Roughness in responses decreases with parameter count within same-alignment model families, operationalizing the cost of polishing.

{
  "doc": "/Users/antonborzov/Documents/Research.nosync/alexander/applied/koan-battery-section.md",
  "claim": "Roughness in responses decreases with parameter count within same-alignment model families, operationalizing the cost of polishing.",
  "vector": "alexander-s-15-properties-in-digital-conscious-space",
  "section": "What's still open (gaps for future extraction / future work)",
  "extracted_at": 1778899531,
  "extracted_by": "haiku-4-5",
  "supporting_refs": [
    "Haiku/Sonnet/Opus CAI family comparison"
  ]
}