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  "notes": "The slide provides a breakdown of GAAP vs Non-GAAP operating expenses and explains the drivers behind the changes in R&D, S&M, and G&A.",
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      "text": "Adjusted Opex deleverage of 230 bps YoY: R&D +12.5% primarily due product development costs; S&M -4.8% primarily due to lower variable comp; G&A ex legal +5.9% due to systems and tools investment.",
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      "text": "Investing in the business in Q3",
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