@gpucli

Run any command on a remote GPU from your terminal

 Boulder, Colorado
gpu-cli.sh
Joined April 2025
  • Tweets104
  • Following106
  • Followers28
26Media
v0.33.0 out! Using @runpod v2 api now
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Really enjoying working with the new #attn changes that allow me to share thoughts on html files. They're agent agnostic and allows me to quickly provide artefact feedback.
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Check out the repo here github.com/gpu-cli/annotkit

GitHub - gpu-cli/annotkit

Contribute to gpu-cli/annotkit development by creating an account on GitHub.

github.com
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Struggling to build Swift UIs that don't look like slop? We built AnnotKit to help. It's a small tool that annotates your macOS/iOS dev build in place. Just point at a view, type a note, and your agent knows exactly what to change and where. annotkit.gpu-cli.sh

AnnotKit: Native Annotation for AI coding agents

Annotate your macOS or iOS dev build: click a view, type a note, and hand your coding agent a selector it can trace back to code. MIT, Swift 6, pre-1.0.

annotkit.gpu-cli.sh
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Really enjoying using the new `clean-comments` skill we made. It's helped reduce a lot of noise in my recent PRs
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You can find this skill and many other gems in our dedicated repo below. github.com/gpu-cli/skills

GitHub - gpu-cli/skills: AI Dev Skills

AI Dev Skills. Contribute to gpu-cli/skills development by creating an account on GitHub.

github.com
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To use it, just install it and specify the number of sentences you'd like to compress a response to and whether you want to set this as the response length moving forwards too.
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Tired of the overly wordy responses your agents throw at you? We just published a new skill called `less` that will help you get to the heart of your issues quicker.
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Windows development is actually fun - @unity 's Parsec + Windows Terminal + Claude Code (or Codex) - No RAM bloat from WSL running in the background. Mostly been working on inference for windows. GPU CLI `0.32.0` has native windows support so bursting into the cloud works nicely too
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GPU CLI 0.32.0 is here and GPU development now runs natively on Windows. The `gpu` can now run directly on Windows (no WSL!), including gpu init, gpu update, and the dashboard. + P2P powered by @iroh_n0
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Run the steps and for most teams the answer is the same, rent, and ideally on a committed contract if usage is steady. Buy only when you clear the steps above. Learn more here: gpu-cli.sh/blog/should-i-ren…

Should I rent or buy a GPU? The mid-2026 break-even math

A worked 3-year break-even on a 5090 rig and an 8-GPU H100 server. Rent by default; buy only above 50% sustained use with your own datacenter. Real numbers.

gpu-cli.sh
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Step 3: If you're a team, check the gates. Even above break-even, owning only wins for more powerful hardware if you also own the datacenter - or if latency, regulation, or supply scarcity force your hand. Own the building and the H100 break-even drops to ~39–45%.
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Step 2: Compare it to your card's break-even. Consider an RTX 5090 rig. To break even you need to be running ~130 hrs/month (18% duty cycle). Above that ownership pays, below that... well you're just pre-paying for idle time on a depreciating asset.
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Step 1: Measure your honest duty cycle. No, not the hours you imagine, the hours the card is actually working, after idle nights, dev cycles, and failed runs. Most teams think 80% when their logs say 30 - 50%. This number decides everything.
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Should you rent or buy your GPUs? What may feel like a judgment call, is actually just arithmetic. We wrote a guide that gets you to an answer in three quick steps. #GPU #MLOps #LLMOps
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Searching for a faster way to find the best deal to rent that GPU you need? gpu-cli.sh/rent just shipped 🚢 Now you can now compare prices from @runpod, @vast_ai, @ThunderCompute & more in one place.
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Replying to @ideogram_ai
This is incredible, excited to try it!
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What was used to rewrite Bun into Rust apparently
ClaudeDevs
@ClaudeDevsMay 28
New in Claude Code (research preview): dynamic workflows. Claude writes an orchestration script on the fly, then spins up a large fleet of coordinated subagents in parallel to take on your most complex tasks. Use the word "workflow" in a prompt to get started.
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I wanted faster builds so I explored how to conditionally build our rust monorepo based on the cargo dependency graph - packaged it up as a github action for reuse across projects github.com/lightsofapollo/ca…

GitHub - lightsofapollo/cargo-affect: Plan affected Rust workspace tests and builds from a git...

Plan affected Rust workspace tests and builds from a git diff. Cargo subcommand and GitHub Action. - lightsofapollo/cargo-affect

github.com
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To check if your Google Workspace has been compromised by the same tool that compromised Vercel: 1. Go to admin.google.com/ac/owl/list… - This is Google Admin Console > Security > Access and Data Control > API Controls > Manage app access > Accessed Apps 2. Filter by ID = 110671459871-30f1spbu0hptbs6… - This is the ID of the compromised OAuth app If you see an app after filtering, you have potentially been compromised
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