The flywheel
ModelBreeder.com itself should operate as a builder flywheel. Reports become curated guides. Guides become pseudocode. Pseudocode becomes experiments. Experiments become evaluation cards. Evaluation cards become source material for the next guide.
This gives the project a practical method for compounding clarity.
Flywheel stages
| Stage | Durable artifact |
|---|---|
| Source report | Preserved Markdown in /docs. |
| Synthesis | Curated guide page. |
| Implementation sketch | Pseudocode and architecture diagram. |
| Experiment | Benchmark record and lineage. |
| Release | Versioned package and .uai memory update. |
FUNCTION builder_flywheel(source_report)
guide = synthesize_positive_guidance(source_report)
pseudocode = extract_implementation_pattern(guide)
experiment = design_minimum_test(pseudocode)
evidence = run_or_document_experiment(experiment)
release = update_site_and_memory(guide, evidence)
RETURN release
END FUNCTIONPositive result
The site becomes more than documentation. It becomes a repeatable method for turning broad theory into usable engineering moves.
Source reports used for this guide
These reports are preserved verbatim in the site archive. The guide above is an editorial synthesis and may narrow, qualify, or reorganize claims from the source material.
Core synthesisThe Four Fs of AI: Code Breeding, Model Breeding, and the Teleodynamic Convergence of Mutable Small-Model EcologiesConceptual synthesis · 80.5 KB
Model merging and adaptersModel Merging: Definitions, Taxonomy, Algorithms, Tooling, and Production Pipeline DesignEmerging practice · 35.7 KB
Model merging and adaptersTiny-LLM Adapters and LoRA: Breeding Operators, Compatibility, Evaluation, and PromotionEmerging implementation practice · 15.3 KB