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Mlsys Topic Selection

Category: Science & Research  ·  Sub-category: science-misc  ·  Last updated:
Use when deciding whether a project belongs at MLSys rather than OSDI, SOSP, NSDI, ASPLOS, ATC, EuroSys, or the ML conferences, testing for genuine ML-systems co-design, choosing between the research and industrial tracks, and sharpening the systems-for-ML or ML-for-systems framing before writing starts.
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From the source SKILL.md

Use this before writing begins. MLSys exists for work where machine learning and computer systems constrain each other — the CFP spans systems for ML (training, inference, serving, compilers, runtimes, specialized hardware, hardware-efficient methods, benchmarks and tooling) and ML for systems (learned scheduling, LLM-driven hardware design and system optimization), plus adjacent lanes like federated learning, compound AI and agent systems, privacy/security for ML, and data preparation (2026 topics list, verified 2026-07-08). Fit failures here are usually routing failures: strong work aimed…

What this skill does

Mlsys Topic Selection is a community-contributed Claude Code skill in the science-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/mlsys-topic-selection/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when deciding whether a project belongs at MLSys rather than OSDI, SOSP, NSDI, ASPLOS, ATC, EuroSys, or the ML conferences, testing for genuine ML-systems co-design, choosing between the research and industrial tracks, and sharpening the systems-for-ML or ML-for-systems framing before writing starts.

Who uses this skill

The Mlsys Topic Selection Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 168,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/mlsys-topic-selection
curl -L https://claudskills.com/skills/mlsys-topic-selection/SKILL.md \
  -o ~/.claude/skills/mlsys-topic-selection/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/mlsys-topic-selection/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/mlsys-topic-selection/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\mlsys-topic-selection\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Mlsys Topic Selection Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/mlsys-topic-selection/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Mlsys Topic Selection skill do?
Use when deciding whether a project belongs at MLSys rather than OSDI, SOSP, NSDI, ASPLOS, ATC, EuroSys, or the ML conferences, testing for genuine ML-systems co-design, choosing between the research and industrial tracks, and sharpening the systems-for-ML or ML-for-systems framing before writing starts.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Mlsys Topic Selection skill?
Use Mlsys Topic Selection when your Claude Code task falls under the Science & Research category — specifically in the science misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Mlsys Topic Selection" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the Mlsys Topic Selection skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Mlsys Topic Selection is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
brycewang-stanford. (2026). Mlsys Topic Selection [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/mlsys-topic-selection/
BibTeX
@misc{mlsys-topic-selection-2026,
  author    = {brycewang-stanford},
  title     = {Mlsys Topic Selection [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/mlsys-topic-selection/}
}

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Security scan

Grade A · scanned 2026-07-31 — free static scan against the OWASP Agentic Skills Top 10.

The scan flagged 1 of 10 categories (filesystem), including lower-severity patterns. Patterns shown inside code fences are weighted as examples rather than instructions — read the grading methodology for what this does and does not guarantee.

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More Science & Research skills

Browse all Science & Research skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Science & Research skills → Top 100 skills
Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

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