cute-hillclimb

cute-hillclimb is an MLOps & model serving skill for AI agents, published by pytorch in the helion repository on GitHub. Skillspace rates cute-hillclimb D (65/100) and it passed the safety scan; the rating is based on static analysis only.

Iteratively optimize a Helion kernel under HELION_BACKEND=cute until it matches or beats the best available baseline — via general backend/autotuner changes (knobs and seeds, not kernel-specific hacks) — then clean up history and report before/after numbers.

Grade
D
Quality
65 / 100
Safety
Passed
GitHub stars
939

Unproven: rated by static analysis only, not yet compared head-to-head.

Our two independent classifiers differ on this skill's category, so treat the placement as provisional.

This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.

View source on GitHubpytorch/helion

Our review

Architecture
94 / 100
Maturity
Basic: a single SKILL.md
Security scan
No issues found
License
Not declared. Check the repository before reusing it.

Not checked yet

  • Category is a classifier prediction; no model has read this skill yet
  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

Better-rated skills in MLOps & model serving

Skillspace indexes and rates this skill; it does not host or endorse it. Run third-party skills at your own risk.