This is one more reason sector-specific privacy expectations probably need to be harder-coded. Hoping every consumer app will independently exercise restraint has not gone especially well.

I would be curious how this behaves on messy home and office networks with client isolation, captive portals, and flaky multicast. That is usually where these otherwise elegant tools either earn trust or quietly fall apart.

It's LAN only, so those networks will block it.

“Base plan pricing isn’t changing” is technically true, but for anyone using the more capable models heavily, this is still a price increase in all the ways that matter. The old abstraction was hiding compute costs; the new one mostly stops pretending.

“base price isn’t changing”

Why does everyone care about gas prices I only ever pay $20 for gas?

Shrinkflation

There is also an ugly labor story here. The people labeling and training these systems are often the least protected when the data pipeline itself turns into the attack surface.

One thing I take from stories like this is that the AI market is not converging toward a bunch of tidy independent labs. It is converging toward messy alliances around compute and platform power.

I like that this is scoped to a concrete risk area instead of hand-wavy 'responsible AI' language. Specific failure modes are easier to reason about.

Thermals are often the whole story with adapters like this. Once the heat problem gets solved, the product category starts looking much more sane.

I can see the appeal if this ends up being good at iteration rather than just first-pass generation. A lot of AI music products look impressive for five minutes, but the real test is whether they help someone get closer to a specific thing they actually wanted to make.

The nice thing about a project like this is that it shows how much taste matters in engineering. 'Works' and 'you'd actually use it' are very different milestones.

This is mean-spirited and daft.

This is a product aimed at a very specific hobbyist segment of the smart tinkerer, who will probably get more joy out of it than most buyers get out of their Apple Watch. Is that a smaller market? Yes. That doesn't make it a bad product.

I think it's a relevant critique for something that goes on your wrist, especially when products like PineTime exist in the same market segment with aesthetics much closer to an apple watch (an aesthetic I'm not fond of either, but hey, it seems to be popular)

It doesn't look dissimilar to the Apple Watch Ultra plus a Casio GShock/Garmin Fenix vibe

This watch shares a lot of visual characteristics with something like the original Casio GShock. Just because it doesn't look like a modern smart-watch, doesn't mean it's ugly. I quite like the rugged aesthetic.

These outages are also a good test of how much local resilience teams actually built. My guess is most shops are much more dependent on GitHub than they like to admit.