pouriamrt

Ac Tune — Development skill for Claude Code

Development community

Right-size an Alliance Canada job from its real efficiency numbers.

How to install Ac Tune

Installs to ~/.claude/skills/pouriamrt-alliance-can-skills-ac-tune/SKILL.md

Terminal

mkdir -p ~/.claude/skills/pouriamrt-alliance-can-skills-ac-tune && curl -fsSL https://raw.githubusercontent.com/pouriamrt/alliance-can-skills/HEAD/commands/ac-tune.md -o ~/.claude/skills/pouriamrt-alliance-can-skills-ac-tune/SKILL.md

Restart Claude Code, or start a new session, for it to be picked up.

What Ac Tune does

description: Right-size an Alliance Canada job from its real efficiency numbers argument-hint: " [cluster]"

Use the `alliance-can` skill. Read `references/gpu.md` if the job used a GPU.

Job: `$ARGUMENTS`

acan tune — seff plus an automatic assessment.
acan sacct — state, exit code, MaxRSS, time limit vs elapsed.
Judge against the Alliance's own targets: memory efficiency ≥ 80–85 %, CPU efficiency ≥ 90 %.
For a G

Alternatives in Development

Tutti — Where people and agents build in tune 3.5k ★
Benjamin Plus Skill — Benjamin-Plus: a measured token-efficiency skill for coding agents (−17.9% cost median, quality unchanged) 272 ★
Few Shot — 不靠 fine-tune 也能教会模型新任务——在 prompt 里塞几个示例就行 90 ★