# ModelBreeder.com

Plain PHP, no-database research and engineering site for positive model breeding: useful descendants, local-first specialists, source-backed answers, lineage, fitness proof, browser-local tools, and adaptive model ecologies.

## Preferred canonical routes
- Start: https://modelbreeder.com/start-here
- Model breeding definition: https://modelbreeder.com/foundations/model-breeding
- Model breeding FAQ: https://modelbreeder.com/reference/model-breeding-faq
- Positive side: https://modelbreeder.com/positive-side
- Apex Multi Model: https://modelbreeder.com/apex-multi-model
- Fitness proof: https://modelbreeder.com/fitness-proof
- Evolution dashboard: https://modelbreeder.com/tools/evolution-dashboard
- Research library: https://modelbreeder.com/research
- Site evidence: https://modelbreeder.com/site-evidence/search-answer-generative-discovery
- Local AI adoption flywheel: https://modelbreeder.com/benefits/local-ai-adoption-flywheel
- Local model innovation stack: https://modelbreeder.com/architecture/local-model-innovation-stack
- Local AI adoption planner: https://modelbreeder.com/tools/local-ai-adoption-planner
- Contact: https://modelbreeder.com/contact

## Machine-readable files
- Public discovery manifest: https://modelbreeder.com/ai-ready.json
- Route inventory: https://modelbreeder.com/assets/data/ai-ready-route-inventory.json
- Canonical answers: https://modelbreeder.com/assets/data/canonical-answers.json
- Entity map: https://modelbreeder.com/assets/data/entity-map.json
- Search intent map: https://modelbreeder.com/assets/data/search-intent-map.json
- Metadata coverage: https://modelbreeder.com/assets/data/metadata-coverage.json
- Schema profile: https://modelbreeder.com/assets/data/schema-profile.json
- Source evidence map: https://modelbreeder.com/assets/data/source-evidence-map.json
- OpenAPI: https://modelbreeder.com/openapi.json

## Boundary
Public read-only discovery and evidence only. No runtime authority, credential validation, autonomous writes, certification, endorsement, ranking guarantee, or private memory access. Unsupported actions should no-op to https://modelbreeder.com/contact.