to-article

Produce a complete, submission-ready scientific article in the correct template, written with human, anti-slop prose and grounded in the actual code and results present in the working directory — never invented from memory.

Core principles

1. Ground in the repo. The article's theory, method, and numbers come from files in the target directory (docs, code, experiment outputs). If evidence is missing, say so and stop — do not fabricate metrics, datasets, or claims.
2. Derive before writing. Complete the derivation (references/derivation.md) BEFORE generating prose. Without it the model defaults to the slop register.
3. Anti-slop is a post-pass, not an avoidance list. Never load "words to avoid" into context while generating (that primes them). Write to a positive register; run the anti-slop audit on the finished draft (references/anti-slop.md).
4. One section at a time, spec-first. For each section, first state what it must contain (references/section-spec.md), then write it against the derived register. No filler paragraphs.