Why where they using kubernetes for this at all, it’s attack surface and config complexity is too large for anything that needs airgapped security. Yes, I know kubernetes used for large production deployments for web apps and that is my point, it’s not made for securing AI agents with insider access, it’s meant for securing outside access.
I’m on X for tech interest, new hardware, robotics, coding. If X didn’t allow blocking words/phrases, I could not use it! And yes, my blocklist is huge..
The problem with lovable, from someone with insider knowledge, is that many of the apps existed even before appearing there and where ported to the platform to ride the hype wave.
My problem with DS flash/pro is that they don’t push back on obvious bullshit, both irl and code [0] but it’s a great implementer workhorse if you give it _very_ detailed specs.
Marketing was a problem with apps even before AI, which, with today’s slopforests makes it even harder for consumers to see any of your trees even if they wanted to.
That never works on Facebook though, because as soon as a ”friend” reports that ”I’m not me” then the account will be permanently banned. That also triggers for photos that’s not genuinely me, like a pet or drawing as portrait.
My biggest issue with Devstral and even their biggest model is that they’re dangerous unless closely directed and reviewed and i mean CLOSELY. Unfortunately mistral models will believe and do anything.
I don't really see the novelty, you can achieve the same on any VM with SQLite + Websockets for realtime sync of state - and if start time is an issue or even deploy, Alpine linux is just 5MB..
The actual interesting part is the scaling, from 0 to 100 instantly.
depends on usage, Gemma 4 is better on visuals/html/css and language understanding (Which probably plays a role in prompting). But it's worse at code in general compared to Qwen 3.5 27B.
Great writeup, I’ve been running my own mitm measuring token usage on antigravity since release. In the past week and with the introduction of ”credits”, the amount of usable opus on the 350$ ultra plan was >4000$ it is now <1200$ which means around 4x less usable tokens.