In their case, context management pays off more the tighter your window. Their gap between managing and not managing is 35.7 points of success rate at 32k and 2.7 points at 128k. My version of that was a rule I stick to, as much as I can. I checkpoint a session at about 25-30% of the window, write the state out to a PROGRESS.md and a JSON file of the requirements, and start fresh. This restart costs me 30 seconds, since a bloated session doesn't get any cheaper the longer you stay in it.
Also worth knowing that the models are Nemotron-3 and Mistral-Medium, not the frontier models most people here are paying for.
I've been pushing the context window well into the 400-600k+ token range lately (mostly Opus 5). I prefer not to since I'm aware of context collapse, but I've been leaning that way lately.
Lately, I've been finding that the game of telephone of handoffs causes more mistakes than just letting the session run longer. Not too mention the wasted time waiting for agents to poke around as they bootstrap a new session from the handoff.
Of course, I still have handoffs for the large-scale plan being accomplished, but I've been having better results letting an agent finishing what it starts. The game of telephone is a painful waste of time when it goes wrong, which is far too often for me.
And what you describe doing is also very in line with Cursor's published recommendations.
Though of course every single element of their application's actual UX is pushing hard in the opposite direction. The cynical part of me can't help but notice that there's a bit of a conundrum here: using coding agents more effectively seems to involve working pretty hard at giving the agent vendor less money.
This could potentially be an important part of price discovery, though. The market is constantly seeking that balance point between 'chasing whales' and 'making it up on volume'.
I used Behringer Xtouch Mini mapped to Lightroom. This allows tactile controls, and also lets you keep your eyes on the photo being edited, instead of the constant back and forth between the controls and the photo.
Typestax is where you can pick and choose different typefaces and adjust it, preview them in a website and blog format, and also export your tokens in different formats.
Super interesting; it's been exactly the opposite in my experience. MacOS/iOS users put up with whatever Apple is telling them they should love - Liquid Glass, right? App Store restrictions, right? Lousy AI, right? - whether it's true or not. Linux users are willing to put up with any amount of work - i.e. bullshit - to make their installations work just to get a UX that's almost as good as Windows from 20 years ago.
As for Windows, I like living in cities. If you live in a city long enough - at least through a couple of major macroeconomic cycles - you'll see it improve in some ways and some neighborhoods, get worse in some ways and some neighborhoods, then improve again, etc. Cycles. Windows found itself in a downturn the last few years, primarily due to the org structure that took Windows shell away from people who could really look after it, and, yes some of those execs have earned my permanent scorn, like a bad local politician would. Now there's a focused team making that neighborhood better. I'm here for the whole ride.
I'll use Linux on computers I don't have to log into very much, so I don't have that UX problem (case-sensitive command lines? Seriously? The 1970's called...). I'll never move to MacOS City; it's like wanting to live in The Villages. Manicured lawns with no soul.
So I live in Windows Town, it's not perfect, no city is, but it's always changing, always moving, going through ups and downs, and now it has a new "city council" that's making changes for the better. And I'm expert enough to make it great for me, and avoid the "neighborhoods" that suck.
This article highlights a problem that Windows has right now, and one which I agree with, which is shipping web apps instead of native. For now, I have a workaround for it:
1. Install uBlock Origin in Edge.
2. Start Edge, browse to MSN Weather.
3. Click the "Add an Application" button in the address bar so I have a Start Menu icon for the page.
4. Delete the in-box Weather app icon.
Now I have the same weather site, no ads, running in about 130MB of RAM.
Enjoy your choice of operating system. Live where you want. Sometimes your city has problems. Move if you want, but don't think you've permanently solved your UX issues if you do, you've just swapped them for different ones.
I agree, KDE Plasma runs circles around every UX available now or at any time in the past. And it's not even close.
