Direct answer
A canonical answer packet is a short public answer paired with a canonical route, supporting routes, review timestamp, and limitations. It exists to reduce ambiguity for answer engines and generative systems while sending readers back to the full page.
Current answer targets
| Question | Canonical route | Why it matters |
|---|---|---|
| What is ModelBreeder.com? | / | Establishes the site as a plain PHP research and engineering curriculum. |
| What is model breeding? | /foundations/model-breeding | Defines the central term and prevents autonomous-replication confusion. |
| What is code breeding? | /foundations/code-vs-model-breeding | Separates execution-machinery evolution from parameter evolution. |
| What are the digital Four Fs? | /foundations/digital-four-fs-cycle | Gives the Feed, Fork, Fight, Flee operating loop. |
| What is teleodynamic AI? | /foundations/teleodynamics | Frames teleodynamics as resource-bounded control, not consciousness. |
| How does model merging fit? | /benefits/model-merging-upside | Routes merging claims to compatibility and evaluation requirements. |
| Is the package WordPress? | /operations/plain-php-package-contract | Blocks a repeated packaging mistake. |
| Where are reports stored? | /research | Explains /docs preservation and controlled report rendering. |
| What can agents safely do? | /site-evidence/support-boundaries | Limits public automation to read-only behavior. |
Authoring rule
The packet must not say more than the page says. If a concise answer needs a new claim, first update the visible page and source trail, then regenerate the machine files.
FUNCTION add_canonical_answer(question, answer, route)
page <- LOAD_PUBLIC_PAGE(route)
require page.visible_text_supports(answer)
require page.states_limitations()
require page.has_owner_and_review_date()
require route IN sitemap
APPEND_TO_CANONICAL_ANSWERS(question, answer, route)
END FUNCTIONSource 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.
Site evidence and release governanceModelBreeder.com Site Discovery and Publishing Implementation NotesProject implementation note · 2.0 KB
Core synthesisTeleodynamic Evolution of AI Ecosystems — Uploaded EditionConceptual synthesis · 15.3 KB
Model merging and adaptersModel Merging: Definitions, Taxonomy, Algorithms, Tooling, and Production Pipeline DesignEmerging practice · 35.7 KB