2026-10-25 04:01:20
How hackers start their afternoons. Where 15k+ technologists publish stories & expertise for 3M+ monthly readers.
The HackerNoon Blogging Fellowship is a free remote online writing program where you can get mentored by a seasoned Editor and build up your writing portfolio.
The Sandbox and HackerNoon are pleased to bring you the #EnterTheMetaverse writing contest.
Discover HackerNoon Decoded: the top stories, writers, and trends that defined 2024. Celebrate the readers and writers who shaped our community!
The three reasons I've kept publishing content on Hacker Noon over the last year: diversity, innovation, and support.
With a $5800 prize pool, The Gaming Metaverse Writing Contest is an opportunity to share your knowledge and opinions on the metaverse.
Welcome to the #DeFi Writing Contest by SORA and HackerNoon!
HackerNoon is thrilled to partner with the Sia Foundation to back up its entire publishing archive.
A comprehensive coverage of how an 18-year-old teen breached Uber databases without hacking into the company's servers or seeing them.
How hire sales people that have hunter mentality and a real passion for the product in Tech/IT. Finding Business Development Managers, Account Executives ASAP.
On popular demand, we have revamped the Noonification by adding more value, fun, and insights. We present you the HackerNoon Newsletter!
HackerNoon’s 2016–2026 evolution: $727k Q4 revenue, 62% Business Blogging CAGR, 4.4M monthly pageviews, and resilient, AI-aware publishing.
Explore the top cities from HackerNoon's Startups of The Year 2024—where 4.3M+ votes crowned the global hubs driving innovation forward.
Help us improve HackerNoon! Share your feedback in our survey for a chance to win prizes, including an Nvidia GPU, free story boosts and translations.
We are here to announce a special treat this month - the Zero Knowledge Proof Writing Contest by RareSkills and HackerNoon.
HackerNoon’s Startups of the Year is back, and it is bigger, better, and more beautiful than ever!
The decentralized internet writing competition offers $3,500 in monthly prizes from HackerNoon and Free TON.
Welcome HackerNoon's subscriptions! Writers can now gain followers and grow their newsletters. You can engage with your readers and build a loyal following.
Welcome to the Bitcoin Mining Writing Contest by GoMining and HackerNoon.
Hey Hackers, exciting news! We've spruced up our profile pages, and they're looking better than ever! Ready to take a stroll through the latest design tweaks?
HackerNoon is super excited to partner with Coinsbee to host the Web3 Writing Contest in the month of April, 2023. Here’s your chance to win 1000 USDT by sharin
In this article, I will try to explore the Wine Reviews Dataset. It contains 130k of reviews in Wine Reviews. And at the end of this article, I will try to make simple text summarizer that will summarize given reviews. The summarized reviews can be used as a reviews title also.I will use spaCy as natural language processing library for handling this project.
Welcome to the free interview series for all of the nominations of the HackerNoon Startups of the Year 2023.
Gadfly AI and HackerNoon are super excited to bring our AI community ‘The Future of AI Contest’ this August for Cyberscape Zine.
BYDFi and HackerNoon bring you the Crypto Trading Writing Contest. This is your chance to win $1k by sharing a kick-ass crypto story!
Discover the trending stories surrounding the tech companies that run the world. NEW! Tech Company News Pages by Hacker Noon include:
This one’s for Javascript enthusiasts - HackerNoon is super excited to partner with Filestack to host the Javascript File Handling Writing Contest!
When I originally teased that we were working on a new editor that supported markdown, I just assumed everyone had heard of it by now! Silly me, I should know
We are extending the deadline for Startups of The Year 2024 nominations. It has been one month since the launch, and we've already surpassed 1,074,900 votes!
Here we are with another sponsored tag for our writer community! HackerNoon and IP2Location bring you the #IP-Geolocation Writing Contest.
Hacker Noon launches first ever open-source project, a chrome extension to remove paywalled content from google search.
