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Neurologists’ Expertise Drives Significant Downstream Revenue in Health Care Systems

A new Medicare study reveals that neurologists generate substantially more downstream revenue when treating common neurologic conditions than non-neurologists, mainly because neurologists use more in-depth diagnostics and treatment strategies.

Neurologists generate significantly greater downstream revenue while treating common neurologic diseases than non-neurologist physicians, underscoring their clinical and financial importance to health systems, an analysis shows.

The report, published in October in Neurology Clinical Practice, revealed that neurologist-led care generated up to 519 percent more downstream revenue than non-neurologists did, adding approximately $180 million to downstream revenue totals. For autoimmune neuromuscular diseases alone, neurologist-led care generated $58.7 million in downstream revenue compared to $9.5 million from non-neurologists. This increased revenue, experts note, translates to better outcomes for patients with neurologic conditions.

Cybercriminals Abuse Google Cloud Email Feature in Multi-Stage Phishing Campaign

In response to the findings, Google has blocked the phishing efforts that abuse the email notification feature within Google Cloud Application Integration, adding that it’s taking more steps to prevent further misuse.

Check Point’s analysis has revealed that the campaign has primarily targeted manufacturing, technology, financial, professional services, and retail sectors, although other industry verticals, including media, education, healthcare, energy, government, travel, and transportation, have been singled out.

“These sectors commonly rely on automated notifications, shared documents, and permission-based workflows, making Google-branded alerts especially convincing,” it added. “This campaign highlights how attackers can misuse legitimate cloud automation and workflow features to distribute phishing at scale without traditional spoofing.”

Why Supersonic Jet Engines Will Power AI Data Centers

⚙️ Q: What makes supersonic engines better than subsonic for ground power generation? A: Supersonic engines designed for 160°F operation at 60,000 ft and Mach 1.7 handle high ground temperatures without requiring water cooling, throttling, or water spray that subsonic engines need to avoid melting in hot conditions.

Deployment Timeline.

📅 Q: When will Boom’s engines start powering AI data centers? A: Boom’s supersonic engines are scheduled to begin providing power to AI customers in 2027, becoming the most tested new jet engine ever before carrying passengers.

Business Model.

💰 Q: How does powering data centers benefit Boom’s supersonic aircraft development? A: The symbiotic relationship creates a financial bridge where engines generate revenue from data center operations before deployment in commercial passenger aircraft, funding the experimental-to-commercial transition.

Environmental Considerations.

Continue reading “Why Supersonic Jet Engines Will Power AI Data Centers” | >

Technological Disruption: Strategic Inflection Points From 2026

By Chuck Brooks

Quantum Computing and the Dismantling of Cryptographic Foundations Quantum technology may be the most transformative long-term influence on the horizon. Although large-scale, fault-tolerant quantum computers may remain years from realization, their expected influence is already transforming cybersecurity strategies. As quantum technology advances, the risk of “harvest now, decrypt later” assaults suggests that today’s encrypted sensitive data could become vulnerable in the future.

From 2026 to 2030, enterprises will increasingly recognize that cryptographic agility is vital. The move to post-quantum cryptography standards means that old systems, especially those in critical infrastructure, financial services, and government networks, need to be fully inventoried, evaluated, and upgraded.

Analyzing Bill Ackman’s SpaceX IPO Offer w/ Tesla Larry

🔹 Q: What specific cost advantages does SPARC offer beyond eliminating underwriting fees? A: SPARC reduces friction, cost, and time by bypassing the traditional investment banking process entirely, eliminating promotional fees and creating a cleaner, more transparent process than traditional SPACs.

🔹 Q: How would Tesla shareholders get early access to SpaceX shares through SPARC? A: Tesla shareholders would receive special rights to acquire SpaceX shares at the IPO price before the public, potentially through warrants at a discounted price, allowing them to benefit from SpaceX’s future growth.

🔹 Q: What advantage does SPARC provide Tesla investors over traditional IPO allocation? A: SPARC enables more equitable allocation of SpaceX shares to Tesla investors, avoiding the traditional gated process that benefits Wall Street bankers’ friends and their preferred clients.

🔹 Q: How could SpaceX share access impact Tesla’s stock price? A: The SPARC structure allowing Tesla shareholders to receive warrants for SpaceX shares at discounted prices could potentially boost Tesla’s stock price by providing unique value to existing shareholders.

Pricing Control.

🔹 Q: Who controls pricing in SPARC versus traditional IPO? A: SPARC allows the public to set the price rather than banker control, giving SpaceX more control over pricing decisions compared to traditional IPO where investment banks determine valuation.

Continue reading “Analyzing Bill Ackman’s SpaceX IPO Offer w/ Tesla Larry” | >

Helping AI agents search to get the best results out of large language models

Whether you’re a scientist brainstorming research ideas or a CEO hoping to automate a task in human resources or finance, you’ll find that artificial intelligence (AI) tools are becoming the assistants you didn’t know you needed. In particular, many professionals are tapping into the talents of semi-autonomous software systems called AI agents, which can call on AI at specific points to solve problems and complete tasks.

