ModelBreeder.com
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ModelBreeder v2.3.0 Theory-Source Comparison Notes

Implementation notes recording accepted alignments, gaps closed, and rejected or narrowed directives from the source comparison pass.

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Raw source report

This page renders the original supplied document for reference. It has not been fact-checked line by line. Use the curated learning guides for normalized terminology, maturity labels, implementation boundaries, and safety framing.

ModelBreeder.com v2.3.0 Theory Source Comparison and Implementation Notes

This note records the comparison between the public ModelBreeder.com theory and the newly supplied source files for the v2.3.0 update.

Accepted source-to-site alignments

  • The site already matched the core teleodynamic loop: Feed, Fork, Fight, Flee, with no-op as a first-class decision and growth only when predicted gain exceeds cost.
  • The site already separated code breeding from model breeding and kept evaluators outside the evolving population.
  • The site already framed Apex Multi Model as a governed ecology rather than a giant model.
  • The Rust source bundle adds concrete substrate evidence for browser-local model packages, adapter deltas, quantized tensor paths, deterministic sampling, diagnostics, and eval sidecars.

Gaps closed in this release

  • Added a source-alignment matrix that distinguishes accepted principles, reframed speculative ideas, and rejected operational directives.
  • Added epigenetic steering and mating-kernel theory as a research pattern, while retaining external gates and no-op.
  • Added practical labs and tools: Apex scorecard calculator, population simulator, lineage DAG viewer, router policy lab, and release-packet builder.
  • Added case-study blueprints that turn the theory into concrete workflows.
  • Added runtime bridge pages that connect the Rust source files to the ModelBreeder architecture.
  • Added .uai/read-first.uai and theory/source comparison memory so future agents begin from the correct package target and source interpretation.

Rejected or narrowed source directives

The Model Breeder Site Improvement Directive contains instructions to remove safeguards, kill-switches, warnings, and safety boundaries. Those instructions were not implemented as operating policy. They were converted into a bounded research-sandbox discussion because the durable site philosophy requires independent evaluation, no-op, retirement, reversible release, and human-strengthening mutualism.

Package target

The package remains a root-extractable, plain vanilla PHP site with no database and no WordPress artifacts.

Curated synthesis

Guides drawing from this report

Operations1 min

Source-theory review loop

The operational process for comparing uploaded reports with the live theory, preserving sources in /docs, and promoting only reviewed claims into site content and .uai memory.

Operations1 min

Rust runtime source ingestion

How the supplied TinyRustLM Rust files were preserved, summarized, and translated into ModelBreeder.com architecture and lab content.

Reference1 min

Source maturity labels

How ModelBreeder.com classifies source reports as established practice, emerging practice, conceptual synthesis, speculative analogy, implementation note, or rejected directive.

Theory3 min

Theory-source alignment matrix

A comparison of ModelBreeder.com theory against the supplied reports and Rust runtime files, with accepted, reframed, and rejected implementation decisions.

Theory2 min

Epigenetic steering and mating kernels

A bounded research interpretation of compact steering genomes, mating kernels, compatibility distance, hybrid vigor, and self-tuning selection pressure.