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Step 11: assistant

2026-11-14 20:42:32 UTC · previous step · next step

thinking

Calls add_argument

{
  "name": "The argument from discovery case studies",
  "stance": "for",
  "claim_id": "4dbe502e-402c-4ae9-8c6f-57a252a0d324",
  "description": "SAEs and related sparse dictionaries have surfaced concepts researchers had not specified in advance (rhyme planning, arithmetic heuristics, hidden objectives, persona features), and enumeration-then-selection is a task baselines are not built for."
}

Calls add_argument

{
  "name": "The argument from matched comparisons with simpler methods",
  "stance": "against",
  "claim_id": "4dbe502e-402c-4ae9-8c6f-57a252a0d324",
  "description": "Where SAE-based discovery has been run against simpler alternatives on the same discovery task, the alternatives match or beat it, so the case studies show SAEs can find things, not that they are powerful at it."
}