# Green Line: a capacity-under-development instrument

**Daniel Ari Friedman** (2026) · *Zenodo*

[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.22833491.svg)](https://doi.org/10.5281/zenodo.22833491)

---

## Abstract

A capacity-under-development instrument: the green line of the docxology line-set. It records what is deliberately still being learned — apprenticeships, skills not yet mastered — with marker/counter-signal staging, and reads declared growth records against a versioned registry. Observations phrased as certification or credential language are staged aside with a note, never scored. It measures what is still growing — never competence, mastery, or virtue. Code and prose are Apache-2.0 licensed. See LICENSE in the repository.

## Keywords

active inference · governance · apprenticeship · growth records · capacity under development · open science

## Artifacts

| Field | Value |
|------|-------|
| **DOI** | [10.5281/zenodo.22833491](https://doi.org/10.5281/zenodo.22833491) |
| **Published** | 2026-09-18 |
| **Version** | 0.1.0 |
| **Zenodo record** | https://zenodo.org/records/22833491 |

## Files

- `green_line_combined.pdf` - Zenodo PDF

## Citation

> Daniel Ari Friedman (2026). *Green Line: a capacity-under-development instrument*. Zenodo. DOI: 10.5281/zenodo.22833491. URL: https://doi.org/10.5281/zenodo.22833491.

## Related

- Zenodo record: https://zenodo.org/records/22833491
- [Full Bibliography](../../pages/BIBLIOGRAPHY.md) · [All Papers](../README.md)