Proof of Usefulness is a global hackathon powered by HackerNoon that rewards one thing and one thing only: usefulness. Win from $150k!
Skip the influencers. Start a Writing Contest with HackerNoon.
Attention Designers! HackerNoon has partnered with LogoDesign to bring you the Branding Writing Contest for the month of April 2023.
HackerNoon launches our long-awaited offering: Technology Press Releases with HackerNoon!
What are the books that shaped us as programmers?
Welcome to another edition of Hack marketing diaries by team HackerNoon! This time, we wanna share our learnings and observations on surveillance capitalism.
Web3 Backups for all HackerNoon stories. HackerNoon’s published over 1 billion words, and now all those words and stories are backed up on Arweave.
5/20/2024: Top 5 stories on the HackerNoon homepage!
A Big Thank You to “Your Friends @ Medium” for the good times, but it’s time for us to move on. We wish them the best of luck in growing their paywalled publication - it’s an interesting experiment. As a parting gift, our past library will be duplicated - moving stories from hackernoon.com to medium.com/hackernoon - so that past Hacker Noon stories, stats and associations can remain available for the Medium community.
HackerNoon's Inaugural #Startups of the Year vote covers all 4k+ cities in the world above 100k+ people. Vote today. Powered by HackerNoon's voting software.
<a href="https://hackernoon.com/@trentlapinski">Trent</a>: All right. Welcome to the Hacker Noon Podcast. This is a very special episode so I’ve got a very special guest with us. He’s actually the CEO and founder of Hacker Noon and in this episode, we’re gonna be talking about something a little different than what we’re used to. So, we’ve got a little bit more of a situation with Hacker Noon and we wanted to talk directly to our audience and let them know what’s going on straight from <a href="https://twitter.com/davidsmooke?lang=en">David</a>’s mouth and my mouth a little bit as well, I guess, but mostly David’s about what’s going on with this situation with Medium, and moving off Medium and launching Hacker Noon 2.0.
HackerNoon announces its AI-detection partnership with GPTZero. This AI detector will now analyse 5000+ monthly blog post submissions reviewed by the editors.
As in all elections of great importance, tallying the official results of Hacker Noon's annual awards took us somewhat longer than expected.
Learn the benefits of creating a Tech Company News Page on HackerNoon!
Hackernoon has partnered with Jobbio's Amply network to launch a specialized jobs board exclusively curated for the IT community.
The third round results of the Growth Marketing Writing Contest by mParticle and HackerNoon are now live!
Hacker Noon published 913 tech companies' news pages for visitors to stay up-to-date with company information and their stories around the web.
The Noonies are the tech industry’s most democratic awards - presented by HackerNoon. Visit noonies.tech to nominate a worthy candidate before Nov 14, 2021.
Writing has just been made possible on the HackerNoon Mobile App! Read on to find out how and don't forget to update your app!
An interview with 2022 HackerNoon noonies nominee Alexey Shepelev
The HackerNoon team has designed this brand new readers demographics page with all the details you would want.
EDWARDS CO June 10, 2020 -- Hacker Noon, the technology publishing platform serving 4M readers per month, today announced a $1M strategic investment from Coil, the San Francisco-based startup designed to help creators monetize content and provide a premium experience to consumers. Additionally, the companies kicked off a three year partnership focused on Web Monetization for contributing writers. Web Monetization is an open specification that is freely available to any monetization service provider who wants to support sites like Hacker Noon.
HackerNoon introduces The Tech Company Brief, a free and timely data driven insight into which tech companies are rising & falling in the public consciousness.
Tim Keary from Techopedia interviews HackerNoon CEO David Smooke on roles of AI in the newsroom.
Hey future HackerNoon interns, we are calling for you. Apply TODAY at careers.hackernoon.com/hackership.
Heyo Hackers,
This week, HackerNoon features Amazon Web Services (AWS), the world's most comprehensive cloud platform, delivering IT infrastructure since 2006.
