# Source Report Summary: ModelBreeder Architecture Exploration

Stable ID: `source-report-modelbreeder-architecture-exploration-2026`  
Evidence level: Architectural inference  
Reviewed UTC: 2026-06-29T00:30:00Z  
Raw report: `docs/source-reports/raw-markdown/modelbreeder-architecture-exploration.md`  
Raw SHA-256: `cf85bf3b1799032e5c7f1666c74fcb09c75d2944b8395c985ebab42bb326a0c9`

## Public-safe use

Use for control checklists, CLI vocabulary, neuroevolution analogues, and governance safeguards for operational breeding loops.

## What this report contributes

- The report connects browser-native CNN visualizers to foundation-model merging, neuroevolution, and parametric physical design.
- It describes operational components such as SLERP, task-vector merging, WIDEN, CycleQD, EXAMM, NAS, and lineage-like breeder equations.
- It reinforces that hot paths, evaluation, and provenance need explicit governance rather than ad hoc model promotion.

## What it supports

Model breeding can be represented as an operational stack: source artifacts, variation operators, evaluation suites, lineage ledgers, and release constraints.

## Boundary / what it does not prove

It does not provide implementation authority for autonomous self-modifying systems or attack instructions.

## External links surfaced from the report

- [https://github.com/raviadi12/modelbreeder.git](https://github.com/raviadi12/modelbreeder.git)
- [https://github.com/raviadi12/modelbreeder](https://github.com/raviadi12/modelbreeder)
- [https://github.com/raviadi12](https://github.com/raviadi12)
- [https://github.com/SakanaAI/evolutionary-model-merge](https://github.com/SakanaAI/evolutionary-model-merge)
- [https://github.com/topics/mergekit](https://github.com/topics/mergekit)
- [https://github.com/yule-BUAA/MergeLLM](https://github.com/yule-BUAA/MergeLLM)
- [https://github.com/fangyuan-ksgk/Evolutionary-Model-Merge](https://github.com/fangyuan-ksgk/Evolutionary-Model-Merge)
- [https://github.com/travisdesell/exact](https://github.com/travisdesell/exact)

## Cognivirus routing

Use this report with `/research/modelbreeder-architecture-resource-synthesis`, `/research/browser-ecology-dashboard-synthesis`, `/reference/modelbreeder-project-resource-map`, `/reference/evolution-lab-dashboard-blueprint`, `/anatomy/browser-native-evolution-laboratory`, `/evolution/model-breeding-operators-and-selection`, `/control/modelbreeder-architecture-governance-checklist`, and `/risk-lab/modelbreeder-ecology-dashboard-review`.