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In this interview from theCUBE + NYSE Wired: Mixture of Experts, Thomas Bodenski of TS Imagine joins Anahita Tafvizi of Snowflake to talk with theCUBE + NYSE Wired's Gemma Allen about how AI in financial services is moving beyond chatbots and into decisions that move money. Bodenski details TS Imagine's new TSIQ platform, five years and more than $100 million in the making, which lets AI not just explain or recommend but act across trading, risk management and securities finance. Tafvizi explains how Snowflake's governed data foundation makes that shift possible, pointing to internal automation that turned weeks-long earnings disclosures into minutes and a sales-enablement agent fielding tens of thousands of questions weekly. The conversation also explores TSIQ's architecture, which Bodenski calls "the loop" — a system pairing a deterministic plane of long-trusted calculation engines with a probabilistic plane of large language models, connected through a shared ontology and semantic layer. Tafvizi describes how autonomous agents now diagnose and propose fixes for broken data pipelines overnight, requiring only human approval by morning. Both executives stress that every action, whether taken by human or machine, must remain fully auditable and explainable in a heavily regulated industry. Looking ahead, Bodenski and Tafvizi outline a shared roadmap centered on deeper automation, measurable ROI and the judgment to know when a deterministic model or a frontier AI model is the right tool for the job. Find more SiliconANGLE news and analysis https://siliconangle.com/ Follow theCUBE's wall-to-wall event coverage https://siliconangle.com/events/ Learn about the latest theCUBE events https://www.thecube.net/ 00:00 - AI in Financial Platforms and Enterprise Automation 02:39 - Autonomous AI: Accuracy, Governance, and ROI 06:25 - Building TSIQ on Snowflake's Data Foundation 09:06 - Autonomous Agents for Data Pipelines, Trading, and Risk 11:45 - Deterministic Engines and Efficient AI Automation #theCUBE #MixtureofExperts #theCUBEresearch #NYSEWired #Snowflake #TSImagine #AI

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