Prominent links to your site of choice as a published Hacker Noon writer!!!
The wait is over! After a very exciting competition throughout this past year, the results for the 2023 Startups of the Year, North America are here!
The Startups of the Year 2023 winners are announced!
The full editing protocol filled with our rules, tips, and guidelines that govern our editorial decisions.
This week, HackerNoon features IONOS - the largest web hosting and cloud company in Europe
The HackerNoon BRAND DASHBOARD is here, better than ever! From classic products to incredible time-limited offers, brands have a great lot to pick from.
For HN writers: The HackerNoon Dev Team has built an awesome feature that aggregates linkages around the web about you! Learn how to customize it in this story
How to share your story with the tech world via HackerNoon business blogging.
HackerNoon is super excited to partner with NOWPayments to bring you the Crypto Writing Contest! Here’s your chance to win 1k USDT by writing a story on crypto.

Sometimes a small gesture can go a long way in creating genuinely positive emotions for both gift giver, and gift receiver.
Welcome to HackerNoon’s Writing Prompts program. Answer one today!
HackerNoon’s free-to-use Pixel Icon Library is an open-source collection of 120+ Pixelated Icons, inspired by HackerNoon’s retro design vibe.
Welcome to HackerNoon’s Writing Prompts program. Answer one today!
Now that we're a few days into 2020, it's time to take a few steps back and reflect on some of our accomplishments from 2019. First of all, I'd like to thank the community and our team for not only surviving 2019, but continuing to build momentum into the new decade. Let's celebrate our accomplishments and keep the delivery train rolling! 🚂🎉
Startups of the Year, hosted by HackerNoon, honors over 40k startups all over the world in cities with 100k+ population. Visit startups.hackernoon.com to vote.
The spooky season is around the corner and we couldn't let it pass without sharing some horror movie suggestions, even for the weak-hearted.
Startups from all over the world were nominated, from North America to East Asia. In total, 44,000 startups were nominated in over 4,500 cities.
Photo Credit, Giphy.com/HackerNoon, where we have 1.7M impressions since creating our account in October.

I asked 10 of Hacker Noon’s Top Contributors to weigh in with their strategic tech predictions for 2021 — you can expect a 14-minute briefing on everything from recession startups and (self) edtech, to AI applied to end Covid-19 and the commoditization of Machine Learning.
This week on HackerNoon's Stories of the Week, we looked at three articles that covered the world of software development from employment to security.
Misbah Fatima (Head of Security) and Farza Ashraf (Security Analyst) from Idenfo and SheSec Pakistan talk about how we can increase the number of women in STEM.
Nomination for the third-annual Hacker Noon Noonies is open to the public at noonies.tech. Voting starts November 15, 2022 ends on January 26, 2022.
HackerNoon’s Startups of the Year 2024 is just around the corner, and this year, we are going nuclear! 100k+ startups, 5k+ cities, 100+ industries.
Hey, the Hacker Noon editor now supports embeds from CodeSandbox and CodePen so software developers can better tell the story of their code. To use, simply paste the link and hit enter (GIF above). *Update: We now also support GitHub Gists.
Anyone can comment on HackerNoon. All comments are reviewed by the individual writer or staff editor before publication on the story page.
Here we are with the final announcement of the #Decentralized-Internet writing contest winners!
Voting for BOTH Noonies and Startups for 2021 will end next week.
The hottest things to write about on Hacker Noon in 2020 were — pretty much both by story submission volume and traffic generated — coronavirus; coding, programming, javascript; cryptocurrency; python, blockchain, startups, artificial intelligence (AI), and software development.
Who will be your city's startup of the year? Vote now at: https://startups.hackernoon.com/
Revenue is slightly down, traffic is slightly up, rate of product development is up, and expenses are down. Read all about it here!
HackerNoon adds Tailwind CSS to the front end experience of its native publishing platform.
Discover how HackerNoon's contextual ads outperform traditional platforms, delivering 5x more clicks by reaching 2M+ engaged tech readers. Book a call.
