I had the opportunity to upgrade a legacy application and I enjoyed every step of the process. I refer to this as “opportunity” because I see these types of projects as a platform to showcase my skills, put what I know and have researched into action, and learn new things along the way. Let’s first … Read more
SEO was created for a simpler internet. One where keywords and backlinks carried the weight of authority. Search engines matched text, counted links, and determined relevance. These were the rules for many years, and over time, we learned to understand them. We even created shortcuts like keyword stuffing and backlink schemes that produced real results … Read more
Luxembourg, Luxembourg, October 14th, 2025, CyberNewsWire n Surge in scale and sophistication highlights rising threats to tech and digital infrastructure Gcore, the global edge AI, cloud, network, and security solutions provider, has successfully mitigated one of the largest DDoS attacks recorded to date. The large-scale, multi-regional DDoS attack reached a peak bandwidth of 6 Tbps … Read more
The advent of generative artificial intelligence represents a fundamental inflection point in the nature of professional value and competitive advantage. This report posits that in the generative AI era, innate creativity and cognitive flexibility have become more valuable than accumulated, domain-specific experience. The analysis concludes that generative AI is not merely an incremental tool for … Read more
Imagine you’re building a modern API with Symfony. You’re meticulous about your architecture, separating concerns with Data Transfer Objects (DTOs) for incoming request payloads and your Doctrine entities for your database persistence. It’s clean, it’s scalable, but then you hit a familiar wall: mapping data from your DTOs to your entities. You find yourself writing … Read more
Table of Contents Motivation and planning Setting up the Next.js project Organising components in the registry Defining the registry index (registry.json) Building the registry and generating JSON files Deploying to Vercel Conclusion Resources/Links 1. Motivation and planning I decided to create a custom Shadcn UI component registry to easily reuse and share my own UI … Read more
Content Overview Install necessary dependencies Import required libraries Custom dataset preparation for semantic segmentation Configure the DeepLabV3 Mobilenet model for custom dataset Create the Task object (tfm.core.basetask.Task) from the configdefinitions.TaskConfig This tutorial trains a DeepLabV3 with Mobilenet V2 as backbone model from the TensorFlow Model Garden package (tensorflow-models). Model Garden contains a collection of state-of-the-art models, implemented with TensorFlow’s high-level APIs. The … Read more
Content Overview Install Necessary Dependencies Import required libraries Download subset of Ivis dataset Configure the MaskRCNN Resnet FPN COCO model for custom dataset Create the Task object (tfm.core.basetask.Task) from the configdefinitions.TaskConfig This tutorial fine-tunes a Mask R-CNN with Mobilenet V2 as backbone model from the TensorFlow Model Garden package (tensorflow-models). Model Garden contains a collection of state-of-the-art models, implemented with TensorFlow’s high-level … Read more
Content Overview Visualize a batch of the data Train and evaluate Load logs in tensorboard Saving and exporting the trained model Inference from Trained Model Visualize test data Importing SavedModel Visualize predictions Visualize a batch of the data. for images, labels in task.build_inputs(exp_config.task.train_data).take(1): print() print(f’images.shape: {str(images.shape):16} images.dtype: {images.dtype!r}’) print(f’labels.keys: {labels.keys()}’) WARNING:tensorflow:From /tmpfs/src/tf_docs_env/lib/python3.9/site-packages/tensorflow/python/util/deprecation.py:660: calling map_fn_v2 (from … Read more
Content Overview Overview Setup Taking advantage of graphs Using tf.function Seeing the speed-up When is a tf.function tracing? Next steps Overview This guide goes beneath the surface of TensorFlow and Keras to demonstrate how TensorFlow works. If you instead want to immediately get started with Keras, check out the collection of Keras guides. In this guide, … Read more
Large language models don’t just predict the “right” next word—they sample from a probability distribution shaped by a parameter called temperature. A low temperature makes responses focused and deterministic; a high temperature adds creativity (and chaos). This article breaks down what temperature really does—mathematically and intuitively—so you can tune it with confidence instead of guesswork.
StudyPro has rebranded to StudyAgent, marking its evolution from a writing tool to a full AI study assistant. The platform now supports the entire academic journey with tools for writing, paraphrasing, plagiarism checking, AI detection, and humanizing text—aiming to personalize learning for students, educators, and researchers.
