GitHub Copilot Adds Persistent Memory for Repository-Level Context
This enhances code suggestions and reviews by building on accumulated developer interactions over time.
This enhances code suggestions and reviews by building on accumulated developer interactions over time.
How are you, hacker? đȘ Whatâs happening in tech today, January 2, 2026? The HackerNoon Newsletter brings the HackerNoon homepage straight to your inbox. On this day, The Palmer Raids began in the US in 1920, NASA launched its farthest exploration in 2019, The Federal Rules of Evidence were enacted in the US in 1975, … Read more
Hey hackers! If youâve ever wondered why some of your submissions take a while before they get published, itâs probably because youâre submitting incomplete articles. While most contributors focus on the content and the headline, we often receive submissions that are missing their meta, TL;dr, and keyword sections. Worse yet, sometimes contributors will add some … Read more
In an environment of perpetual digital noise, geopolitical friction, and algorithmic manipulation, many users have lost faith in the integrity of the information they see. The information landscape is saturated, blurring the lines between ordinary discourse and strategic misinformation by companies or states. If high-stakes decisions (from investment strategies to international security choices) are based … Read more
Data engineering exists because production databases are built for fast transactions (rows), while analytics requires massive scans (columns); trying to do both on one system can crash your business and cost millions.
Crypto contract verification is the definitive proof of identity in the DeFi ecosystem, transforming opaque bytecode into trusted logic. However, the process is often misunderstood, leading to frustration when the “Deterministic Black Box” of the compiler produces mismatching fingerprints. This article demystifies verification by visualizing it as a “Mirror Mechanism,” where local compilation environments must … Read more
I. The “Complete System” Fallacy 1.1 The Problem The pursuit of ethical Artificial Intelligence (AI) has been defined by a single, implicit ambition: the creation of a “complete” ethical machine. This is the dream of building an autonomous system whose internal logic, training data, and reward functions are comprehensive enough to resolve any moral dilemma … Read more
Marcus Briggs has walked into gold vaults on three continents. The first time, in Dubai nearly fifteen years ago, I expected armed guards, heavy doors, maybe a few cameras. What I found was something closer to science fiction. Retinal scanners, mantrap airlocks, pressure-sensitive flooring that could detect an extra kilogram of weight. The gold itself … Read more
Why Innovators, Builders, and Workplaces Need to Operate at the “Edge of Chaos” Innovation doesn’t emerge from perfectly controlled systems. Builders and entrepreneurs thrive in environments where assumptions are challenged, information is incomplete, and outcomes are inherently unpredictable. This is the state known as the “edge of chaos.” Builders operate under uncertainty by default. Progress … Read more
In Part 1, a smart account was deployed and the first UserOperation successfully executed through the EntryPoint. At that point, everything worked â but a critical part of the system stayed mostly invisible: the bundler. Bundlers are the bridge between account abstraction and the Ethereum execution layer. They take UserOperations from a separate mempool, pay … Read more
A few years ago, AI in marketing seemed like a luxury for big companies. Now, startups without AI are often at a disadvantage. There are approximately 333.34 million companies worldwide. According to research, over 90% of companies are either using or exploring the use of AI. This means that over 300 million companies are using or exploring AI … Read more
Metaâs Scam Ads Are Finally Being Challenged â And Itâs Long Overdue After years of warnings from consumer advocates, regulators and defrauded users, Meta Platforms is finally being dragged into court over what critics say has been an open-secret business model: knowingly allowing scam advertisements to run across Facebook and Instagram in the name of … Read more
When you go to the doctor, one thing you may have noticed is how trash is handled. Usually, there are multiple trash cans for regular waste and biohazard waste. While this is done to prevent contamination to other individuals, it is also very costly for medical providers if they fail to properly dispose of their … Read more
How are you, hacker? đȘWant 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. ## Why Zack Shooter Believes AI Agents Will Expose a Structural Fault Line in Financial Infrastructure By @stevebeyatte [ 4 Min read … Read more