Employee health and safety is certainly an industry ready for AI development, but what is needed to adapt AI technology to this industry?
excerpt from Hacker Noon Releases Tech Publishing Platform 2.0
Watch Video
What does it take to get your article rejected by Hackernoon? A behind-the-scenes thread where our editors share their thoughts about ill-fated star signs.
No pitch decks. No mockups. Just code that works. Here is your step-by-step guide to entering HackerNoon's $150K Proof of Usefulness Hackathon.
Meet the Evergreen Tech Company News Pages from HackerNoon. Here's how to create, find, edit and claim your company on HackerNoon.
HackerNoon understands the struggle and pain involved in running a startup. I mean, we are also ONE OF YOU!
Welcome to code, where the metrics are made up and the points don’t matter. I’m not #1. I just commit more often. 😛
Colors. Some people talk about how HackerNoon green is a thing. And it is, 100M+ people have visited HackerNoon, and some percentage thought, hmm are they really leading with #00FF00? It made us stand out. It paid homage to limitation of our past and present machines. How colors make us feel and how colors frame our ability to focus on the story or wander into the metaverse, this is because the individual's emotional relationship with color is entirely their own. As we work to make our software more accessible, this new release by Jeferson Borba provides all visitors with the ability to choose the primary color of the site and primary color of the ad placement. Just because I like green without red or blue does not mean you have to too. Choose your colors!
HackerNoon uses machine learning and human editors to translate top stories from English to Spanish, Hindi, Mandarin, Vietnamese, French, Portuguese & Japanese.
The second human rule was invented by HackerNoon’s CEO and is part of the foundation on which HackerNoon was built.
On this day: learn key historical tech events on this date in history, as well as, browse HackerNoon stories published on the same day over the years.
Bin Nguyen, CEO of Chiheisen Technology](https://hackernoon.com/i-live-on-the-internet-interview-with-bin-nguyen-ceo-of-chiheisen-technology)

Hello Hackers! Welcome to the winner announcement of the Zero Knowledge Proof Writing Contest by Rareskills and HackerNoon.
TOKYO, JAPAN - HackerNoon, the technology publishing company, is pleased to announce the nominees for its annual “Startups of the Year” award.
When it comes to AI-generated or edited content, transparency is key.
This year's hottest startup region was Europe, with huge startup hotbeds in the UK and Germany.
Explore top startups per industry from HackerNoon’s Startups of The Year 2024—4.3M+ votes crowned the sectors driving global innovation forward.
Get more views, fast! Join us on Digg at https://digg.com/hacker-noon and https://digg.com/blockchain.
Take a moment to think of everything you love about Linux, and answer some of these questions we have curated for you.
11/3/2023: Top 5 stories on the Hackernoon homepage!
Celebrating Women's History Month, we want women-led and women-focused businesses to have an evergreen spotlight via HackerNoon Evergreen Company Pages!
Arweave Forward Research purchased 5,728 shares of HackerNoon common stock shares at $42.55 per share, a $50M pre-money valuation.
This is cool :)
This week, we present HackerNoon business blogging partner Sekurno: A proactive cybersecurity consultancy that goes beyond the norm.
Four months ago we started this <a href="https://hackernoon.com/hacker-noon-reader-survey-14060d66027b" target="_blank">Hacker Noon Reader Survey</a> to improve your experience reading on Hacker Noon. We have been pouring over the results, learning how we can improve our site.
11/10/2023: Top 5 stories on the Hackernoon homepage!
People always seem so surprised when they find out that anybody can submit a tech story for consideration to get published on HackerNoon.com. 🤷
Stuck on your next big tech story idea?
Learn how to publish a story on HackerNoon with this step-by-step guide.
This Slack discussion by Natasha, Linh, Dane, Anna Bleker, Michael Ulrich, Austin, Nataraj, David and I occurred in Hacker Noon's official #slogging-beta channel.
