Huginn-0125

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Huginn-0125 performance remains constant when extrapolating beyond training recurrences, while Ouro performance deteriorates in the same regimefinding0.695
  Correlates stable fixed-point behavior with out-of-domain generalization performance at test-time
• Huginn-0125 does not demonstrate clear stages of inference due to repeated normalization of the residual stream suppressing massive activationsfinding0.694
  Negative result linking norm architecture to absence of inference stages; contrasts with Ouro and retrofitted models
• Without system prompt, only approximately 0.02% of Huginn-0125 tokens exhibit non-fixed-point (orbit/slider) behavior on GSM8kfinding0.671
  Establishes that non-fixed-point limiting behaviors are extremely rare in practice for the primary experimental setting
• Huginn-0125 fails to develop stages of inference because its repeated residual stream normalization prevents the growth in activation magnitude required for compression behavior and sink formationclaim0.653
  Mechanistic explanation for the negative result observed for Huginn-0125