Month: December 2025

How are you, hacker? 🪐Want to know what’s trending right now?: The Techbeat by HackerNoon has got you covered with fresh content from our trending stories of the day! Set email preference here. ## The Architecture of Collaboration: A Practical Framework for Human-AI Interaction By @theakashjindal [ 7 Min read ] AI focus shifts from … Read more

Since 2018, Beldex has evolved into a major privacy network with a growing ecosystem of decentralized, privacy-preserving dApps. From private messaging to anonymous browsing, Beldex ensures confidentiality across every user interaction. As the network expands, managing blockchain size becomes challenging, especially because private transactions carry more cryptographic data. To address this challenge, Beldex introduced the … Read more

One of the classic ML interview questions is: There is a closed-form solution for linear regression. Why don’t we just calculate it directly? And the equally classic answer is: Well, it’s computationally unstable. But why, actually? Here I’ll try to answer the question in as much detail as possible. We’ll dive into numerical linear algebra, … Read more

Cloud-based content moderation is a privacy nightmare. Sending screenshots to a server just to check for safety? That’s a non-starter. My hypothesis was simple: modern mobile hardware is powerful enough to support a “Guardian AI” that sees the screen and redacts sensitive info (nudity, violence, private text) in milliseconds—strictly on-device using a hybrid inference strategy. … Read more

The Gap Between AI Hype and Production Reality In the last two years, SWE-bench verified performance jumped from 4.4% to over 70%; frontier models routinely solve repository-scale tasks that were unthinkable in 2023. Dario Amodei in Sept, 2025 stated “70, 80, 90% of the code written in Anthropic is written by Claude”. Industry surveys 2025 … Read more

I’ve spent the last 10 years managing engineering teams for fintech projects, and I keep seeing the same patterns. Non-technical founders come in with specific assumptions about how software development works – assumptions that make perfect sense in other industries but create serious challenges in ours. Let me share the three biggest misconceptions I encounter, … Read more

Over the last year, every conversation about compute seems to orbit around GPUs, model sizes, and training runs. But underneath all of that hype sits something much less glamorous and far more painful: the physical reality of building and operating AI-dense infrastructure. Many organizations are discovering this the hard way. You can buy racks of … Read more

We often think of Artificial Intelligence as a “black box” of magic, but under the hood, it is fundamentally a math equation. It is deterministic. If you freeze the temperature and seed of a model, it will give you the exact same answer to the exact same prompt, forever. But the real world isn’t deterministic. … Read more

The Data Architecture was working, until the GenAI arrived In today’s world, most of the enterprises are building LLM based GenAI solutions with document and database based knowledge and multi-dimensional vectors. I believe you have either explored or have already done something similar.  Then you must have watched LLM query dragging itself across multiple networks … Read more

Remember: it’s difficult at first, but soon you’ll be swimming like a fish in water.

Why Buddhist Cognitive Science Explains What Neuroscience Cannot I have spent five years developing classes with monks at a Himalayan monastery, studying the anatomy of the mind. Never once did the monks say, “Your amygdala is overactive.” Instead, they said, “You are seeking certainty in an uncertain world. That is the root cause. Brain activity … Read more

Key takeaways: Beginning Jan. 1 crypto exchanges will automatically share all transactional data on UK customers with HMRC. Robin Thatcher said he expects an increase in targeted compliance checks. HMRC will use this data to cross-check against information provided in self-assessment tax returns. Starting January 1, 2026, all cryptocurrency exchanges operating in the United Kingdom … Read more

In a time when Bitcoin wasn’t even a word, a bunch of digital dreamers were already asking wild questions: could money live online? Could people on the Internet access services without middlemen peeking over their shoulders? Can we have real privacy? Back in the late 20th century, this wasn’t just tech talk: it was a … Read more

For years, Trust and Safety systems on large platforms have followed a simple rule. Every user gets the same enforcement. Every piece of content is judged by the same model. Every policy applies to everyone in exactly the same way. This approach is easy to understand, but it is not how people behave. It is … Read more

Explore Cursor’s innovative context engineering and rule system, designed to enhance the reliability and security of AI-generated code.