*Not least of which: Hacker Noon's new Open Trello Roadmap for Writers. This content was originally published in the form of a newsletter to Hacker Noon's global community of over 12k contributing writers. To join that list, get published on Hacker Noon.
This week, HackerNoon spotlights Notion, the workspace where teams can manage projects, share docs, and organize knowledge all in one place.
Hackers, the Round 2 Results for the Cybersecurity Writing Contest by Twingate and HackerNoon are here!
We've switched our pageview stats to us Cloudflare instead of Google Analytics to work around clients blocking the latter.
HackerNoon has added the ability to import your blog posts from other platforms. The tool is available on your profile page or Writer Dashboard.
Startups of The Year (SOTY) 2023 has officially started, and with it nominations and voting for the best companies around.
We’ve been building! HackerNoon shipped hundreds of product features, achieved impressive revenue figures and editorial milestones. Read all about it here.
Every brand story published on HackerNoon now receives $100 on social media ADs!
The Hound of the Baskervilles, by Arthur Conan Doyle is part of HackerNoon’s Book Blog Post series. You can jump to any chapter in this book here.
We released our first batch of dynamic tech company news pages, combined business overviews with mentions on Hacker Noon and around the web via the Bing News API.
There are some interesting ideas out there.
Startups of the Year 2023: Remote/Misc Winners.
Hey there, Hackers. It’s time for our regular updates on the fun new features we’ve deployed in the past two months. As always: a big thank you to our devs team
4500+ cities, 35000+ startups - Who will be crowned Startups of the Year by HackerNoon?
To ensure your project’s success, you need to make the right call and choose a serverless provider that fits your product’s size, complexity etc.
First of all, Nostradamus has nothing to do with Tarot.
I recently conducted an experiment based on the theme "Which Writing Platform Really Works for newbie tech writer in 2023" drawing from my personal experience.
Below is a list of every PR that was merged at Hacker Noon in 2019. In the coming weeks, expect to see regular product updates (with a bit more context 😉), but for now, please enjoy this dump of commit messages I put together in 15-20 minutes.
In appreciation of the beautiful talents of our community, HackerNoon is expanding the number of writing contests we have open during the year.
The Noonies were created to celebrate the best of the best. Here are the winners of Noonies 2021!
The HackerNoon AI Image Gallery is a space where AI and human creativity intersect. Keep reading to find out more about our recent AI improvements.
The Octopus Network in collaboration with HackerNoon is excited to host a #Web3 Writing Contest!
Meet the top Asian startups in 2024! With dynamic cultures and rapid growth, Asia has become a global entrepreneurial hub and development.
We treat our internet friends with respect.
Hello we appreciate you thinking of HackerNoon as a digital host for your story. Now lets talk about your options to get media for your clients from HackerNoon
Tune in (iTunes, Stitcher, wherever you get your podcasts) for a nine-minute briefing on this year’s biggest, greenest and most independent tech industry awards: Hacker Noon’s prestigious #Noonies!
The wait is over! After a very exciting competition throughout this past year, the results for the 2024 Startups of the Year, North America are here!
Meet Europe’s best startups of 2024! From healthcare to green energy, across 450+ cities, and voted by millions in HackerNoon’s Startups of the Year 2024.
We’re excited to add 64 language translations for HackerNoon blog posts, bring the total possible language translations per story to 77 languages per blog post.
The HackerNoon team launches a new feature. Users can use NFTs as their HackerNoon profile pictures/
Software Engineers are always on the lookout for better, more efficient ways to solve problems.
Meet Bright Data - one of the largest data collection platform on the planet internet having more than 15,000 customers worldwide
HackerNoon, the technology publishing platform, launched its fourth annual #Noonies 2022 in partnership with BingX and .TECH Domains.
We set strict limits on backlinks to decrease the chances of your article being regarded as spam/promotion in the search engine’s eyes.
The root of all your problems lies in only a few bad coding practices.
This is a term I invented to improve the quality of content published online.
