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K9 Duke EOW: Feb 19, 2023

on February 24, 2023

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Tracking AI Investment: Capital Formation in Artificial Intelligence from 2015 to 2050

The artificial intelligence investment landscape has dramatically transformed since 2015, with unprecedented capital formation accelerating in recent years despite periodic market corrections. Private investment in AI reached $91.9 billion in 2022, representing a 26% decrease from the record $124.1 billion in 2021, yet maintaining substantially higher levels than pre-2020 figures. This comprehensive analysis examines historical AI investment patterns, methodologies for tracking capital flows, company formation trends, and projects future investment trajectories through 2050, providing essential insights for investors, policymakers, and industry stakeholders. Frameworks for Tracking AI Investment Monitoring capital formation in artificial intelligence requires robust methodological frameworks and reliable data sources. Various approaches have emerged to quantify and analyze this rapidly evolving landscape. Key Investment Metrics and Taxonomies To effectively track AI investment,...

Musk’s Empire Under Siege in 2025: Coordinated Hacks, Vandalism, Smears, and Market Mayhem

Elon Musk’s tumultuous foray into politics and crypto in 2025 has coincided with an unprecedented wave of attacks against his businesses and public image. Since Musk took on a role in President Trump’s administration (heading the so-called Department of Government Efficiency (DOGE) ) and doubled down on promoting Dogecoin, his companies have been hit by cyber-attacks, physical vandalism, stock manipulation attempts, and media smears . Below, we investigate 30+ specific incidents from 2025 – detailing the nature, timing, and impact of each – and analyze how they align with Musk’s political and crypto involvement. The findings reveal a clear pattern of retaliation and risk for Musk’s ventures. Cyber Attack on X.com (Twitter) – A “Massive” DDoS Outage In March 2025, Musk’s social platform X (formerly Twitter) suffered a major disruption that Musk attributed to a coordinated cyber assault. On March 10, 2025 , X went down intermittently for many users; Musk announced a “massive cyberatt...

2025: The Year of the Agent – When AI Brains Meet Robot Bodies

This post presents a popular science and consumer audience perspective, avoiding overly technical jargon while providing data-backed insights and examples. It focuses on Key AI agent innovations, including at least 10 major open-source frameworks and proprietary advancements. The latest robotic platforms integrate AI-driven decision-making and LLMs, emphasizing Google's contributions. How AI agents are displaying autonomous decision-making and multi-step reasoning in real-world applications. There is competition between open-source AI frameworks (LangChain, AutoGPT, Manifold, etc.) and enterprise solutions from major tech companies. Google's latest AI and robotics contributions. The broader implications of AI agents becoming more capable and autonomous. 2025 marks a tipping point in the convergence of AI agents and robotics. Over the past year, we’ve seen an explosion of autonomous AI “agents” – software powered by large language models (LLMs) that can make decisions and tak...

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K9 Duke EOW: Feb 19, 2023

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