5 Ways Spark 4.1 Moves Data Engineering From Manual Pipelines to Intent-Driven Design

Some still carry memories of early big data struggles – those years filled with fragile workflows and unpredictable crashes. Not long ago, running a basic filter on sales records often spiraled into tangled operations. A short script? It quickly grew, burdened by custom retry systems and intricate dependencies. Workers juggled failing tasks while wrestling with … Read more

Analysts Bullish on Mutuum Finance (MUTM) After $20M Raise and V1 Protocol Launch

A new wave of optimism is surrounding Mutuum Finance (MUTM) after the project successfully launched its V1 lending and borrowing protocol on the Sepolia testnet and surpassed $20 million raised in its presale. The DeFi startup has been gaining momentum over recent weeks, with investors and analysts highlighting it as one of the most credible … Read more

AI Was Born in a Room Full of People; Its Future Is Plural

We’ve become too used to the myth of the lone genius. The college dropout working in his father’s garage, whose genius idea changes everything. While the myth of the lone genius has always been comforting because it’s dramatic, simple, and glorifies the selfdom belief that world-changing innovation only happens through isolated brilliance. However, the origin … Read more

Fine-Tuning LLMs: A Comprehensive Tutorial

It costs millions of dollars and months of computing time to train a large language model from the ground up. You most likely never need to do it. Fine-tuning lets you adapt pre-trained language models to your needs in hours or days, not months, with a fraction of the resources. This tutorial takes you from … Read more

How GenAI Security Engineer Chetan Pathade Is Protecting the Next Era of AI

Byline: Malana VanTyler Artificial intelligence is a double-edged sword for global enterprises. On the one hand, it optimizes efficiency. On the other hand, it multiplies security risks, such as data leakage via large language models (LLMs). Chetan Pathade, a GenAI Security Engineer, has taken on this challenge. With a rare mix of practical skill and … Read more

The TechBeat: How Bayesian Tail-Risk Modeling can save your Retail Business Marketing Budget (2/2/2026)

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. ## MongoDB vs ScyllaDB: Architecture Comparison By @scylladb [ 10 Min read ] A deep architectural comparison of MongoDB and ScyllaDB, revealing … Read more

Why Ephemerality Is a Stronger Privacy Primitive Than Encryption Alone

Abstract Encryption has long been the cornerstone of digital privacy. From TLS securing web traffic to end-to-end encryption protecting messages, modern systems rely heavily on cryptography to prevent unauthorized access. However, encryption primarily protects data in transit and at rest – not the existence, lifetime, or reuse of data itself. In practice, encrypted systems still … Read more

The Energy Standard: Why the AI Revolution is Turning Watts into Currency

Our world is clinging to an aging financial ghost. For decades, modern money has drifted away from being an equivalent of tangible goods, becoming instead a bureaucratic tool for managing debt and inflation. While gold proved too heavy for the digital age and cryptocurrency largely dissolved into a sea of speculative “emptiness,” a new hard … Read more

Writing About the Environment in a World Addicted to Speed and Tech

We live in a world obsessed with speed. Faster apps, quicker deliveries, instant updates, and endless streams of information define our daily lives. In this race to move faster, topics that require patience and long-term thinking—like the environment—often feel slow, inconvenient, or easy to ignore. Yet, the environmental challenges we face today are deeply connected … Read more

Beyond Prediction: Econometric Data Science for Measuring True Business Impact

For many businesses, data science drives strategic decisions; as a result, most initiatives to improve analytics lack measurable impact. Dashboards are created, models are deployed, forecasts produced but leadership still poses an old question: Did this move the needle? However, tackling this question, beyond predicting, toward measurement of causally based on data and insights, is … Read more

LLMs as Integration Endpoints: Building Apache Camel Routes With LangChain4j Chat

Building AI features is straightforward until you need to integrate them into a production system. In production, a simple ‘call an LLM’ often becomes: wiring HTTP/JMS/Kafka/file inputs, enforcing timeouts, retries, fallbacks, stitching context obtained from internal data sources, protecting secrets, making it testable without burning API credits, and ensuring the system is observable when issues … Read more

Fluid Stablecoin Looping Mechanics, Part 1: Opening and Closing Costs

This article explores a conservative looping strategy on Fluid using USDe/USDT on Arbitrum. With ~8.9% APY and a liquidation buffer of ~12%, the strategy prioritizes liquidity and risk-adjusted returns over maximum yield. Break-even is reached after ~6–8 weeks. Assets Use reliable stablecoins from trusted issuers, where the probability of a depeg is very low. The … Read more

What a 1960s Philosophy Book Taught Me About Shipping Production AI

A book first published in 1962—Thomas Kuhn’s The Structure of Scientific Revolutions—isn’t where you’d expect to find guidance for shipping production AI. But Kuhn’s core point about paradigms clicked instantly for me: reliability starts when you make your “world” explicit—what exists, what’s allowed, what counts as evidence—and then enforce it. That’s exactly what I needed … Read more

Seven Operational Practices That Reduce Downtime During Large-Scale Cloud Incidents

High-scale systems fail in many unexpected ways that you would never have designed for. Over the course of the last 14 years, I have navigated the layers of physical and virtual networking. I started out as an individual contributor writing code for data plane services and transitioned to leading global teams managing highly distributed services … Read more

I Built a Go-Based ngrok Alternative With Zero Dependencies

I discovered nport (https://github.com/tuanngocptn/nport) – a fantastic ngrok alternative built in Node.js. It’s free, open-source, and uses Cloudflare’s infrastructure. But I wanted something with: Smaller footprint – Single binary, no Node.js runtime Faster startup – Go’s compilation speed Better concurrency – Native goroutines Learning opportunity – Deep dive into tunneling tech So, I decided to … Read more

The House of G.E.T.S.: A Practical Bypass for the Null-Byte Barrier

The “House of G.E.T.S.” Technical Deep-Dive In today’s article, we’ll take a look at the first “Wall” most offensive security students hit: The Null-Terminator Constraint. I don’t blame the students for hitting it; it’s the first wall that many instructors also gloss over. I’m not just talking about the standard “identification of bad characters”—though they … Read more

What If Your Enemy Couldn’t Be Seen?

:::info Astounding Stories of Super-Science March, 1932, by Astounding Stories is part of HackerNoon’s Book Blog Post series. You can jump to any chapter in this book here. The Affair of the Brains – Chapter II: The Coming of Ku Sui Astounding Stories of Super-Science March 1932: The Affair of the Brains – Chapter II The … Read more