Improving OCT Diagnostic Accuracy with NFL/Post-NFL Bright Correction

Table of Links Abstract and 1. Introduction Methods 2.1 Participants 2.2 Data Acquisition 2.3 NFL Reflectance Analysis Results 3.1 Neutral Density Filter Experiment 3.2 FSOCT Clinic Data Analysis Discussion Conclusions and References 3 Results 3.1 Neutral Density Filter Experiment A total of 20 healthy participants were scanned at a 6×6 mm disc scan using Solix … Read more

DeFi Protocol Mutuum Finance (MUTM) Approaches $17M In Funding

In a year where many early-stage crypto projects have struggled to sustain investor attention, Mutuum Finance (MUTM) continues to build steady traction. The Ethereum-based DeFi protocol has passed several key milestones simultaneously, growing its funding base, expanding its community, and progressing its product development roadmap. As Stage 6 of its presale surpasses the halfway mark, … Read more

Inside OpenxAI: Founder Ashton Hettiarachi on the Mission to Decentralize and Democratize AI

Artificial intelligence is the most transformative technology of our time, but it’s also one of the most centralized. Big tech companies control the data, the models, and the infrastructure. Ashton Hettiarachi, Founder and Architect of OpenxAI and Openmesh Network, believes AI should be decentralised and democratised for all. His vision – An open-source, permissionless AI … Read more

Advancing Glaucoma Diagnostics with Functional and Structural OCT Imaging

Table of Links Abstract and 1. Introduction Methods 2.1 Participants 2.2 Data Acquisition 2.3 NFL Reflectance Analysis Results 3.1 Neutral Density Filter Experiment 3.2 FSOCT Clinic Data Analysis Discussion Conclusions and References 2 Methods 2.1 Participants This study utilized two cohorts of datasets, Neutral Density Filter (NDF) experimental data and Functional and Structural OCT (FSOCT) … Read more

How Machine Learning Optimizes Data Center Disk Health and Power Efficiency

Table of Links Abstract and 1. Introduction Motivation and design goals Related Work Conformal prediction 4.1. Mondrian conformal prediction (MCP) 4.2. Evaluation metrics Mondrian conformal prediction for Disk Scrubbing: our approach 5.1. System and Storage statistics 5.2. Which disk to scrub: Drive health predictor 5.3. When to scrub: Workload predictor Experimental setting and 6.1. Open-source … Read more

Creditcoin’s Fix for eCommerce Transaction Risk: Conditional, On-Chain Payouts

Who’s on the other side of the screen? Do you really know? Today’s social proof can be engineered, no matter the format. Comments, photos, reviews. But I thought Trustpi—hush. Even Trustpilot reviews can be doctored, with enough time to create the opportunity to gain your trust before they’re flagged. It’s no surprise that shopping and … Read more

Money is Data: Taking Gluwa’s Bridge to Pangea’s Web

There’s this running joke that replays in my head whenever I go shopping. Imagine you’re an extraterrestrial creature observing buyers and sellers trading, unnoticed. What are they exchanging? Ever since the 2023 elections in Nigeria, where we experienced an accursed cash crunch (thanks to the then incumbent president’s same failed policy repeated for the second … Read more

What If Your Hard Drive Could Predict Its Own Failures?

Table of Links Abstract and 1. Introduction Motivation and design goals Related Work Conformal prediction 4.1. Mondrian conformal prediction (MCP) 4.2. Evaluation metrics Mondrian conformal prediction for Disk Scrubbing: our approach 5.1. System and Storage statistics 5.2. Which disk to scrub: Drive health predictor 5.3. When to scrub: Workload predictor Experimental setting and 6.1. Open-source … Read more

New Eye-Scan Breakthrough Could Make Glaucoma Detection More Reliable

:::info Authors: (1) Kabir Hossain, PhD, Casey Eye Institute, Oregon Health & Science University; (2) Ou Tan, PhD, Casey Eye Institute, Oregon Health & Science University; (3) Po-Han Yeh, Casey Eye Institute, Oregon Health & Science University; (4) Jie Wang, Casey Eye Institute, Oregon Health & Science University; (5) Elizabeth White, Casey Eye Institute, Oregon … Read more

AI Just Got Better at Counting Trees

Table of Links Abstract and 1 Introduction Materials and Methods Results and Discussion Conclusion and References 3 RESULTS AND DISCUSSION Segmentation results were computed for the point cloud L1W (MLS, deciduous dominated). Results obtained by using the publicly available TreeLearn checkpoint without further training serve as a baseline (Table 3). Even when fine-tuning the model … Read more