At Hacker Noon's first All-Hands company meeting for 2020, CPO Dane Lyons talked the team through how the North Star framework applies to Hacker Noon. Since the term is pretty self-explanatory, I'll get straight to the story of how we're using this framework to prioritize activity.
The Adventures of Sherlock Holmes, by Arthur Conan Doyle is part of HackerNoon’s Book Blog Post series.
VPNs started trending in this new wave of security breaches and fear for privacy.
Welcome to HackerNoon’s Writing Prompts! As part of this program, we will be creating an ongoing series of entertaining interview templates.
While these rules were written for traditional journalism and news coverage, they can be applied to almost any story you write for HackerNoon.
Our talented developers put the 'product' into productivity! Let's look at the fun new features they've developed in the past two months.
What are the Noonies?
YAAAASSSSS, it’s the Finale! Welcome to the final round results of the Debugging Writing Contest by Sentry!
Moby-Dick; or The Whale, Chapter 33: The Specksnyder by Herman Melville is part of HackerNoon’s Book Blog Post series.
The Hound of the Baskervilles, by Arthur Conan Doyle is part of HackerNoon’s Book Blog Post series. You can jump to any chapter in this book here.
TL;DR For the 5th year in a row, we doubled HackerNoon Revenue of the previous year with 2021 revenue clocking in at redacted USD! And, for the first time since we started sending these shareholders newsletters, HackerNoon is profitable again, by redacted! Our primary ad inventories, Top Navigation, Ad By Tag, Brand as Author, and Email Newsletters, all improved in YoY revenue, and new ad inventory from Startups of the Year and Writing Contests also drove revenue up. With regards to traffic, we saw a 11% increase in readers QoQ, a 2% decrease YoY to readers on hackernoon.com, and as of today rank as the #3,990 site on the worldwide internet by Alexa. In-app traffic (app.hackernoon.com) saw a significant bump, with users increasing 62% YoY, and 7.9% QoQ. Software-wise, we strengthened the product team, and in the last 4 months we’ve shipped AI-powered Audio Stories (≈3x avg time on site), About Pages (here are some examples), Terminal Reader, Writing Prompts, Noonies 3.0, Choose Your Color, (revamped) Noonification, Emails, Internal KPI Dashboard Improvements, Open Sourced Font, Internal Changelog History for Every Story Draft, Editorial Notes, (improved) Core Web Vitals, among many other features/fixes/improvements/iterations.
Hint: We're Turning Up the Heat on Bitcoin Stories. Only the best will make the cut.
Meet our new features - meet the 1.9 version of HackerNoon’s mobile app.
Proof of Usefulness Hackathon FAQ: Learn how to submit projects, get scores, access sponsor credits, and compete for cash and software prizes.
HackerNoon is pleased to announce the nominees for “Startups of the Year”, featuring the most innovative companies in San Diego.
HackerNoon is pleased to announce the nominees for Startups of the Year 2023, featuring the most innovative companies in San Fransisco.
Hey, Hackers! The Decentralized Internet Writing Contest has just got BIGGER! HackerNoon is excited to host the contest in collaboration with QuickNode!

Sometimes, we just gotta slog these low hanging fruits.
Here’s the Mobile Debugging Writing Contest by Sentry and HackerNoon for y’all!
Growth marketers - the wait is OVER. The first round results announcement of the Growth Marketing Writing Contest is now LIVE!
This week, we present our business blogging partner MinIO - a high-performance, S3 compatible object store, built for large scale AI/ML.
Meet the first 60 Hacker Noon experts. Book a video call to learn programming, cryptocurrency, remote work hacks, outer space, futurism, and startups.
Heyo Hackers, welcome to the Round 1 results announcement of #EnterTheMetaverse writing contest.
For any brand, creating its own identity is a challenging task. Especially for a start-up and small businesses, brand recognition is even more essential. Brand recognition can go a long way in influencing the success of a business. Every scale business spends a huge amount on marketing their brand and creating their imprint in people’s minds.
