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relational-feature-practices

100 / 100 · Low risk

Fine to try.

By Leeroo-AI/kapso (GitHub) · devops · 207 stars · scanned at commit 35f7b9b

Eleven practices for relational and tabular prediction that measured positive when ablated on tasks of this shape, each stated as a thing to measure on the task at hand and keep only where its own numbers agree: within-group normalisation, capacity matched to the labelled rows, segment coverage, history-free signal for a dormant population, the noise-calibrated gate, the decorrelated ensemble, label replay at earlier cutoffs, the hosted-model text channel, task-adaptive fine-tuning, the metric'…

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'relational-feature-practices' ] || [ -L ~/.agents/skills/'relational-feature-practices' ]; then echo 'A skill folder named relational-feature-practices already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/Leeroo-AI/kapso' "$d" && git -C "$d" checkout --quiet '35f7b9b26a6b3864fdc8c018577d448c2840345b' -- 'src/kapso/harness/bundled/predictive-modelling/skills/relational-feature-practices' && mkdir -p ~/.agents/skills && cp -R "$d"/'src/kapso/harness/bundled/predictive-modelling/skills/relational-feature-practices' ~/.agents/skills/'relational-feature-practices' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'relational-feature-practices' ~/.claude/skills/'relational-feature-practices' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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