Karol

Stuck in the command line.

[Simran Arora @simran_s_arora]

Introducing the Together Compiler: continual compilation for AI inference! I’m super proud to finally share this work from our research team! ✨

Today’s inference is “Polymorphic” or shape-shifting, it doesn’t sit still. On OpenRouter, 80% of traffic goes to models released in the last three months and the top ten most popular open models each use a different architecture. Our customers constantly change their usage behaviors. Together Compiler leverages agents to continually optimize our deployments immediately as these changes occur.

Together Compiler research highlights include:
1. 252x better throughput: TKCC lets agents try 252x more optimization experiments per hour compared to prior agent inference optimization systems.
2. State-of-the-art TPS across InferenceX workloads we tried: TKCC outperforms the best InferenceX engine across all tested settings in just 24 hours & 2 nodes per compile. Including 1111 TPS on MiniMax M3.1 B200 and 1205 TPS on DeepSeek v4.1 Flash GB300 at batch size 1. NVIDIA, AMD, Trainium2.
3. Continuous recompilation: TKCC currently serves many trillions of production tokens per day and adapts to traffic shifts within just a few hours of recompilation.
4. Bitter lessons: TKCC’s design builds on 2+ years of building frameworks to accelerate AI Inference, starting from ThunderKittens and Megakernels. Compilers have always used abstractions and IRs, but we show that agentic compilers now reach higher performance ceilings without abstractions.

From an incredible team @reyna_abhyankar @dylan__lim @realDanFu @togethercompute!!

[Tomáš Kafka @tomaskafka]

Aaargh! For years I am unable to stream games at home, and now I let Claude debug this.

Seriously, @apple? You degrade everyone's wifi for your "auto magic" shenegians and there even isn't way to permanently disable this???

[Karol @evilr00t]

Recently I've been told that my NeoVim CoPilot AutoCompletion is a massive AI assistance. Probably this person never seen what OpenCode/ClaudeCode can do nowadays... IIRC that was a for_each completion in Terraform. #ai #terraform #devops

[Karol @evilr00t]

Syncing IMAP ain't quick....

msg Archive/77610 {25929} copied to Archive/17412 0.98 msgs/s 70.815 KiB/s 190.205 MiB copied ETA: Friday 22 May 2026-05-22 15:12:01 +0100 BST 97933 s 95960/113259 msgs left

[Mitchell Hashimoto @mitchellh]

Hunk is very good. It has completely replaced any other local diff viewer for me. It looks good, its speedy, good keyboard shortcuts, good mouse support for fallback. Great software @bentlegen. https://t.co/6HH5DPO5mO

[Elon Musk @elonmusk]

Major

[Elja @Eljaboom]

This is INSANE.

Boris Cherny, the head of Claude Code just revealed his exact workflow.

This is a goldmine, must repost & bookmark:

[mitsuri @0xmitsurii]

How was the show Silicon Valley so ahead of its time?

[Karol @evilr00t]

Yesterday my EdgeRouter ERlite-3 decided to take it's last breath on its old USB Drive after ~5 years, this is how it looked inside before and after cleaning...

It was working during refurbishment at my house hence why it was so dirty.

#ubiquiti #erlite3 #routerboard

[Karol @evilr00t]

[root@freebsd ~]# freebsd-update -r 15.0-RELEASE upgrade

#FreeBSD

[Elon Musk @elonmusk]

I’ve heard these same words unironically from people irl so many times

[0 @ZEER0HOUR]

He wanted some love.

[Linux Handbook @LinuxHandbook]

When you reboot after optimizing your Linux server and now you cannot SSH into it

[Bart Tywoniuk @B4r7_]

Motherfucking wind farms…

[prayingforexits 🏴‍☠️ @mrexits]

Bro how was the show Silicon Valley so consistently 10 years ahead of its time 🤣

[Matt Boyle @MattJamesBoyle]

I'm hiring Go Engineers in London, New York and Munich to help build a SWE agent for Enterprise. Take a look at my comment in this post for more details.

I'd also really appreciate if you could RT it :)
https://t.co/TMx1JDszZh

[DHH @dhh]

You don't need a mentor. There's no secret sauce left inside anyone's head any more. It's all been tapped, bottled, tweeted, and shared a million times. Sample some of that, but also guard your ignorance. You'll lose it soon enough.