Welcome back to 3 Tech Polls, HackerNoon’s brand-new Weekly Newsletter that curates results from our Poll of the Week, and 2 related polls around the web. Thank you for having voted in our polls in the past. For this week’s topic, we’re talking about something that seems to be looming closer and closer: fully autonomous self-driving cars. … Read more
New York City, United States, October 14th, 2025/Chainwire/–Tria (tria.so) has raised $12 million in pre-seed and strategic funding to build a global self-custodial neobank—designed for both humans and AI agents. The round includes participation from P2 Ventures, Aptos, Tria’s own community and executives from Polygon, Ethereum Foundation, Wintermute, Sentient, 0G, Concrete, Eigen, and others. Polychain … Read more
Table of Links Abstract and 1. Introduction 1.1 Our Approach 1.2 Our Results & Roadmap 1.3 Related Work Model and Warmup and 2.1 Blockchain Model 2.2 The Miner 2.3 Game Model 2.4 Warm Up: The Greedy Allocation Function The Deterministic Case and 3.1 Deterministic Upper Bound 3.2 The Immediacy-Biased Class Of Allocation Function The Randomized … Read more
Table of Links Abstract and 1. Introduction 1.1 Our Approach 1.2 Our Results & Roadmap 1.3 Related Work Model and Warmup and 2.1 Blockchain Model 2.2 The Miner 2.3 Game Model 2.4 Warm Up: The Greedy Allocation Function The Deterministic Case and 3.1 Deterministic Upper Bound 3.2 The Immediacy-Biased Class Of Allocation Function The Randomized … Read more
Amid 2025’s crypto presale race, Pepeto leads with $7M raised, 221% APY staking, and real blockchain products like PepetoSwap and PepetoBridge. Unlike BlockDAG and Bitcoin Hyper, Pepeto merges meme energy with utility, full audits, and a growing community—making it the strongest contender for massive gains this cycle.
You stay up till 3am “working hard” and wake up tomorrow with the same strategy, same information, same results. You grind 100 hours a week because you heard Elon does it. You sacrifice sleep, skip meals, strain your brain to the breaking point, then wonder why nothing works. You’re cutting grass with scissors. And the … Read more
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. ## How to Challenge Workplace Bias and Prove That Age Is an Advantage By @socialdiscoverygroup [ 4 Min read ] Learn how … Read more
In 2025’s bullish crypto wave, Bitget hit $5 after a major burn and Toncoin launched a $100M treasury. Yet Pepeto shines brightest—offering 221% staking APY, $7M raised in presale, full audits, and a live demo exchange. With low entry price and strong fundamentals, Pepeto could be the next Shiba or Dogecoin-level breakout.
Russia’s full-scale invasion of Ukraine has not only accelerated the erosion of the international order but also deepened its partnership with China. Beijing has made clear it does not want the war to end and Russia to lose, viewing Ukraine as the battlefield that weakens the West while advancing its own vision of an autocracy-led … Read more
Hey, folks! Guess what? Symfony 7.4 LTS — biggest, safest upgrade is coming! The final minor release in any Symfony branch is always the crucial moment where awesome new features meet enterprise stability. It’s the release that truly matters for long-term production stability. This is the familiar, reliable rhythm of Symfony that you know and … Read more
The original chaos-proxy was developed in Node.js, primarily to support testing of TypeScript and JavaScript applications. Node’s event-driven model and npm ecosystem made it a natural fit for rapid development and for supporting custom middleware written in JS/TS – features that are especially valuable for frontend and full-stack teams. However, unlike chaos-fetch, another testing tool, … Read more
If you take the time to notice people around you, you’ll find that they all have unique styles in the way they talk, how they work and what motivates or drives them. Each person has a distinct personality that may appeal to you because it’s relatable or bother you because you can’t comprehend the way … Read more
Sick of manual Claude Code setup? Automate your config easily with CLI tricks, custom API keys, MCP servers, permissions, and hidden VSCode extension tips.
I’ve enjoyed learning about AI Engineering and the many technologies that make up this field. For three months, it’s felt like I’m discovering a new concept every day. I know it’s almost impossible to learn everything you come across, so I’ve learnt to give myself grace. Something I’ve ‘discovered’ recently has been the Machine Learning … Read more
When processing large datasets in Databricks using PySpark, performance depends heavily on how well your cluster resources are utilized — specifically, executors, cores, and partitions. n In this blog, we’ll break down exactly how to calculate the number of parallel tasks, understand cluster behavior, and see a real-world example with performance observations. Concept Overview Before … Read more
Blockchain applications live and die by the data they consume. In decentralized finance (DeFi), gaming, and beyond, smart contracts rely on oracles, services that bridge onchain code with off-chain information. As the crypto industry has grown, so too has the number of oracle providers clamoring to feed blockchains with real-world data. This explosion of abundant … Read more
System design sounds intimidating until you realize it’s just what happens after your code meets reality. Reddit’s early scaling problems are the perfect crash course in what every developer learns eventually, usually right after a deploy. Back in 2005, Reddit was a small Python web app running on a single server. Two engineers, one database, … Read more
Scarcity messages like “Only 1 room left!” really do drive bookings — but not for the reasons people admit. We ran real experiments and found that even tiny details like color and wording can massively change user behavior (red urgency banners beat orange and green by far). The twist? In interviews, users swore these messages … Read more