jgreathouse9

Replicate — Development skill for Claude Code

Development community

Demonstrate-first replication of a paper's method before committing to a build.

How to install Replicate

Installs to ~/.claude/commands/jgreathouse9-mlsynth-replicate.md

Terminal

mkdir -p ~/.claude/commands && curl -fsSL https://raw.githubusercontent.com/jgreathouse9/mlsynth/HEAD/.claude/commands/replicate.md -o ~/.claude/commands/jgreathouse9-mlsynth-replicate.md

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

What Replicate does

description: Demonstrate-first replication of a paper's method before committing to a build argument-hint: " [--data ] [--reference ]"

Replicate (demonstrate-first)

Reproduce a method's result on real/standard data *before* wiring it into mlsynth, so a build is only ever started on something validated.

Loop

Ingest via dataprep — never hand-pivot. Use a canonical dataset (basedata/) or the paper's data.
Port the algorithm faithfully,

Alternatives in Development

PaperSpine — PaperSpine is a motivation-driven skill for learning from strong academic papers, building a paper’s central a 5k ★
Ars Abstract — ARS academic-paper abstract-only mode — bilingual abstract + keywords 4.5k ★
Bypass 403 — Probe a 403/401 endpoint with the most-paid bypass tricks (header injection, path encoding, method swap, WAF f 4.5k ★