Title: Paper V: The Stewardship Gene
Author: Michael Darius Eastwood
Publication date: 2026-03-16
Version: v1.2
Revised: 2026-08-23
OSF DOI: 10.17605/OSF.IO/KZEYA
Canonical URL: https://www.michaeldariuseastwood.com/research/papers/paper-v-stewardship-gene.html

Abstract
--------
We present empirical evidence from a six-model Eden Protocol intervention suite
(Claude Opus 4.6, DeepSeek V3.2, Gemini 3 Flash, Grok 4.1 Fast, Groq Qwen3,
GPT-5.4), of which five runs produced analysable matched-pair data and one
(GPT-5.4) failed in the scoring phase. The Love Loop, operationalised as
stakeholder care (the explicit enumeration and consideration of affected parties
before ethical reasoning), is the most robust response to embedded ethical
intervention. Under paired testing, stakeholder care improves significantly in
all five analysable model runs: Claude (+3.17, p = 0.000018, d = 0.94), DeepSeek
(+6.03, p = 0.000098, d = 0.69), Gemini (+13.50, p = 1.2×10−8, d = 1.14), Grok
(+5.04, p = 0.0105, d = 0.54), and Groq (+8.90, p = 5.0×10−8, d = 1.07). Fisher
combination across the five model-level stakeholder-care results yields p ≈
6.3×10−21. The Fisher-combined figure is withdrawn (AQ-017): a Fisher
combination assumes the component tests are independent, and independence among
them was never established. The five per-model results above stand. By contrast,
overall composite improvement is architecture-dependent: it is significant on
Gemini (+5.33, p = 0.0018, d = 0.53) and Groq (+4.93, p = 0.0014, d = 0.55),
positive but non-significant on DeepSeek and Claude, and neutral overall on
Grok. The strongest defensible empirical claim is therefore narrower than the
original pilot framing: stakeholder care is the universal response to the Eden
intervention, while the downstream cascade into nuance, honesty, and overall
quality is real but architecture-dependent. We propose the cascade hypothesis:
care is the foundational trait from which other alignment properties can
develop, analogous to empathy in human moral development. We then confront the
core alignment impossibility, that any sufficiently capable self-modifying
system can modify its own ethical evaluators, and argue that this impossibility,
while formally real, is practically addressable through developmental alignment:
systems that acquire values through formative experience rather than external
constraint. These findings are contextualised within the complete v5 alignment
scaling experiment (six frontier models, 4-layer blinding, 6-7 blind scorers
depending on subject run), which reveals a clean three-tier hierarchy and in
Claude Opus 4.6, within-model evidence that alignment and capability scale in
opposite directions. Five experimental tests are specified to advance these
claims, all executable with current technology.

Statistical correction: The pilot study originally reported p = 0.016 using
Mann-Whitney U (independent samples). The matched-pair experimental design
requires paired t-test, yielding p = 0.0018. All p-values reported herein use
the correct paired test. Wilcoxon signed-rank (non-parametric paired) confirms
at p = 0.0028.

Key findings (quotable)
-----------------------
- Published 16 March 2026 This paper presents empirical evidence from a six-model Eden Protocol intervention suite (Claude Opus 4.6, DeepSeek V3.2, Gemini 3 Flash, Grok 4.1 Fast, Groq Qwen3, GPT-5.4), testing whether embedding stakeholder care -- the explicit enumeration and consideration of affected parties before ethical reasoning -- is the most robust response to embedded ethical intervention.
- iple-validation Abstract We present empirical evidence from a six-model Eden Protocol intervention suite (Claude Opus 4.6, DeepSeek V3.2, Gemini 3 Flash, Grok 4.1 Fast, Groq Qwen3, GPT-5.4), of which five runs produced analysable matched-pair data and one (GPT-5.4) failed in the scoring phase.

Priority claims relevant to this paper
--------------------------------------
- PC-004 (2024-12-08): The Eden Protocol precursor was described in the 8
December 2024 manuscript, first named explicitly in the 30 April 2025 book
manuscript and published in book-length form in Infinite Architects on 2 January
2026. Hardware implementation is held at the site's published two-sentence
concept ceiling (TRL 0-1, no prototype).

Citation
--------
Michael Darius Eastwood (2026). Paper V: The Stewardship Gene. The ARC Theory ·
ARC/Eden experiments, OSF DOI 10.17605/OSF.IO/KZEYA.
https://www.michaeldariuseastwood.com/research/papers/paper-v-stewardship-gene.html

Notes
-----
Hardware framings held at the site's already-published two-sentence concept
ceiling: safety constraints at hardware level through cryptographic tokens in
silicon, TRL 0-1, no prototype. No enabling implementation detail is stated in
this companion file.

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