What is model breeding?
Model breeding is the disciplined creation, comparison, and reuse of model descendants so capability can compound through useful specialists, trusted evidence, local execution, and human-guided evolution.
Is model breeding one giant model?
No. ModelBreeder.com treats model breeding as a population design pattern: champions, specialists, challengers, adapters, routers, lineage records, scorecards, and release packets working together.
Why are small specialists useful?
Small specialists can handle repeated local tasks with lower latency, lower cost, and clearer scope. A router can choose the smallest capable model instead of sending every request to a large generalist.
What is a model descendant?
A descendant is a model artifact or serving component created from known parents. It may be a fine-tune, adapter stack, quantized copy, distilled specialist, merge recipe, router policy, prompt variant, or evaluation-informed package.
What is a FitnessVector?
A FitnessVector is a multi-objective scorecard. It can track utility, calibration, latency, memory, energy, local privacy, novelty, maintainability, lineage completeness, and human benefit.
What does no-op mean?
No-op means the best decision is not to change the active population. It is a positive quality decision when a candidate does not repay its cost or when the existing champion remains the better choice.
Where are the source reports?
The original reports are preserved in /docs inside the deployable package and rendered through the public research library. The direct /docs folder is blocked from web access, while controlled report pages remain available.
Is this site a production model-breeding runtime?
No. ModelBreeder.com is a plain PHP, no-database educational and architectural field guide. It includes browser-local teaching tools, source-backed pages, schemas, pseudocode, and deployable documentation.
Where should risk-focused analysis go?
Risk-focused analysis belongs on Cognivirus.com. ModelBreeder.com focuses on constructive model ecology, capability compounding, and beneficial applications.
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.