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AGI Is Here: AI Legend Peter Norvig on Why it Doesn’t Matter Anymore

Are we chasing the wrong goal with Artificial General Intelligence, and missing the breakthroughs that matter now?

On this episode of Digital Disruption, we’re joined by former research director at Google and AI legend, Peter Norvig.

Peter is an American computer scientist and a Distinguished Education Fellow at the Stanford Institute for Human-Centered Artificial Intelligence (HAI). He is also a researcher at Google, where he previously served as Director of Research and led the company’s core search algorithms group. Before joining Google, Norvig headed NASA Ames Research Center’s Computational Sciences Division, where he served as NASA’s senior computer scientist and received the NASA Exceptional Achievement Award in 2001.He is best known as the co-author, alongside Stuart J. Russell, of Artificial Intelligence: A Modern Approach — the world’s most widely used textbook in the field of artificial intelligence.

Peter sits down with Geoff to separate facts from fiction about where AI is really headed. He explains why the hype around Artificial General Intelligence (AGI) misses the point, how today’s models are already “general,” and what truly matters most: making AI safer, more reliable, and human-centered. He discusses the rapid evolution of generative models, the risks of misinformation, AI safety, open-source regulation, and the balance between democratizing AI and containing powerful systems. This conversation explores the impact of AI on jobs, education, cybersecurity, and global inequality, and how organizations can adapt, not by chasing hype, but by aligning AI to business and societal goals. If you want to understand where AI actually stands, beyond the headlines, this is the conversation you need to hear.

In this episode:
00:00 Intro.
01:00 How AI evolved since Artificial Intelligence: A Modern Approach.
03:00 Is AGI already here? Norvig’s take on general intelligence.
06:00 The surprising progress in large language models.
08:00 Evolution vs. revolution.
10:00 Making AI safer and more reliable.
12:00 Lessons from social media and unintended consequences.
15:00 The real AI risks: misinformation and misuse.
18:00 Inside Stanford’s Human-Centered AI Institute.
20:00 Regulation, policy, and the role of government.
22:00 Why AI may need an Underwriters Laboratory moment.
24:00 Will there be one “winner” in the AI race?
26:00 The open-source dilemma: freedom vs. safety.
28:00 Can AI improve cybersecurity more than it harms it?
30:00 “Teach Yourself Programming in 10 Years” in the AI age.
33:00 The speed paradox: learning vs. automation.
36:00 How AI might (finally) change productivity.
38:00 Global economics, China, and leapfrog technologies.
42:00 The job market: faster disruption and inequality.
45:00 The social safety net and future of full-time work.
48:00 Winners, losers, and redistributing value in the AI era.
50:00 How CEOs should really approach AI strategy.
52:00 Why hiring a “PhD in AI” isn’t the answer.
54:00 The democratization of AI for small businesses.
56:00 The future of IT and enterprise functions.
57:00 Advice for staying relevant as a technologist.
59:00 A realistic optimism for AI’s future.

#ai #agi #humancenteredai #futureofwork #aiethics #innovation.

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How AI & Quantum Are Reshaping Federal Innovation

By Chuck Brooks

#artificialintelligence #tech #government #quantum #innovation #federal #ai

By Chuck Brooks, president of Brooks Consulting International

In 2026, government technological innovation has reached a key turning point. After years of modernization plans, pilot projects and progressive acceptance, government leaders are increasingly incorporating artificial intelligence and quantum technologies directly into mission-critical capabilities. These technologies are becoming essential infrastructure for economic competitiveness, national security and scientific advancement rather than merely scholarly curiosity.

We are seeing a deliberate change in the federal landscape from isolated testing to the planned implementation of emerging technology across the whole government. This evolution represents not only technology momentum but also policy leadership, public-private collaboration and expanded industrial capability.

JNK Phosphorylates SIRT6 to Stimulate DNA Double-Strand Break Repair in Response to Oxidative Stress by Recruiting PARP1 to DNA Breaks

(Cell Reports 16, 2641–2650; September 6, 2016)

The original version of this article, published on August 25, 2016, included an incorrect immunoblot image. The anti-H3 loading control shown in Figure 2C was inadvertently duplicated from a separate project during manuscript preparation. This was an unintentional oversight.

Normally, the authors would replace the incorrect image with the correct one. However, because the experiments were performed more than 10 years ago, the original image/film could not be located. This is consistent with the authors’ institutional data-retention policy, which requires data to be kept for only three years after a project’s completion. After discussion, the authors and editors agreed that removing the immunoblot images from Figure 2C would prevent confusion for future readers without changing the article’s central conclusions.