Introducing the HackerNoon Tech Brief Podcasts! Now you can listen to your favorite HackerNoon writers on the go. Let’s dive in!
Welcome to the Round 5 results announcement of Blockchain Writing Contest brought to you by HackerNoon and Tatum! Let’s see who won.
Emoji Credibility Indicators by HackerNoon are now live on GitHub and Figma!!! Read on to learn more.
Hackers, Assemble! Here we are with the third round’s results announcement of the Cybersecurity Writing Contest by Twingate & HackerNoon!
Meet Africa’s best startups of 2024! From fintech to agri-tech, across 100+ cities, and voted by millions in HackerNoon’s Startups of the Year 2024.
Common Question: Can I republish content on Hacker Noon if I've already published it elsewhere?
HackerNoon technology publishing platform released EMOJI CREDIBILITY INDICATORS to transparently facilitate value between reader and writer.
Aptible and HackerNoon bring you DevOps Writing Contest Round 6 results.
In this Slogging thread, we discuss the best CGI in movies, tv shows and video games.
The Hound of the Baskervilles, Chapter 1 by Arthur Conan Doyle is part of HackerNoon’s Book Blog Post series.
Every blockchain game listed on HackerNoon gets its own dedicated page that shows all the information a gamer needs to know about it.
Check out the new Rewards Tab where you can check all the ways to monetize your content and get prizes while doing what you love.
Synthetic Audio is available for nearly every story submitted to the website, allowing readers to become listeners.
Coin Price Pages by HackerNoon combine curated cryptocurrency stories with timely data to form a qualitative and quantitate hub about each top cryptocurrency.
super easy way to embed youtube videos on hackernoon
mParticle & HackerNoon are excited to host a Growth Marketing Writing Contest. Here’s your chance to win money from a whopping $12,000 prize pool!
Take a look at all the best HackerNoon stories, handpicked for your reading pleasure and education on trending tech topics.
There's a saying in investing circles - bulls are right 29 days a month. Bears are right for only 1 day.
From web3 sign-in, notification to audio ad read by AI, we added 203,627 lines of code and deleted 125,804 lines of codes this quarter!
HackerNoon, the technology publishing company, announces the launch of Startups of the Year 2023— a global, community-driven award for startups.

Heyo Hackers. HackerNoon and IONOS bring you the finalists of Round 2 of the Web Development Writing Contest.
Q2 2021 marked important milestones when it comes to Revenue, Startups of the year Launch, and the much needed Markdown editor.
A simple test can help you learn so much about your team...and yourself.
HackerNoon's new Weekly Newsletter curates Results from our Poll of the Week and 2 related polls around the web. This week's topic is self-driving cars.
Heyo! Here we are with the Round 4 of the Debugging Writing Contest powered by Sentry and HackerNoon!
Hackers! We are back with the Round 3 results announcement of one of the BIGGEST writing contests - The DeFi Writing Contest by SORA & HackerNoon.
Hello! I’m an introverted knowledge worker running a profitable company at the intersection of software, media, and web3.
The Adventures of Sherlock Holmes, by Arthur Conan Doyle is part of HackerNoon’s Book Blog Post series. You can jump to any chapter in this book here: Table of
The HackerNoon team is back at it with a new feature! You can now export your stories to a PDF or a JSON file.
The final results announcement of the Blockchain Writing Contest brought to you by HackerNoon and Tatum is here!
Hey there, Hackers. I'm writing to you from Amsterdam, the Netherlands, where—as of today—we've had 50,273 confirmed cases of Covid-19, and 6,113 deaths. The curve here appears to have been successfully flattened:
The HackerNoon Tech Writing Fellowship seeks to help tear down barriers of entry into the job market.
Hackers, Welcome back! Here we are again with the fourth round of the Cybersecurity Writing Contest result announcement by Twingate & HackerNoon!