AI agents are particularly effective when they use large language models (LLMs) because those systems are powerful, efficient, and adaptable. One way to program such technology is by describing in code what you want your system to do (the “workflow”), including when it should use an LLM. If you were a software company trying to revamp your old codebase to use a more modern programming language for better optimizations and safety, you might build a system that uses an LLM to translate the codebase one file at a time, testing each file as you go.

But what happens when LLMs make mistakes? You’ll want the agent to backtrack to make another attempt, incorporating lessons it learned from previous mistakes.

Interpol-led action decrypts 6 ransomware strains, arrests hundreds

An Interpol-coordinated initiative called Operation Sentinel led to the arrest of 574 individuals and the recovery of $3 million linked to business email compromise, extortion, and ransomware incidents.

Between October 27 and November 27, the investigation, which involved law enforcement in 19 countries, took down more than 6,000 malicious links and decrypted six distinct ransomware variants.

Interpol says that the cybercrime cases investigated are connected to more than $21 million in financial losses.

Inside SpaceX’s Pre-IPO Share Buyback and Who Gets Access

SpaceX is preparing for a potential IPO by buying back shares from institutional holders and allowing existing shareholders to sell shares, while its affiliate company Tesla is making progress in autonomous driving technology with plans to launch robo-taxis in multiple cities ## Questions to inspire discussion.

SpaceX Investment Access.

🔐 Q: How can individual investors access SpaceX shares before the IPO?

A: Investors must be accredited with liquid net worth over $1M (excluding home) and can access shares through special purpose vehicles (SPVs) that charge upfront fees and 10% carry on returns.

💰 Q: What is the minimum investment required to buy SpaceX shares directly?

A: Direct SpaceX share purchases require $50M-$1B investments due to SEC’s 2,000 shareholder cap for private companies, making SPVs the only option for smaller investors.

Continue reading “Inside SpaceX’s Pre-IPO Share Buyback and Who Gets Access” | >

How to build an A.I. brain that can surpass human intelligence | Ben Goertzel

How to build an A.I. brain that can surpass human intelligence.

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Artificial intelligence has the capability to far surpass our intelligence in a relatively short period of time. But AI expert Ben Goertzel knows that the foundation has to be strong for that artificial brain power to grow exponentially. It’s all good to be super-intelligent, he argues, but if you don’t have rationality and empathy to match it the results will be wasted and we could just end up with an incredible number-cruncher. In this illuminating chat, he makes the case for thinking bigger. Ben Goertzel’s most recent book is AGI Revolution: An Inside View of the Rise of Artificial General Intelligence.

BEN GOERTZEL:

Ben Goertzel is CEO and chief scientist at SingularityNET, a project dedicated to creating benevolent decentralized artificial general intelligence. He is also chief scientist of financial prediction firm Aidyia Holdings and robotics firm Hanson Robotics; Chairman of AI software company Novamente LLC; Chairman of the Artificial General Intelligence Society and the OpenCog Foundation. His latest book is AGI Revolution: An Inside View of the Rise of Artificial General Intelligence.

TRANSCRIPT:

Continue reading “How to build an A.I. brain that can surpass human intelligence | Ben Goertzel” | >

The Governance Case for Tesla Taking a Pre-IPO Stake in SpaceX

Elon Musk is considering Tesla taking a pre-IPO stake in SpaceX to integrate their businesses, accelerate ambitious projects, and increase the value of both companies ## ## Questions to inspire discussion.

Strategic Governance Alignment.

🔄 Q: Why should Tesla acquire a pre-IPO stake in SpaceX rather than waiting until after the IPO? A: A pre-IPO stake resolves governance and conflict risks before SpaceX’s planned $30B IPO in mid-2026, ensuring all transactions are recorded as part of the IPO and avoiding complications that could impact IPO pricing or create persistent post-IPO conflicts between the two companies.

🎯 Q: What is the core governance problem Tesla shareholders currently face with SpaceX? A: Tesla shareholders are exposed to SpaceX outcomes through dependencies on Starlink connectivity, orbital compute, and launch cadence without any ownership rights, governance rights, or downside protection as the companies converge operationally but not financially.

⚖️ Q: How would a pre-IPO stake transaction affect Tesla’s ownership structure and Musk’s control? A: The transaction would dilute Tesla by 20% but could raise market cap to $1.62-2T, increasing Musk’s stake to 22.1–24% and his net worth approaching $1T, enabling him to achieve 25% control significantly earlier than under the compensation plan.

Capital Requirements and Infrastructure.

Continue reading “The Governance Case for Tesla Taking a Pre-IPO Stake in SpaceX” | >
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