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THE ACTORS

SECTION 02

ISSUE 001

PROJECTIONresearch1-3yconfidence / medium

Tool-Aware Curricula Replace Static Tasks

Projection: Gemini 3.5 Flash can choose and execute actions across computer environments, while Claude Sonnet 5 advances scaled coding and agent workflows. Training can therefore target when to search, calculate, delegate, use a tool, or stop. The test is tool-choice quality under cost and failure constraints, not answer accuracy alone.

Why this idea is here

What the evidence establishes.

Google documents built-in computer use in Gemini 3.5 Flash; Anthropic documents Claude Sonnet 5 as its current scaled model for coding, agents, and enterprise work. These current premises support tool-aware curricula without proving the proposed training policy.

Source ledger

Read the sources.

  1. S01
    Computer use in Gemini 3.5 Flash

    official model release / published 2026-06-24 / retrieved 2026-07-10

  2. S02
    Introducing Claude Sonnet 5

    official model release / published 2026-06-30 / retrieved 2026-07-10

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