$14.6 Million in RWA Hacks This Year Reveals the Gap Between Tokenization Hype and Reality

In 2025, real-world asset tokenization amounted to $35.68 billion, with the Q3 tokenization being over 30 billion (around 10 times as much as in 2022). Standard Chartered forecasts that the market will reach $2 trillion by 2028, a 5600 percent growth. However, the number of RWA protocol exploits was also more than twice as high … Read more

Building a Multi-Domain AI Support Agent with Azure and GPT-4: A Developer’s Guide

If you’ve ever had to dig through a 500-page PDF manual to find a single error code, you know the pain. In the enterprise world, knowledge is often trapped in static documents like user manuals, lengthy E-books, or legacy incident logs. The “Ctrl+F” approach doesn’t cut it anymore. We need systems that don’t just search … Read more

When Bots Replace People: Why Your AI Strategy Needs More Humanity

Artificial intelligence has taken over customer communication faster than anyone could have imagined, and for a while, that seemed like a good thing. Chatbots answered instantly, virtual assistants worked around the clock, and support teams could finally breathe again. Businesses cheered for efficiency. Customers, not so much. Lately, though, the AI movement feels more like … Read more

Solving the FastAPI, Alembic, Docker Problem

I was working on a FastAPI application and wanted to dockerize for development, you know the usual, Dockerfile, Docker compose and the lot. It was meant to be a straightforward process until I ran my alembic migration command and I realized I didn’t see the version of the alembic migration in my local directory. The … Read more

Secure Legion Launches First Metadata-Free Messenger with Zero Servers

Digital privacy is a hot topic in the emerging Web3 world. As governments worldwide demand more backdoors to encrypted messengers, users seek refuge in new apps that respect their right to a private digital footprint. Secure Legion is one such app aiming to become the world’s first completely metadata-free messaging application. Globally popular messengers like … Read more

The Invisible Breach: How AI Is Quietly Creating New Security Blind Spots in Modern Tech

On March 14, 2024, a Series B logistics platform discovered something that kept its CISO awake for three consecutive nights. Their AI-driven security orchestration tool had been auto-resolving alerts for 23 days straight—categorizing a persistent lateral movement pattern as “routine administrative behavior.” By the time a junior analyst manually flagged the anomaly during a quarterly … Read more

Gen Z’s Secret to Instagram Success In 2025: Early Engagement + Social Proof

Instagram growth in 2025 isn’t luck — it’s strategy. Gen Z creators win by engineering early engagement, leveraging social proof, and using smart tools like automation platforms to boost visibility. With saves, shares, and authentic interaction now driving the algorithm, success comes from planning launches, engaging fast, and building real community trust.

Ablation of BSGAL: Contribution Estimation and Random Dropout Analysis

Table of Links Abstract and 1 Introduction Related work 2.1. Generative Data Augmentation 2.2. Active Learning and Data Analysis Preliminary Our method 4.1. Estimation of Contribution in the Ideal Scenario 4.2. Batched Streaming Generative Active Learning Experiments and 5.1. Offline Setting 5.2. Online Setting Conclusion, Broader Impact, and References A. Implementation Details B. More ablations … Read more

Offline Generative Active Learning: Feasibility and Limitations

Table of Links Abstract and 1 Introduction Related work 2.1. Generative Data Augmentation 2.2. Active Learning and Data Analysis Preliminary Our method 4.1. Estimation of Contribution in the Ideal Scenario 4.2. Batched Streaming Generative Active Learning Experiments and 5.1. Offline Setting 5.2. Online Setting Conclusion, Broader Impact, and References A. Implementation Details B. More ablations … Read more