Architecture Intermediate 1 minute read Updated 2026-06-29 UTC

Lineage DAGs Make Capability Reusable

How lineage graphs preserve parentage, operators, evidence, rollback targets, and reusable improvements across a model ecology.

Research statusEngineering blueprint Publication statePublished Reviewed byMichael Kappel Source reports8

Why lineage matters

A model descendant is not just a file. It is a story that can be inspected and reused: which parents contributed, what operator was used, what changed, what evidence was collected, which niche it serves, and which artifact can replace it if needed.

A lineage DAG turns experiments into organizational memory. Teams can see which specialists are related, which merge recipes worked, which adapter stacks transferred capability, and which branches are best kept as archives.

Model lineage directed acyclic graph BASE 1.0signed parent ADAPTER CHILDparent + LoRA DISTILLED CHILDteacher coalition QUANTIZED CHILDQ4 deployment CHAMPION 2.0promoted after gates
Every descendant records parentage, operator, data lineage, evaluation evidence, and artifact hashes.

Minimum node record

pseudocode
STRUCT LineageNode
    id
    artifact_digest
    parent_ids
    base_model
    adapters
    merge_recipe
    quantization
    routing_policy
    mutation_budget
    evaluation_packet_uri
    resource_profile_uri
    lifecycle_state
    rollback_target
    created_at_utc
END STRUCT

Useful lifecycle states

StateMeaningPositive use
draftCandidate exists as a recipe or package.Early exploration.
labCandidate is evaluated offline.Learning without deployment pressure.
shadowCandidate receives copied traffic or test cases.Evidence accumulation.
canaryCandidate receives a bounded live cohort.Confidence building.
specialistCandidate serves one niche well.Frugal production capability.
championCandidate is the best current default.Stable high-value artifact.
archivedCandidate is preserved but not active.Reusable learning.

Design question

Before promoting a descendant, ask: what will future builders learn from this branch? If the answer is unclear, the lineage record is incomplete.

Source 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.