ReferenceStrong architectural inferencev1.22.1

In plain English

This page is reference material: definitions, schemas, catalogs, templates, and implementation records.

  • Why this matters: AI risk can come from the whole arrangement, not one obvious model.
  • What to look for: data, memory, routes, adapters, tools, evaluators, updates, and rollback paths.
  • Technical version below: the expert terminology remains available and is linked through the glossary.

Possibility-to-risk translation map

Evidence levelStrong architectural inferenceTechnical label: Architectural inference

This map keeps the two-site narrative separated. ModelBreeder explores useful A changing AI system made from many connected parts, not just one model. Open glossary definition. Cognivirus reviews the failure modes created by the same ecology mechanics.

Possibility-side termRisk-side translationRequired evidence
Genomeexact candidate recipebase model identity, adapters, seed, mutation log, source checksum.
FitnessVectorA system that judges whether an AI output or candidate is acceptable. Open glossary definition pressure recordtasks, metrics, hidden-test version, disagreement, cost, latency, memory, risk, novelty.
Championpromoted carrierpromotion reason, release alias, Returning a system to an earlier known state. Open glossary definition packet, scope limits.
Specialistnarrow capability moduletask boundary, permissions, composition tests, retirement criteria.
Challengerexploratory candidatequarantine status, no production authority, novelty rationale.
Novelty archivediversity A place where a behavior can remain after the first carrier is removed. Open glossary definitionproof that novelty is useful and bounded, not merely strange.
Model mergeinheritance eventparent list, merge operator, load order, task-vector conflict notes.
A set of adapters loaded together, usually in a defined order. Open glossary definitionportable behavior layersigned A record of where a component or behavior came from. Open glossary definition, hash, source review, base compatibility.
Ecology dashboarddecision interfaceuncertainty, source links, hidden assumptions, The decision not to change the system. Open glossary definition state.
Edge runtimelocal execution environmentstorage, memory, permissions, decoder integrity, replay trace.

Translation rules

  1. Do not treat a positive capability as risk-free just because it is useful.
  2. Do not treat a risk surface as proof that the capability should not exist.
  3. Record the review object created by every new capability.
  4. Keep concrete claims evidence-labeled.
  5. Preserve the boundary between public education and operational instructions.

Source-boundary note

Evidence levelStrong architectural inferenceTechnical label: Strong architectural inference

Uploaded ModelBreeder reports supply architectural vocabulary. A behavior pattern that can survive, move, or reappear across a changing AI system. Open glossary definition uses that vocabulary to ask defensive questions. The reports do not independently prove that any particular implementation is unsafe.