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DTSTART;TZID=America/New_York:20260725T120000
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SUMMARY:Closed-Loop Intelligence: How AI Plans\, Connects\, Fails\, and Learns Across the Hyperscale Infrastructure Lifecycle
DESCRIPTION:At AWS scale\, a single capacity planning error misallocates hundreds of millions in CapEx. Spreadsheets don't survive at this velocity — closed-loop AI systems do.\nThis session delivers a practitioner's unfiltered view from inside hyperscale infrastructure planning at AWS. We examine how AI pipelines connect demand forecasting\, gap analysis\, build planning\, and rack deployment into a single end-to-end system and what that looks like in operational reality. We explore how feedback loops enable planning systems to detect model drift\, recalibrate on actuals\, and compound forecast accuracy over time.\nBut intelligence without failure analysis is incomplete. We confront what happens when the forecast is wrong at scale\, how failure cascades across procurement\, deployment\, and customer commitments\, and how human-in-the-loop governance and explainable AI contain the damage and restore trust.\nAI that plans\, connects\, fails\, and learns.\nSpeaker(s): Nainsi Jain\,\nAgenda:\nArlington Central Library\n1015 N Quincy St\, Arlington\, Airlington\, Virginia\, United States\, 22201\, Virtual: https://events.vtools.ieee.org/m/560012
URL:https://svec.org/event/closed-loop-intelligence-how-ai-plans-connects-fails-and-learns-across-the-hyperscale-infrastructure-lifecycle/
LOCATION:1015 N Quincy St\, Arlington\, Airlington\, Virginia\, United States\, 22201\, Virtual: https://events.vtools.ieee.org/m/560012
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DTSTART;TZID=America/New_York:20260725T120000
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DTSTAMP:20260713T181808Z
CREATED:20260713T181808Z
LAST-MODIFIED:20260713T181808Z
UID:78649-1784980800-1784988000@svec.org
SUMMARY:Closed-Loop Intelligence: How AI Plans\, Connects\, Fails\, and Learns Across the Hyperscale Infrastructure Lifecycle
DESCRIPTION:At AWS scale\, a single capacity planning error misallocates hundreds of millions in CapEx. Spreadsheets don't survive at this velocity — closed-loop AI systems do.\nThis session delivers a practitioner's unfiltered view from inside hyperscale infrastructure planning at AWS. We examine how AI pipelines connect demand forecasting\, gap analysis\, build planning\, and rack deployment into a single end-to-end system and what that looks like in operational reality. We explore how feedback loops enable planning systems to detect model drift\, recalibrate on actuals\, and compound forecast accuracy over time.\nBut intelligence without failure analysis is incomplete. We confront what happens when the forecast is wrong at scale\, how failure cascades across procurement\, deployment\, and customer commitments\, and how human-in-the-loop governance and explainable AI contain the damage and restore trust.\nAI that plans\, connects\, fails\, and learns.\nSpeaker(s): Nainsi Jain\,\nAgenda:\nArlington Central Library\n1015 N Quincy St\, Arlington\, Airlington\, Virginia\, United States\, 22201\, Virtual: https://events.vtools.ieee.org/m/560012
URL:https://svec.org/event/closed-loop-intelligence-how-ai-plans-connects-fails-and-learns-across-the-hyperscale-infrastructure-lifecycle-2/
LOCATION:1015 N Quincy St\, Arlington\, Airlington\, Virginia\, United States\, 22201\, Virtual: https://events.vtools.ieee.org/m/560012
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