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July 19 in Longevity and AI

Gathered globally: 8, selected: 8.

The News Aggregator is an artificial intelligence system that gathers and filters global news on longevity and artificial intelligence, and provides tailored multilingual content of varying sophistication to help users understand what's happening in the world of longevity and AI.


A team led by Khon Kaen University applies an EfficientNetB7 convolutional neural network to color fundus photographs, classifying glaucoma severity according to the Hodapp-Parrish-Anderson criteria via transfer learning and fine-tuning. This approach offers accurate, single-image glaucoma screening in low-resource settings.

Key points

  • EfficientNetB7 CNN, pre-trained on ImageNet, classifies 2,940 fundus images into three glaucoma stages.
  • Transfer learning freezes 61% of layers and fine-tunes remaining layers for domain adaptation.
  • Model achieves overall accuracy 0.871 and AUCs of 0.988 (normal), 0.932 (mild-moderate), 0.963 (severe).

Why it matters: This AI-driven grading tool enhances early glaucoma detection and prioritizes severe cases, improving vision-loss prevention in resource-limited clinical settings.

Q&A

  • What is fundus photography?
  • What are Hodapp-Parrish-Anderson criteria?
  • How does transfer learning improve model performance?
  • Why use EfficientNetB7 specifically?
  • What do AUC and accuracy metrics indicate?
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Machine learning technology in the classification of glaucoma severity using fundus photographs

Research from major health institutions highlights evidence-backed strategies—such as prioritizing sleep hygiene, protective sun care, and Mediterranean-style nutrition—that leverage cellular repair mechanisms, antioxidant intake, and hormonal balance to improve skin elasticity, cardiovascular health, and overall resilience, promoting a longer healthspan.

Key points

  • Prioritizing 7–9 hours of quality sleep aligns circadian rhythms and boosts growth hormone, enhancing cellular repair and skin elasticity.
  • Daily broad-spectrum sunscreen (SPF 30+) prevents UV-induced collagen breakdown and oxidative damage, reducing photoaging and skin cancer risk.
  • Mediterranean-style diet rich in antioxidants from fruits, vegetables, whole grains, and olive oil lowers inflammation, supports DNA integrity, and extends healthspan.

Why it matters: These effortless, evidence-based habits activate natural repair, lower chronic disease risk, and transform longevity towards accessible preventative health.

Q&A

  • What is glycation and how does it impact skin aging?
  • How does circadian rhythm support cellular repair?
  • What defines a Mediterranean-style diet for longevity?
  • How do probiotics from fermented foods benefit aging?
  • Why is strength training crucial for older adults?
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Effortless Anti-Aging Habits Backed by Science

Vitruvin Longevity, a leading supplement developer, releases a stimulant-free, clean-label anti-aging formula designed to optimize NAD+ pathways, support mitochondrial performance and promote cellular repair. By combining high-purity botanical extracts, bioavailable cofactors and adaptogens, the supplement delivers daily resilience against oxidative stress and cognitive decline, offering health-conscious adults a transparent, integrative approach to longevity.

Key points

  • Integrates NAD+ precursors and mitochondrial cofactors in a bioavailable, stimulant-free formula to support cellular energy metabolism.
  • Includes adaptogenic botanicals and antioxidants to modulate oxidative stress and promote cellular repair pathways.
  • Employs full-disclosure dosing strategy for ingredient transparency, facilitating safe stacking and informed longevity regimens.

Why it matters: Vitruvin Longevity's transparent, multi-pathway formula offers a more precise and integrative alternative to conventional proprietary anti-aging blends.

Q&A

  • What is NAD+ and why is it important?
  • How does mitochondrial support impact aging?
  • What does clean-label mean in supplements?
  • Can I stack Vitruvin Longevity with other supplements?
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Vitruvin Longevity Review: Top Anti-Aging Supplement of 2025

Leading Edge Health’s GenuinePurity introduces a high-purity nicotinamide mononucleotide supplement engineered for optimal bioavailability and stability. Emphasizing ingredient transparency and structural integrity, it excludes unnecessary fillers and proprietary blends. Its once-daily capsule format ensures seamless integration into wellness stacks, catering to professionals and biohackers seeking sustainable energy, cognitive endurance, and metabolic support.

