The Great AI Model Mirage: Why Rippling’s Production Payroll Test Proves Cheap Models Beat Expensive Labs

Executive Overview In the fast-paced ecosystem of artificial intelligence, a dangerous and expensive consensus has quietly taken hold: to build world-class, enterprise-grade AI software, a company must continuously upgrade to the largest, most expensive foundation models on the market. For software executives, venture capitalists, and B2B founders, the default operational mode has been to chase…

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The Illusion of Objectivity: Inside Mirage’s $50,000 AI News Experiment and the Battle for the Soul of Journalism

Executive Overview Public data has consistently signaled a resounding public rejection of artificial intelligence in news consumption. Despite this, Silicon Valley venture capitalists and tech startups continue to chase the mirage of automated broadcasting. The latest incarnation of this ambition comes from Mirage, the AI startup recognized for its popular video-editing application, Captions. Fresh off…

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Behind the Zero-Day Mirage: Convicted Felons Jacob Wohl and Jack Burkman Pivot to Offensive Cybersecurity

Executive Overview A newly surfaced cybersecurity entity promising multi-million-dollar bounties for high-tier software vulnerabilities has raised alarm bells across the threat intelligence community. Operating under the name IRIS C2 and managed through a corporate entity called Calvexa Group LLC, the organization purports to purchase exclusive, high-grade offensive cyber capabilities—including zero-day exploits—for resale to government clients….

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