The crypto market is no longer driven purely by hype. As investors look ahead to 2026, the focus has shifted toward timing, utility, and long-term sustainability. In this article, we take a closer look at Dogecoin (DOGE) and Mutuum Finance (MUTM)âtwo very different cryptocurrencies at very different stagesâto assess which may offer the stronger investment … Read more
In a year where politics and technology are increasingly intertwined, enterprise software firms face a new kind of reckoningânot just with regulation or competition, but with identity. As the market sorts itself between values-driven and mission-driven clients, the question isn’t who’s right. It’s who’s clear. The Sorting, Not the Shift Project 2025, a policy blueprint … Read more
How are you, hacker? đȘ Whatâs happening in tech today, January 1, 2026? The HackerNoon Newsletter brings the HackerNoon homepage straight to your inbox. On this day, Ireland became a part of Great Britain in 1801, The Euro became the official currency of 12 European Countries in 2002, The First Transcontinental phone call was made … Read more
Last month, I spent 3 hours trying to write a decent cold email template. Three. Whole. Hours. The AI kept spitting out generic garbage that sounded like every other âHey [FIRST_NAME], hope this email finds you wellâ⊠Then I changed one thing in my prompt. One thing. Suddenly, the AI was writing emails that actually … Read more
This document was adapted from Dagger Directives for a monorepo that uses Bazel Build, and is provided for ease of use in other organizations. Contents This document is extensive, and while each directive is simple, the broader architecture they promote may be unclear; therefore, an end-to-end example is provided to aid comprehension, and the underlying … Read more
After spending months studying transformer architectures and building LLM applications, I realized something: most explanations are overwhelming or missing out some details. This article is my attempt to bridge that gap â explaining transformers the way I wish someone had explained them to me. For an intro into what Large language model (LLM) means, refer … Read more
We interviewed a dozen(ish) expert tech bloggers over the past year to share perspectives and tips beyond Writing for Developers. The idea: ask everyone the same set of questions and hopefully see an interesting range of responses emerge. They did. You can read all the interviews here. Weâll continue the interview series (and maybe publish some book … Read more
Thereâs a strange feeling that washes over you when you witness something youâve created take on a life of its own. Itâs not just pride; itâs a deep, almost philosophical resonance. Thatâs the feeling Iâve carried since my âAuto-Painter Robot Brainâ completed its first masterpiece. What began as a simple coding exercise evolved into a … Read more
How are you, hacker? đȘWant 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 Hidden Cost of AI: Why Itâs Making Workers Smarter, but Organisations Dumber By @yuliiaharkusha [ 8 Min read ] AI … Read more
Throughout 2025, the PVS-Studio team has been actively checking open-source C# projects. Over the year, we discovered plenty of defects. So, we picked the ten most interesting ones from this huge variety. We hope you find this roundup interesting and useful. Enjoy! How did we compile the top? There are several criteria the project code … Read more
A leading Shenzhen manufacturing enterprise uses #ApacheDolphinScheduler to standardize data pipelines and deploy dozens of factories in a single dayâwith visual DAGs, template-based workflows, and decentralized scheduling.
Internal API platforms are no longer plumbing. This article explains how a platform-led API strategy reduces complexity, governs AI execution, and accelerates business velocity.
AI features don’t fail at launch, but they perform the best on day one. Unlike traditional software, AI systems deteriorate due to model drift, stale data, and evolving user behaviour. Early launch metrics do not quite capture the nuances of AI features and can create a false sense of success. After launch, PMs are likely … Read more
IAM often creates a false sense of security. Hidden anti-patterns like excessive privileges, shared identities, and stale credentials silently grow, increasing breach risk unless continuously monitored and governed.
AI is no longer a future consideration in marketing. It is already embedded across workflows, quietly shaping how campaigns are created, optimized, and scaled. For many teams, AI has become part of the default operating model rather than an experimental layer. Yet despite similar access to tools, outcomes vary widely. Some teams use AI to … Read more
Cloud migrations break in places that dashboards do not measure. AI exposes every inconsistency your architecture has accumulated and the next phase belongs to teams that tighten the weak links, steady the routing paths, and keep the system coherent when the pressure rises.