Key points

  • High-purity NMN serves as a direct NAD+ precursor to support cellular energy and DNA repair.
  • Rigorous stability protocols protect NMN from thermal and oxidative degradation during shipping and storage.
  • Single-ingredient, plant-based capsules ensure metabolic neutrality and seamless integration into existing wellness stacks.

Q&A

  • What is nicotinamide mononucleotide (NMN)?
  • Why does ingredient transparency matter in supplements?
  • How should I store NMN supplements for best results?
  • How long before I notice benefits from NMN?
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Best NMN Supplement of 2025: GenuinePurity Wins Over Reviewers With Clean Label, Daily Usability, and Stacking Logic

The Cilento Initiative on Aging Outcomes and subsequent research on spermidine and sleep explore how autophagy promotion, oxidative stress regulation, and circadian rhythm integrity interlink with hormonal health and emotional well-being to extend healthspan. Emerging gender-focused studies also highlight the influence of ovarian function and intimacy timing on resilience.

Key points

  • CIAO study identifies multidisciplinary factors—biological, psychological, social—fostering healthy aging in Italian centenarians.
  • Spermidine supplementation in rodent models enhances autophagy, cardiovascular and cognitive functions.
  • Sleep duration deviations (<7h or >9h) correlate with 14–34% increased all-cause mortality and oxidative stress markers.

Why it matters: This integrated perspective underscores a shift toward holistic healthspan strategies, highlighting combined hormonal, metabolic, and psychosocial interventions to enhance resilience beyond mere lifespan extension.

Q&A

  • What is autophagy?
  • How does sleep quality affect longevity?
  • What role does spermidine play in aging?
  • Why is sexual health linked to healthy aging?
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A research team develops a weighted ensemble of pre-trained CNNs—EfficientNet-B0, ConvNeXt-Tiny, and EfficientNet-B1—that fuses probabilities via softmax voting to classify facial skin moisture into dry, normal, and oily categories for scalable dermatology applications.

Key points

  • Weighted ensemble of EfficientNet-B0, ConvNeXt-Tiny, and EfficientNet-B1 achieves 82% test accuracy.
  • Softmax voting uses normalized weights based on each model’s validation accuracy for fusion.
  • Training data undergoes augmentation—flips, rotations, color jitter—and normalization at 224×224 resolution.

Why it matters: This ensemble approach sets a new benchmark for accurate, scalable, noninvasive skin moisture assessment, enabling personalized dermatology and consumer skincare at population scale.

Q&A

  • What is ensemble learning?
  • Why is data augmentation important in deep learning?
  • How does softmax voting work in an ensemble?
  • What causes overfitting and how can it be mitigated?
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A Weighted Ensemble Deep Learning Implementation for Facial Skin Moisture Classification

Brownstone Research outlines Trump’s $12 trillion initiative that leverages AI integration, advanced robotics deployment, and policy incentives to reshore U.S. manufacturing. The plan uses the National Robotics Strategy to secure supply-chain independence, drive $5 trillion in domestic investments, and generate 450,000 new jobs across key sectors.

Key points

  • Deployment of Tesla’s Optimus humanoid robots replicates up to nine human workers per unit to reduce labor dependency.
  • Integration of AI-powered computer vision and predictive maintenance algorithms cuts unplanned downtime through real-time equipment monitoring.
  • Secured over $450 billion in semiconductor funding and $5 trillion in domestic factory investments, creating 451,000 new manufacturing jobs.

Q&A

  • What is the National Robotics Strategy?
  • How does AI-powered predictive maintenance work?
  • Why are semiconductor investments crucial for this strategy?
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Trump's Endgame: $12T AI Manufacturing Strategy Revealed

Guest Contributor Karl Pfleger argues that instead of debating aging as a disease, regulators should adopt indication-driven frameworks, focusing on distinct subpathologies and clinical significance, drawing lessons from obesity classification to incentivize comprehensive longevity interventions.

Key points

  • Proposes redefining aging as a clinical indication to incentivize multi-disease registrational trials.
  • Breaks aging into targetable subpathologies like senescence and proteostasis for surrogate endpoint development.
  • Uses the ‘clinical obesity’ model to illustrate threshold-based classification and regulatory action.

Why it matters: It lays the groundwork for regulatory strategies that could accelerate multi-disease gerotherapeutic approvals and reshape healthspan interventions.

Q&A

  • What defines a clinical indication versus a disease?
  • What are aging subpathologies?
  • How did obesity classification inform the aging debate?
  • What regulatory reforms could accelerate longevity trials?
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