# ModelBreeder.com Plain PHP, no-database research and engineering site for model breeding, code breeding, teleodynamic control, small-model ecologies, source-backed publishing, and local AI architecture. ## Preferred canonical routes - Start: https://modelbreeder.com/start-here - Model breeding: https://modelbreeder.com/foundations/model-breeding - Teleodynamics: https://modelbreeder.com/foundations/teleodynamics - Digital Four Fs: https://modelbreeder.com/foundations/digital-four-fs-cycle - Site evidence: https://modelbreeder.com/site-evidence - Public machine discovery: https://modelbreeder.com/site-evidence/machine-discovery - Contact: https://modelbreeder.com/contact - Research library: https://modelbreeder.com/research ## 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 - Capability matrix: https://modelbreeder.com/assets/data/capability-matrix.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.