they wish to share with others. It's better to think of this as an influx of new programmers or existing programmers picking up new domains. They can be taught to use coding agents better and are likely to stick with projects that facilitate this rather than shutting them out. Maybe it's best for everyone. Let Linux kernel be super locked down to l33t contributors only and let alternative OSes that nobody paid attention to before gain new developers.
