▼Task-Specialized Models Displace Frontier Calls Inside Agents

Score history

Daily conviction score, 0 to 100. Higher means the thesis is more strongly corroborated.

Now 32 · -2 since Sep 13 · ranged 32 to 34

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Why the conviction moved

• Sep 12
  Strengthened +5

  Sakana AI's Fugu Max routes each request to the smallest model capable of handling it — including NVIDIA Nemotron open-weight models — and prices at $2 per million input and $6 per million output tokens. Productizing the routing layer as the billable surface is the mechanism by which frontier call volume migrates to specialists while planning stays on premium models.

• Sep 6
  Strengthened +5

  In Google's Earth AI, the Gemini agent plans and decomposes while separate purpose-built models for imagery, population and environment do the retrieval. Frontier compute is spent on the planning step while the substantive work migrates to specialists — exactly the division of labor the thesis describes, now shipped by the largest vendor rather than argued in research.

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Source trail

• Supporting · September 12, 2026

  Sakana AI Splits Its Router Into a Cheap Tier and a Capability Tier

  Sakana AI's Fugu Max routes each request to the smallest model capable of handling it — including NVIDIA Nemotron open-weight models — and prices at $2 per million input and $6 per million output tokens. Productizing the routing layer as the billable surface is the mechanism by which frontier call volume migrates to specialists while planning stays on premium models.

  AI ML Big Data (Telegram)

• Supporting · September 6, 2026

  Google Wires Geospatial Foundation Models to a Gemini Planning Agent for Natural-Language Earth Queries

  In Google's Earth AI, the Gemini agent plans and decomposes while separate purpose-built models for imagery, population and environment do the retrieval. Frontier compute is spent on the planning step while the substantive work migrates to specialists — exactly the division of labor the thesis describes, now shipped by the largest vendor rather than argued in research.

  Google Research