Independent specialist topology

Describes separate artifacts, heterogeneous architectures, explicit routing, storage growth, isolation benefits, and cross-model handoff costs.

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Describes separate artifacts, heterogeneous architectures, explicit routing, storage growth, isolation benefits, and cross-model handoff costs.

Architecture guide: this topic defines a modular tiny-model planning contract. It does not claim that model artifacts exist, are compatible, or execute on this WordPress site.

Characteristics

Each role is a self-contained model artifact. Specialists may use different tokenizers, architectures, formats, and backends, which improves isolation but increases conversion and handoff complexity.

Advantages

  • Clear model-level ownership and replacement.
  • Failure isolation and heterogeneous architecture choice.
  • No adapter compatibility dependency.

Costs

  • Storage and update size scale with specialist count.
  • Multiple tokenization and context representations may lose information.
  • Parallel committees multiply compute; pipelines accumulate latency.

Scope

This starter page defines the questions, boundaries, evidence, and failure modes that should be recorded before a capability is presented as supported.

Engineering considerations

  • Identify the source, version, target environment, and owner.
  • Separate observed values from estimates and externally reported values.
  • Record trade-offs, unsupported cases, and fallback behavior.
  • Link performance statements to a compatible benchmark methodology.

Verification questions

  • What exact artifact, revision, backend, and environment were reviewed?
  • Which assumptions could change the result?
  • Which data should be retained so another engineer can reproduce the conclusion?