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AS
Engineer

Amer Sinha

Software Engineer at Google Research

LinkedIn

Amer Sinha is a software engineer at Google Research working on machine learning.

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VaultGemma1

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Ryan McKennaResearcher
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Ryan McKennaResearcher
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Amer Sinha as author

Tool-space interference in the MCP era: Designing for agent compatibility at scale
arXivresearchneutralSep 21, 2025

Scaling laws for differentially private language model training accurately model compute-privacy-utility tradeoffs and identify optimal training configurations for privacy-preserving LLM development.

“Author of "Tool-space interference in the MCP era: Designing for agent compatibility at sca" on arXiv”

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Google releases VaultGemma, an open-weight model designed to protect sensitive training data securely
Google ResearchannouncementpositiveSep 15, 2025

Google released VaultGemma, the largest open-weight language model (1B parameters) trained from scratch with differential privacy, alongside new scaling laws quantifying compute-privacy-utility trade-offs.

“Co-introduced VaultGemma, the most capable language model trained from scratch with differential privacy.”

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