Accurate Forest Mapping Using TreeLearn and Lidar-Based Point Clouds

Table of Links Abstract and 1 Introduction Materials and Methods Results and Discussion Conclusion and References 2 MATERIALS AND METHODS 2.1 LABELED FOREST DATA The TreeLearn method can be trained on complete labeled forest point clouds that have a sufficiently high scanning resolution for all parts of a tree. The existing literature was searched for … Read more

AI Models Can Now Identify Individual Trees from Forest Scans

:::info Authors: (1) Jonathan Henrich, Chairs of Statistics and Econometrics, Faculty of Economics, University of Gottingen, Germany (jonathan.henrich@uni-goettingen.de) (2) Jan van Delden, Institute of Computer Science, University of Gottingen Germany (jan.vandelden@uni-goettingen.de). ::: Table of Links Abstract and 1 Introduction Materials and Methods Results and Discussion Conclusion and References ABSTRACT The segmentation of individual trees from … Read more

Taming Video Processing Chaos with Domain-Driven Design in Symfony

Modern app starts simple, then the business logic grows, gets tangled in the infrastructure, and before you know it, you’re wrestling an unmaintainable monolith. For complex, multi-step processes — like video processing — this trajectory is a nightmare. That’s why Domain-Driven Design (DDD) isn’t just a pattern; it’s a lifeline. By placing the core business … Read more

Why Netflix Joined the Certificate Wars (And Why It Matters)

Netflix doesn’t join standards bodies. They build streaming protocols, not bureaucracy. So when they showed up as an “Interested Party” at the CA/Browser Forum to support 47-day certificate requirements, everyone paid attention. Their message? “We need these deadlines to justify automation investment internally.“ Read that again. The world’s largest streaming service was literally begging for … Read more

Beyond Phishing: How Agentic AI Is Weaponizing the Human Element in Next-Gen Cyberattacks

I explain why relying on phishing training is obsolete. Agentic AI isn’t just sending smarter emails: it’s an autonomous, self-correcting threat that weaponises human trust at machine speed. My GRC work shows how these agents systematically bypass third-party controls and achieve military-grade coordination across IT and OT, demanding an urgent and autonomous shift in our … Read more

5 Questions Your Cloud Security Audit Should Actually Answer

Most organizations conduct cloud security audits regularly. They check compliance boxes, review configurations, and generate reports. Then six months later, they discover a breach that the audit completely missed. The problem isn’t that audits are useless. It’s that most audits answer the wrong questions. They focus on whether your setup matches a checklist rather than … Read more

The Dark Side of GPT: How NLP Tools Are Being Used for Phishing, Scams, and Misinformation

Phishing has long been a go-to tactic for cybercriminals looking to steal sensitive information, from login credentials to personal financial data. Traditionally, phishing attempts were relatively easy to spot, often riddled with suspicious grammar or generic phrases like “Dear Sir/Madam” and “Click here to claim your prize!” However, with the advent of advanced language models … Read more

The Ledger That Could Replace Equifax Forever

It won’t be overnight. Equifax won’t disappear with a single blockchain but its obsolescence is coming. Imagine a future where credit histories are global public records (with encryption), where a thrifty small business owner in Nigeria or Bangladesh can get a home loan in New York or Lagos based on blockchain reputation alone. Companies like … Read more

AI Won’t Steal Video Directors’ Jobs (But It Could Make Their Lives Easier)

As a creative collaborator at a Warsaw-based video production company and a Gen AI nerd, I’ve spent the past year toying around with video generation tools—from Sora to Runway and, more recently, Veo-3. As you can guess, my life has been a whirlwind of prompts, pixels, and generative pandemonium. Anyone who’s spent any time online … Read more

I Built a ‘God-Mode’ AI Prompt to Master SEO and AI Search—And I’m Giving It Away

Let’s be honest: keeping up with content optimization is exhausting. For years, we’ve been chasing Google’s algorithm, tweaking keywords, and building backlinks. Just when we thought we had a handle on it, the entire game changed. Now, we’re not just writing for Google; we’re writing for ChatGPT, Perplexity, AI Overviews, and a dozen other AI-powered … Read more

Building Actual Peer-to-peer Applications: Outside Misconceptions

Before writing this article, I had a couple of conversations with engineers concerning building peer-to-peer applications, what they think about it, their experiences, and approaches. Many times, we don’t get past the “what they think about it” part of the conversation because many of them don’t actually know what it is outside its famous misconceptions. … Read more