SINGULARITY: In Finance and Investing

By Dr. David Edward Marcinko MBA MEd

SPONSOR: http://www.MarcinkoAssociates.com

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The singularity promises to revolutionize medicine by accelerating diagnostics, treatment, and longevity—but it also demands ethical vigilance and systemic transformation.

The concept of the technological singularity refers to a hypothetical future moment when artificial intelligence (AI) surpasses human intelligence, triggering exponential advances in technology. In medicine, this could mark a turning point where AI-driven systems outperform human clinicians in diagnosis, treatment planning, and even biomedical research. While the singularity remains speculative, its implications for healthcare are profound and multifaceted.

One of the most promising impacts is in diagnostics and precision medicine. AI systems trained on vast datasets of medical images, genetic profiles, and patient histories could detect diseases earlier and more accurately than human doctors. For example, algorithms already outperform radiologists in identifying certain cancers from imaging scans. As we approach the singularity, these systems may evolve into autonomous diagnostic agents capable of real-time analysis and personalized recommendations, tailored to each patient’s unique biology.

Another transformative area is drug discovery and development. Traditional pharmaceutical research is slow and costly, often taking over a decade to bring a new drug to market. AI could dramatically shorten this timeline by simulating molecular interactions, predicting therapeutic targets, and optimizing clinical trial designs. With superintelligent systems, the pace of innovation could accelerate to the point where treatments for currently incurable diseases—like Alzheimer’s or certain cancers—become feasible within months.

The singularity also opens doors to radical longevity and human enhancement. Advances in nanotechnology, genomics, and regenerative medicine may converge to extend human lifespan significantly. AI could help decode the aging process, identify biomarkers of cellular decline, and engineer interventions that slow or reverse it. Some theorists even envision a future where aging is treated as a curable condition, and mortality becomes a choice rather than a biological inevitability.

However, these breakthroughs come with serious ethical and societal challenges. Data privacy, algorithmic bias, and access inequality are critical concerns. If singularity-level AI is controlled by a few corporations or governments, it could exacerbate global health disparities. Moreover, the replacement of human clinicians with machines raises questions about empathy, trust, and accountability in care. Who is responsible when an AI makes a life-altering mistake?

To navigate this future responsibly, medicine must embrace interdisciplinary collaboration. Ethicists, technologists, clinicians, and policymakers must work together to ensure that AI systems are transparent, equitable, and aligned with human values. Regulatory frameworks must evolve to keep pace with innovation, and medical education must prepare practitioners to work alongside intelligent machines.

In conclusion, the singularity represents both a promise and a peril for medicine. It offers unprecedented opportunities to enhance human health, but also demands careful stewardship to avoid unintended consequences.

As we edge closer to this horizon, the challenge will be not just technological, but deeply human: to harness intelligence beyond our own in service of healing, compassion, and justice.

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EDUCATION: Books

SPEAKING: Dr. Marcinko will be speaking and lecturing, signing and opining, teaching and preaching, storming and performing at many locations throughout the USA this year! His tour of witty and serious pontifications may be scheduled on a planned or ad-hoc basis; for public or private meetings and gatherings; formally, informally, or over lunch or dinner. All medical societies, financial advisory firms or Broker-Dealers are encouraged to submit a RFP for speaking engagements: MarcinkoAdvisors@outlook.com

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MEDICAL DEVICES: Special Considerations

By Staff Reporters

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INFORMATION TECHNOLOGY CONSIDERATIONS FOR MEDICAL DEVICES

In 2013, the Food and Drug Administration (FDA) issued its first cybersecurity safety communication, followed in 2014 by final guidance. It struck a reasonable balance between new regulations (almost none) and guidance (in the form of non-binding recommendations).

In 2015, the Federal Trade Commission (FTC) released a staff report entitled Internet of Things: Privacy & Security in a Connected World, in which it recommend that Internet of Things (IoT) style devices, which of course include medical and clinical devices, need to maintain a good security posture. It’s worth noting that the FDA, FTC, and other government regulators are centering on a few key guidelines. The following recommendations come directly from the FTC report.

Companies should build security into their devices at the outset, rather than as an afterthought. As part of the security by design process, companies should consider:

  • Conducting a privacy or security risk assessment
  • Minimizing the data they collect and retain
  • Testing their security measures before launching their products
  • Companies should train all employees about good security, and ensure that security issues are addressed at the appropriate level of responsibility within the organization
  • Companies should retain service providers that are capable of maintaining reasonable security and provide reasonable oversight for these service providers.
  • When companies identify significant risks within their systems, they should implement a defense-in-depth approach, in which they consider implementing security measures at several levels.
  • Companies should consider implementing reasonable access control measures to limit the ability of an unauthorized person to access a consumer’s device, data, or even the consumer’s network.
  • Companies should continue to monitor products throughout the life cycle and, to the extent feasible, patch known vulnerabilities

According to colleague Shahid N. Shah MS, the FTC report and FDA guidelines are remarkably consistent. When thinking of cybersecurity and data privacy, engineers tend to think about authentication, authorization, and encryption. Those are the relatively easy topics. For safety-critical devices, however, things are much more difficult and need to encompass a larger surface of questions, including but not limited to:

  • Asset Inventory: Is the device discoverable, and can it associate itself with standard IT inventory systems so that revision management, software updates, and monitoring can be automated?
  • Cyber Insurance: Does the device have enough security documentation to allow it to be insured by standard cyber insurance riders?
  • Patching: How is the firmware, operating system (OS), or application going to be patched by IT staff within hospitals (or the home for remote devices)?
  • Internal Threats: Has the device been designed to circumvent insider (hospital staff, network participants, etc.) threats?
  • External Threats: Has the device been designed to lock down the device from external threats?
  • Embedded OS Security: Is the device sufficiently hardened at the operating system level, such that no extraneous software components, which increase the attack surface, are present?
  • Firmware and Hardware Security: Are the firmware and hardware components sourced from reputable suppliers and free of state-sponsored spying?
  • Application Security: Is the Microsoft Security Development Lifecycle (SDL) or similar software security assurance process integrated into the engineering process?
  • Network Security: Have all network protocols not in use by the device been turned off so that they are not broadcasting?
  • Data Privacy: What data segmentation, logging, and auditing is being done to ensure appropriate data privacy?
  • HIPAA Compliance: Have proper steps been followed to ensure Health Insurance Portability and Accountability Act (HIPAA) compliance?
  • FISMA Compliance: If you’re selling to the federal government, have proper steps, such as use of Federal Information Processing Standard (FIPS) certified encryption, been followed to ensure Federal Information Security Management Act (FISMA) compliance?
  • Data Loss Prevention (DLP): Is there monitoring in place to ensure data leakage outside of the device doesn’t occur?
  • Vulnerabilities: Have common vulnerabilities such as the Open Web Application Security Project (OWASP) Top 10 been reviewed?
  • Data Sharing: Are proper data sharing agreements in place to allow sharing of data across devices and networks?
  • Password Management: Are passwords hardcoded into the device or made configurable?
  • Configuration Protection: Are configuration files properly check-summed and protected against malicious changes?

ASSESSMENT

It is vital to perform a security assessment on a healthcare practice to understand the environment, identify risks and perform risk mitigation. A one-time security assessment with risk mitigation is not sufficient in 2025. This is a continuous process that needs to be performed religiously to maintain a secure and compliant practice.

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