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Google DeepMind

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Ideas that could help Google DeepMind

Sycophancy Scorecard: Human-Baselined Affirmation Audits for AI AssistantsWhy it helps: Ships Gemini across consumer and enterprise surfaces; a per-dimension sycophancy scorecard (validation, indirectness, framing) slots directly into its existing safety-evaluation infrastructure.
Grokking Accelerator for Algorithmic Training RunsWhy it helps: Publishes extensively on grokking and algorithmic generalization; the same epoch reduction multiplies experiment throughput on a fixed research compute budget.
RepSpec: representation-correct layer generator for equivariant scientific MLWhy it helps: Materials-discovery efforts such as GNoME depend on graph networks whose correctness hinges on symmetry handling; the tool de-risks representation conventions in its research pipelines.

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