Automatic context compression management. I think a killer feature of the LLM provider would be to store the entire context, but automatically compress it with internal LLM calls that summarize the big parts. Summarize large coding files to just class function names, summarize requests, etc...
And even if you have internal compression, also allow it to automatically expand on any portion of that context when a request is specifically about a certain file.
Right now a lot of the industry is trying to create the best agent which in turn means the best compression algorithms.
I really love it when a single dev makes something like this at a price point that's pretty cheap for us - potentially very lucrative for the developer. That's how we should be doing it - stop working for the man if you can!
Build homes. Do other stuff. Build buildings that house spaceships under construction. Invent anti-gravitic tech (since it's all but been released we should pursue space vehicle design that does not use rocket engines) Create new types of products that GE/Samsung/etc are not creating.
Stop thinking in terms of MUST DO OFFICE WORK. That's dead.
The typical consumer doesn't care about any checkbox feature. They just care if they can play the games they care about and word/email/netflix.
That being said, netflix would be an impossible app without gfx acceleration APIs that are enabled by specific CPU and/or GPU instruction sets. The typical consumer doesn't care about those CPU/GPU instruction sets. At least they don't care to know about them. However they would care if they didn't exist and Netflix took 1 second per frame to render.
Similar to AI - they don't care about AI until some killer app that they DO care about needs local AI.
There is no such killer app. But they're coming. However as we turn the corner into 2026 it's becoming extremely clear that local AI is never going to be enough for the coming wave of AI requirements. AI is going to require 10-15 simultaneous LLM calls or GenAI requests. These are things that won't do well on local AI ever.
I fell out of love with Java not because of the language, but because it got tied up with DI. Don't get me wrong, the allure of DI is really neat. Make all sort of interfaces and just call the function and it can be implemented by dozens of things. Perfect for a lot of use-cases. But then reality hits, and you eventually realize how complex the entire codebase is because it's pattern 1, pattern 2, p3, p4, etc... People are so obsessed with GoF patterns that they're not getting anything done other than spending the first month on a beautiful API.
Then I got into Python and people were building useful server APIs in a day.
Both have their place, but I think the problem with the first route is that EVERYTHING ends up with Spring or CDI and complexity overload even if only 1 thing will ever be "implemented".
I typically post right leaning - she was trying to run away not kill the ICE officer.
What I think needs to happen, investigation. Most likely the ICE officer will still be released because he'll testify he thought he was going to be killed. He will likely no longer be part of ICE in a few hours.
Just a few months ago, Carlos Jimenez (a citizen, not that it should matter) went up to ICE officers to ask them to move away from a bus stop where school children were to gather soon. ICE shot him after he began driving away. He survived but no ICE officer faced any consequences.
Yeah, I think, I'm willing to entertain discussions about how much protestors or third parties should be able to mess with law enforcement, but this seems like the officer made catastrophically bad decisions here.
In most cases where these agents are violent, good luck even getting a name tied to the violent action.
It's been wild watch folks who couldn't say out loud or to themselves "secret police are necessary and good" say "well, this police work is super dangerous and needed so we can't know who these brave men are".
The poor hero is recovering at the hospital right now after being run over according to the president. He may or may not get off by the courts, but he will be feted by MAGA. If he's removed from ICE it'll be to go on a media tour.
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