also: Fable takes 2× the usage of Opus

something I haven't seen highlighted anywhere yet, while I find it very interesting, is the distributed inference across Macs (JACCL over Thunderbolt 5), an OpenAI-compatible mlx_lm.server, agentic-on-Mac.

Apple keeps MLX (bring-your-own-weights) separate from Foundation Models / Core AI.

looks to me like the docs don't give a feature-parity table, but they do draw the "role" lines once you read across them:

- Core ML narrows to classic, non-neural ML (its own docs now point you there for "decision trees or tabular feature engineering")

- Core AI takes neural nets and transformers (the new .aimodel format, the new profiler)

- MLX stays the separate bring-your-own-weights track (its WWDC sessions draw no line back to Core AI at all)

coreai-opt is the successor to coremltools on the optimization side.

among the many things I found that were not highlighted anywhere (that I could find) is the distributed inference across Macs (JACCL over Thunderbolt 5), an OpenAI-compatible mlx_lm.server, agentic-on-Mac.

Apple keeps MLX (bring-your-own-weights) separate from Foundation Models / Core AI.

lol, it took me 48 hours to do (and re-do, and re-do) this test + write it up and now that I convinced myself to stop changing bits and just publish it... Google's just announced the Gemma 4 QAT models :-D

It would not change the core of my article since the bottleneck remains the memory bandwidth on the old M1 16GB though

you are making the mistake of confusing your experience, which is of course legit but anecdata, with "how it works" in general.

I'm an almost 50 years old Italian so not a spring chicken but I definitely learnt Italian growing up, not a dialect, and not "from school".

I guess it's the difference between growing up in a city vs a village.

Well yeah, GP's comment obviously only applies in the case that your native language is not standard Italian.

not obvious at all when every sentence uses "you" to indicate a general rule that applies to every Italian rather than "I" to indicate a personal experience

there is no lost love between me and Wall Street "bros" BUT it's not their job to run the companies, their job is to buy and sell shares based on results and potential future results.

When a company decides to go public and take their money it's still the company's responsibility to run their business and keep the people they took money from in exchange for shares happy.

as usual it's a matter of bubbles: most of those you know might hold such resentment, most of those I know are in fact in love with the possibilities and are trying their hardest to leverage the new tools.

My 64yo "non digital" graphic artist aunt holds a very high level of resentment to the digital ones, while most of her old friends and ex-colleagues who embraced digital way back when are stil active in the space and happy one way or another, she is not.

But she is happy she can now get near-real-time two-way translation to/from languages she doesn't speak and is also happy to bury her head in the sand when I point out that's thanks to the same tech that will have an impact on the people who do simultaneous translations as a job.

FWIW: Google says Android Open Source Project not being ‘discontinued’ amidst Pixel change impacting custom ROMs

https://9to5google.com/2025/06/12/android-open-source-projec...

  Pixel device trees and other code used to adapt the AOSP release to specific (Made by) Google hardware was not released in a big change from precedent. Without the Pixel hardware repos (which include the device trees, driver binaries, and more), custom Android ROMs will have a hard time developing their OS updates. This might also have implications for security (vulnerability) researchers.

Some large organizations buy Pixel hardware for security properties and an ecosystem with multiple teams testing and contributing upstream. Their procurement teams may have opinions on this change.

Knowing the weight alone is not enough though: you can be 72kg and fat or 86kg and very lean but also very muscular.

E.g. I'm 178cm as well but when I was 71kg I was visibly "fat", or at least skinny fat to be charitable. I'm currently 67kg but very lean and somewhat muscular.

At 86kg I had a bit of dad bod going on. Not a huge gut but somewhat pudgy here and there. Not hugely so and not overly visible as most of it was visceral fat. I haven't had an ultrasound since losing the weight. I hope the liver looks better now. I've been eating fewer calories, healthier calories and swimming. Hopefully that's enough to at least halt the damage done by my old lifestyle.