Model Breeding Pipeline
Model breeding in Runtime.MiRust.com is an offline evidence pipeline. It is not a live browser swarm and it is not unbounded self-modification.
The pipeline shape
- Source artifact: a
.slmfile, trained-source manifest, or adapter-source manifest. - Compatibility report: confirms direct-parameter compatibility before merge-style operators are allowed.
- Lineage template: binds parents, operator identity, budget, and expected output.
- Operator receipt: records what the operator did and how to recompute it.
- Candidate manifest: binds the produced candidate artifact.
- Runtime smoke: proves the candidate can run.
- Evaluation sidecar: required before assistant-quality claims.
- Promotion template: records readiness and pending gates.
- Admission record: admits evidence-passed candidates.
- Promotion ledger: hash-chains accepted history.
- Population review: ranks candidates by objective vectors.
- Parent-pool recipe: selects parents for later cycles.
- Selector registry: routes admitted candidates to browser-visible local artifacts.
Implemented operator families
The source bundle references implemented or routed operator lanes including:
- blend;
- task delta;
- sparse task delta;
- deterministic crossover;
- bounded mutation;
- deterministic magnitude pruning;
- DARE dropout/rescaled task delta;
- federated/local update;
- sign-aware parent-pool merge;
- seed-weighted parent-pool soup.
Each operator should remain offline until its output passes normal artifact gates.
The biology vocabulary translated
| Concept | Project meaning |
|---|---|
| Heritable artifact | .slm, manifest, receipt, eval sidecar, or adapter package. |
| Mate selection | Compatibility, population review, and parent-pool recipe. |
| Phenotype evidence | Runtime smoke, eval evidence, provenance, and browser smoke. |
| Fitness | Objective-vector review and eval-bound checksums. |
| Species fit | Quantization, tokenizer, layout, adapter, and resource envelope compatibility. |
| Novelty | Behavior-relevant descriptor and evidence checksum. |
Public boundary
Do not describe this as autonomous replication. Describe it as controlled candidate assembly with evidence, manifests, receipts, and explicit promotion gates.