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29 lines (29 loc) · 1.08 KB
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cff-version: 1.2.0
message: "If you use Masterwork in your work, please cite it as below."
title: "Masterwork: a production line for an agent's character"
abstract: >-
Masterwork makes the piece; it does not score it. A model reads a corpus
of craft tales and is asked, one axis at a time, what it will hold to —
anchorless, in one sitting — then distils its own answers into the
standing text it will read on every later request. Candidates are sealed
with what is needed to produce them again. Measurement is handed to a
separate benchmark rather than performed here, so a run the judge marked
self-judged cannot reach a threshold, and a gate that could not measure
holds instead of passing.
type: software
authors:
- family-names: "Barlık"
given-names: "Onur"
affiliation: "Codechu"
repository-code: "https://github.com/codechu/masterwork"
doi: 10.5281/zenodo.22165162
url: "https://pypi.org/project/masterwork/"
license: Apache-2.0
version: 0.0.5
date-released: "2026-08-29"
keywords:
- LLM agents
- agent character
- identity
- preference data
- reproducibility