Cloudflare misconfiguration behind recent BGP route leak

Cloudflare has shared more details about a recent 25-minute Border Gateway Protocol (BGP) route leak affecting IPv6 traffic, which caused measurable congestion, packet loss, and approximately 12 Gbps of dropped traffic.

The BGP system helps route data across different networks called autonomous systems (AS) that send it to destination through smaller networks on the internet.

The incident was caused by an accidental policy misconfiguration on a router and affected external networks beyond Cloudflare customers.

Burden of Central Nervous System Cancer in the United States

While incidence rates for central nervous system cancer remained stable from 1990 to 2021, both mortality and disability-adjusted life-years (DALYs) declined. Disparities by geography, age, sex, and sociodemographic status highlight needs for targeted health policy reforms and resource redistribution.

Findings In this cross-sectional study, analysis of the Global Burden of Disease Study 2021 data on US CNS cancers revealed that although the incidence rate remained relatively stable, both disability-adjusted life-years and mortality rates declined. However, substantial disparities persisted across geographical location, age, sex, and sociodemographic profile.

Meaning The persistent disparity in CNS cancer burden highlights the urgent need to reevaluate public health policies and redistribute health care resources to better support marginalized and underserved populations.

Cognition all the way down 2.0: neuroscience beyond neurons in the diverse intelligence era

This paper formalizes biological intelligence as search efficiency in multi-scale problem spaces, aiming to resolve epistemic deadlocks in the basal “cognition wars” unfolding in the Diverse Intelligence research program. It extends classical work on symbolic problem-solving to define a novel problem space lexicon and search efficiency metric. Construed as an operationalization of intelligence, this metric is the decimal logarithm of the ratio between the cost of a random walk and that of a biological agent. Thus, the search efficiency measures how many orders of magnitude of dissipative work an agentic policy saves relative to a maximal-entropy search strategy. Empirical models for amoeboid chemotaxis and barium-induced planarian head regeneration show that, under conservative (i.e.

Ben & Marc: Why Everything Is About to Get 10x Bigger

The media and tech landscape is undergoing a significant transformation driven by advancements in AI, technology, and new structures, enabling entrepreneurs and companies to achieve exponential growth and innovation ## ## Questions to inspire discussion.

Building Your Own Platform.

🚀 Q: How can writers escape traditional media constraints? A: Launch on decentralized platforms like Substack where you build your own brand and business as a “non-fungible writer”, potentially creating organizations 10x larger than traditional media companies you’d work for.

💰 Q: What makes writer-led platforms attractive investments? A: Platforms become cornerstone franchises when writers only succeed by making the platform successful, creating aligned incentives that generate significant returns while enabling top talent to build independent businesses.

📊 Q: What content opportunity exists in decentralized media? A: A barbell market is emerging with mainstream filler content on one end and massive untapped demand for high-quality niche content on the other, creating opportunities across various specialized domains.

Leveraging AI for Business.

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LOTUSLITE Backdoor Targets U.S. Policy Entities Using Venezuela-Themed Spear Phishing

Security experts have disclosed details of a new campaign that has targeted U.S. government and policy entities using politically themed lures to deliver a backdoor known as LOTUSLITE.

The targeted malware campaign leverages decoys related to the recent geopolitical developments between the U.S. and Venezuela to distribute a ZIP archive (“US now deciding what’s next for Venezuela.zip”) containing a malicious DLL that’s launched using DLL side-loading techniques. It’s not known if the campaign managed to successfully compromise any of the targets.

The activity has been attributed with moderate confidence to a Chinese state-sponsored group known as Mustang Panda (aka Earth Pret, HoneyMyte, and Twill Typhoon), citing tactical and infrastructure patterns. It’s worth noting that the threat actor is known for extensively relying on DLL side-loading to launch its backdoors, including TONESHELL.

El Niño and La Niña synchronize global droughts and floods, study finds

Water extremes such as droughts and floods have a huge impact on communities, ecosystems, and economies. Researchers with The University of Texas at Austin have turned their attention to tracking these extremes across Earth and have discovered what is driving them.

In a recent study published in AGU Advances, the researchers found that over the past two decades ENSO, a climate pattern in the equatorial Pacific Ocean that includes El Niño and La Niña, has been the dominant driver of total water storage extremes at the global level. What’s more, the researchers found that ENSO has a synchronizing effect on water storage extremes across continents.

Study co-author Bridget Scanlon, a research professor at the Bureau of Economic Geology at the UT Jackson School of Geosciences, said that understanding how extremes unfold across the world has humanitarian and policy impacts.

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