paper: reframe the perspective paper around sexual reproduction (v4 -> v5)
Rewrite the-lamarckian-society-v4.md -> v5, making sexual reproduction the central engine and lifting accessibility for a cross-disciplinary audience (geneticists, ML engineers, neuroscientists) — every field's jargon glossed inline, big picture kept legible, measured tone, honest about scope (the evidence is from minimal models, not LLMs). Core reframe (section 5): single-teacher distillation is asexual copying, which collapses (Muller's ratchet = model collapse); the cure is to ground every birth in reality and to reproduce SEXUALLY — recombining many complementary parents so offspring can exceed any parent (Fisher-Muller). Adds the honest limits (outbreeding depression on entangled skills) and the distinctly-AI advantage (directed sex: choose mates, screen offspring, unbounded parents). Turns the old "a companion paper will..." into "what we built and found," folding in the demonstrated results (E1-E11, neural + MNIST, the learning kernel) and the Riis positioning (concede collapse=drift as prior art; claim the control-theory cure). Update CLAUDE.md / README references; results-summary noted alongside. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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@ -25,7 +25,8 @@ This file provides guidance to Claude Code (claude.ai/code) when working with co
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The two design documents are the source of truth for intent:
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- `paper/the-lamarckian-society-v4.md` — the *perspective paper* (the "why").
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- `paper/the-lamarckian-society-v5.md` — the *perspective paper* (the "why"; reframed around sexual
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reproduction). `paper/results-summary.md` — the plain-language + technical summary of all results.
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- `paper/blueprint.md` — the *technical blueprint* (the "what"/"how"). **It is normative** for
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Layer 1 and the LLM Layer 2; Layer 1.5 is a cost-staged intermediate the blueprint does not
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cover, designed to preserve the same §1 abstractions.
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