I've tried using MacOS, and there are so many frustrating things you just have to put up with. Windows is much worse, but to be fair Windows was okay at one point. KDE is, out of the box, seamless, sensible, fast, and unbelievably feature-packed. But even if the default experience isn't your taste, it's trivial to customize it to work however you want. Whatever panels you want, where ever you want, with whatever widgets you want. WYSIWYG with point-and-click. And the windows, too. Window rules, KWin scripts (which are actually full-blown plugins), whatever you want. I want Steam to always open full screen on start up on my second monitor on the third desktop? Sure, I can do that, again point-and-click.
I truly cannot sign the praises of KDE enough. I think everyone who dislikes KDE has probably not delved deep enough. I can recreate the entire GNOME desktop in KDE in an hour. I can recreate MacOS in 30 minutes.
Liquid Glass needs a lot of cleaning up but it’s fine. App Store restrictions mean very little for iOS users in general and next to nothing for Mac users. Lousy AI also means little to nothing on Mac and earns at max a shrug on iOS—you even have a handy little button to disable all Apple Intelligence shenanigans altogether which is something no Windows user can easily do with Copilot.
No, Apple users are most definitely not having to deal with the same level of bullshit Microsoft’s users are. And it’s not even close.
>> Linux users are willing to put up with any amount of work - i.e. bullshit - to make their installations work just to get a UX that's almost as good as Windows from 20 years ago
I put in the exact same amount of effort to install a Linux distro on my laptop that I would have to install Windows.
1. Download the ISO
2. Write to a USB drive
3. Reboot
4. Run the installer.
5. ???
6. Profit
And all for an experience with way less bloat, none of the bundled spyware, more consistent UI design (depending on which desktop you're using), and better perceived performance.
>>This article highlights a problem that Windows has right now, and one which I agree with, which is shipping web apps instead of native. For now, I have a workaround for it:
This is still a web app, it doesn't solve the problem of MS being too lazy or cheap to make real desktop apps for things. I mean this is the same company who thought taking the Start Menu of all things and re-making it with web crap was a good idea.
I mean, if the only things you can name are Liquid Glass, App Store and not-so-intelligent AI then it seems like Apple users are actually doing quite well?
It's impossible for every idea to be a hit. Liquid Glass was a miss and they backtracked on some changes and fixed some issues that people were vocal about.
I can name lots of things I can't stand about MacOS and iOS and Apple hardware, but that wasn't the point of the comment. Some of the things I can't stand about Apple are things that people used to Apple's stuff don't mind. Cool for you. But I'm still not moving to The Villages, ever.
> things that people used to Apple's stuff don't mind
... but that's what you said about Windows:
> Windows found itself in a downturn the last few years
> I live in Windows Town, it's not perfect, no city is
> [...] avoid the "neighborhoods" that suck
Really the original comment just reads like you wanted to rant about Apple users and MacOS and that's it. You didn't really give any strong arguments for why Windows is better than MacOS - and "it's not perfect" is not an argument when in the same post you say the exact same about your preferred OS.
Linux as an operating system is easily better than macOS. Third party software is lacking though. There’s really nothing that compares to Bear, Things, DEVONthink, Transmit, etc. What I also missed in Linux was the prevalence of what Apple calls “x-callback URLs” [0]. They are incredibly useful and great for glueing different pieces of software together.
With some of Apple’s recent decisions, I do wonder if we’ll see this change in the future. Little Snitch put out a proof of concept for Linux. While it exposes itself as a fairly rough webpage, someone is thinking about it. Linux culture would need to accept paid software, though.
https://rahulmax.com/notes/how-i-keep-the-ai-bill-down/
In their case, context management pays off more the tighter your window. Their gap between managing and not managing is 35.7 points of success rate at 32k and 2.7 points at 128k. My version of that was a rule I stick to, as much as I can. I checkpoint a session at about 25-30% of the window, write the state out to a PROGRESS.md and a JSON file of the requirements, and start fresh. This restart costs me 30 seconds, since a bloated session doesn't get any cheaper the longer you stay in it.
Also worth knowing that the models are Nemotron-3 and Mistral-Medium, not the frontier models most people here are paying for.
reply