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have you tried Windows + WSL2 ? i have been on fedora for 20 years.

WSL2 is one of the best linux experience you can have.


Sounds like an ad. No, any cross os operations need to happen via NTFS and using files on the mounted drives is horrible


have you tried running android browsers ? we run RL workloads using android browsers. We are having to maintain a fork of https://github.com/budtmo/docker-android/ and android chrome on top. We would rather use browser-use if it had that support.

P.S. we do maintain our fork of a browser for rubric computation...but that is not relevant for this. The infrastructure is what we are looking for.


I've experimented with Android Browsers. The problem is that android VMs are super heavy compared to the resources needed to run just Chromium

Startups are absurdly slow, isolation is harder, etc...

Android bloat is insane, you need to run the entire Java VM to start the browser... It's also harder to fingerprint, and at scale that's something that we need for Browser Use

Cool experiment but not yet production ready, at least for us


>compared to the resources needed to run just Chromium

That Chromium is still running in a VM.


Shameless plug, we have the infra for exactly that use-case. Reach out if you're interested. Email in profile.


Why do this? I can’t see that it would be better than running chrome.


touch. RL needs to model real usecases. Some of our customers build mobile-use.


actually this is not the reason - the harness is significantly better. There is no comparable harness to Claude Code with skills, etc.

Opencode was getting there, but it seems the founders lost interest. Pi could be it, but its very focused on OpenClaw. Even Codex cli doesnt have all of it.

which harness works well with Deepseek v4 ?


What's the issue with OC? I tried it a bit over 2 months ago, when I was still on Claude API, and it actually liked more that CC (i.e. the right sidebar with the plan and a tendency at asking less "security" questions that CC). Why is it so bad nowadays?


this is actually a very valid technique. We do the same (as an rl environments provider).

Except we bundle it with a custom browser renderer which actually generates rewards based on dom diff...and not screenshot based.

the browser renderer is opensource https://github.com/wootzapp/wootz-browser


Yeah...so in India, the GLP patent owners went to court. however, it was deemed as patent expired in March 2026.

In anycase, India generally doesnt honor product patents for pharma. Right now, Indian pharma cos are court empowered to churn out GLP-1.

Everyone knows that we are gonna have 10$ GLP-1 before 2027 coming out of India.


That's why the major Indian generics companies like Cipla have signed IP and branding exclusivity deals with Lilly and Novo so that they can continue to synthesize generic GLPs but Lilly and Novo can now export those to the US - it allows IP holders in the US to further enhancing margins while allowing Indian generics manufacturers to climb up the value chain thanks to transferred IP and knowhow.


docker != docker compose.

docker compose is just as heavy. there's not a significant difference between k3s and docker compose.


Tell that to my desktop which enables vacuum mode when I use k3s. This doesn't happen when I use docker-compose.


this is OpenClaw's docker compose yml - https://github.com/openclaw/openclaw/blob/main/docker-compos... . Arguably the hottest thing in the world right now. Mac Minis are out of stock because of this.

At no point, have I invented a new/better method. Perhaps your way is better.

I just recognise that Docker Compose is loved by most open source developers. And invariably any project you touch will have a docker compose setup by default. And it isnt going away, no matter hard anyone tries to kill. Some things are just too well designed. Docker Compose is one of those things.

I'm just making it possible to run those on kubernetes seamlessly.


this is OpenClaw's docker compose yml - https://github.com/openclaw/openclaw/blob/main/docker-compos...

I'm not arguing for the relative superiority of jsonnet vs yaml vs anything else. I just recognise that Docker Compose is loved by most open source developers. And invariably any project you touch will have a docker compose setup by default.

I'm just making it possible to run those on kubernetes seamlessly.


hey thanks so much !

just curious - i actually didnt focus on healthcheck because i wasnt sure if anyone was using it. are you using it for local dev ?


docker compose is beautiful because it uses a simple elegant compose yml file - this is now an open standard. https://www.compose-spec.io/

the standard does not make it mandatory that underlying system should be docker compose (the reference server). it can be anything.

IMHO - kappal is the first project that takes your compose yml file and transparently/drop-in runs it on kubernetes. there is nothing extra you need. It is useful for people who want to maintain their stack as close to production as possible (kubernetes).

If that's not a big goal for you, then this is not very useful for you. But I'd argue ...why do you care if the compose yml is the only think you are using. you get all of kubernetes.


I don't see how that applies to my questions.


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