ERAIS technical claim
research.activation_derived_expert_organization.v1
How are model components grouped into experts?
Evidence maturity: BlockedSource-pinned record
Reviewed · neuroforge-io/erais
The wording and state below belong to this source snapshot. Related current context is separate from the recorded claim.
Approved wording · 12 July 2026
What the record says.
ERAIS has an activation-derived balanced expert-assignment pipeline.
Required evidence
- Matched activation-derived, random, and contiguous assignment comparisons at identical K, adapter capacity, calibration budget, data, and seeds.
Do not infer
- Do not label experts semantic or superior solely from balanced assignment or reconstruction exactness.
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Related work.
Explore the current context. It does not update this recorded claim.
Inspect the model conversion evidenceRead the state together with its scope and evidence requirements. Commercial availability and technical maturity are separate decisions.
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