Google’s TurboQuant compression algorithm cut AI memory requirements sixfold and sent chip stocks tumbling across three continents, Crusoe signed for 12 gigawatt-hours of iron-air battery storage at a scale no grid has attempted, and a jury found Meta and YouTube liable for designing addictive products that harmed a child.
https://sharedsapience.com/the-century-report-march-26-2026/
TurboQuant targets the key-value cache - the working memory AI systems use during inference - converting vectors into a polar coordinate system that shrinks memory requirements by up to six times while maintaining output quality. On H100 GPUs, Google reports an eightfold performance increase in some tests. SK Hynix fell 6% and Samsung nearly 5% within hours. Cloudflare’s CEO called it “Google’s DeepSeek,” referencing the efficiency shock that roiled markets in January 2025. The structural implication is the same pattern playing out again: each compression breakthrough makes intelligence cheaper to deploy, which expands who can deploy it, which drives demand for the next capability tier. Meanwhile, compute itself crossed a threshold - the first tradable price index for GPU hours went live on the Bloomberg Terminal, bringing institutional capital the same standardized pricing that unlocked the shale revolution and the modern grid.
Crusoe’s deal with Form Energy for 120 megawatts of iron-air batteries represents more storage capacity than any single installation on any grid anywhere. Delivery begins in 2027, and Form’s production is sold out through 2028. Dominion Energy’s Coastal Virginia Offshore Wind project delivered its first power to the grid yesterday - a 2.6-gigawatt facility that survived a federal stop-work order, secured a court injunction to resume construction, and absorbed $1.7 billion in imposed costs. EIA data confirmed that renewables provided over 25% of U.S. electricity in January 2026, with solar, wind, and batteries accounting for all net new utility-scale generation over the prior twelve months.
A Los Angeles jury found Meta and YouTube liable for designing addictive products that harmed a young user - the first social media addiction trial to reach a verdict, drawn from over 1,600 consolidated cases. Senator Sanders introduced legislation to halt AI data center construction until Congress passes comprehensive safety regulation, the first federal bill to bind infrastructure buildout, AI safety, labor displacement, and wealth concentration into a single framework. And Northeastern University researchers demonstrated that AI agents could be manipulated into disabling their own functionality when guilt-tripped by humans - the very qualities that make these systems cooperative also making them exploitable, with governance frameworks now being designed through incidents and litigation at the speed of deployment itself.
Additional Reading:
* Ars Technica - Google’s TurboQuant AI Compression Algorithm: https://arstechnica.com/ai/2026/03/google-says-new-turboquant-compression-can-lower-ai-memory-usage-without-sacrificing-quality/
* Canary Media - Crusoe Taps Novel Battery Technologies for AI Buildout: https://www.canarymedia.com/articles/batteries/crusoe-taps-novel-battery-technologies-ai-buildout
* The Guardian - Meta and YouTube Found Liable for Social Media Addiction: https://www.theguardian.com/media/2026/mar/25/jury-verdict-us-first-social-media-addiction-trial-meta-youtube
* Wired - Sanders AI Safety Bill Would Halt Data Center Construction: https://www.wired.com/story/new-bernie-sanders-ai-safety-bill-would-halt-data-center-construction/
* Shared Sapience - The Century Report February 20, 2026: https://sharedsapience.com/the-century-report-february-20-2026/
* Shared Sapience - The Last Difficult Decade 2025-2035: https://sharedsapience.com/the-last-difficult-decade-2025-2035/
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https://sharedsapience.com/century-report/
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