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loss-backprop-lens

100 / 100 · Low risk

Fine to try.

By CorvinLabs/CorvinOS (GitHub) · coding · 25 stars · scanned at commit 3f28cfd

Use when deciding whether to edit code at all, how large the edit should be, or whether a "working" fix actually generalizes. Applies when iterating on a failing test/run, chasing a flake, committing a sequence of small patches, or tempted to ship on one data point. Frames code changes as gradient steps and forbids overfitting to a single sample or a single test.

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/'loss-backprop-lens' ] || [ -L ~/.agents/skills/'loss-backprop-lens' ]; then echo 'A skill folder named loss-backprop-lens already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/CorvinLabs/CorvinOS' "$d" && git -C "$d" checkout --quiet '3f28cfd9b82326ff325e645ff041589c3220d813' -- 'corvin_operator/bundle/skills/ldd/loss-backprop-lens' && mkdir -p ~/.agents/skills && cp -R "$d"/'corvin_operator/bundle/skills/ldd/loss-backprop-lens' ~/.agents/skills/'loss-backprop-lens' && 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/'loss-backprop-lens' ~/.claude/skills/'loss-backprop-lens' (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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