Meet Neo Auth, Peris.ai, and Midas Analytics, HackerNoon startups of the week.
Welcome to our brand new series - The HackerNoon Company of the Week, where we feature the top tech brands from our tech company database.
We've added full synthetic audio transcriptions to our stories. Our stories can now be read to you by one of our synthetic voices.
The Crypto Trading Writing Contest by BYDFi and HackerNoon: Winner Announced!
Learn everything you need to know about Hackernoon via these 552 free HackerNoon stories.
HackerNoon is big on curation and personalization, and the HackerNoon mobile app is no different.
The explanation of how the mobile app was created and some of the decisions making of the process.
Revenue is up, expenses are down, our blogging network is growing, and audience metrics are thriving. Read all about it here!
HackerNoon and the time the team compared Open AI Image Generators for in-house use. Read and follow along our journey.
HackerNoon and Aptible bring a whopping prize pool of $18,000 for our DevOps community. The DevOps Writing contest starts on August 1st, 2023!
When you repost stories on HackerNoon, we offer canonical linking for individuals looking to grow their personal sites.
In this guide, you can read about all our current emoji credibility indicators, what they mean, and how to use them. HackerNoon + Transparency FTW!
Answering Customer Support queries can be a bit boring. So why not spice it up with some Shakespearean word choice? We trained the bot using ChatGPT3 by openai.
The Hacker Noon marketplace for ondemand video calls with experts in programming, cryptocurrency, remote work hacks, outer space, futurism, and startups.
In this blog, we’re going to take a quick look at all the stats we provide to writers on HackerNoon to help them supercharge their writing.
2 weeks left to participate in the HackerNoon survey and win big prizes! Today, let's look at some of the heartfelt feedback we've received so far.
HackerNoon is hiring for 2 Junior Editors and 2 Junior Sales Reps. Visit careers.hackernoon.com to learn more.
The Hound of the Baskervilles, by Arthur Conan Doyle is part of HackerNoon’s Book Blog Post series.
This week on HackerNoon’s Stories of the Week, we looked at ApeCoin and the Bored Ape Yacht Club after a surprise performance at MTV from Snoop Dogg and Eminem
In this post, the HackerNoon staff and blogging fellows talk about some books they've been reading recently, as well as some of their favorite authors.
Discover how Agentic AI can revolutionize SaaS MVPs by enabling adaptive features, automating decisions, and enhancing user experiences for rapid growth.
8/31/2023: Top 5 stories on the Hackernoon homepage!
A lot of remote teams start using Slack as a watering hole for getting everyone together to discuss what's going on and what'll happen next. Having all of these discussions happening in the #general channel is way too noisy. So teams start creating a bunch of random channels devoted to a specific purpose. Here are some of the channels we have at Hacker Noon.
AI Time Journal
Over the weekend, instead of our usual "taking a break" from work mode, we at Hacker Noon have been talking among each other about the heaviness of past weeks events, and how we as a company can do anything meaningful in response to them.
HackerNoon is super excited to bring a premium writing contest for web devs, thanks to our sponsor IONOS.

Download the full report here.
There’s one place where all HackerNoon tags hang out, and that's our brand-new Tech Categories Page - the perfect place to look for your next tech story.
Happy Holidays, Hackers! We are happy to be back with another winner announcement of the DevOps Writing Contest by Aptible and HackerNoon!
Tech Company News Pages have been around for a while. Now with a fresh design, these pages let you browse through companies' trending interest and stock prices.
This Slack thread was auto-created from Hacker Noon's #slogging-beta channel, and has been edited for readability. Stay tuned to learn more about slogging in the upcoming weeks.
HackerNoon's devs's new feature: Trending Stories and Trending Companies on the homepage! Now everyone can scroll through the hottest ranking on the web.
This week on HackerNoon’s Stories of the Week, we looked at the Ethereum Merge and what the shift from Proof of Work to Proof of Stake means for the industry.
Run, don't walk, to vote on HackerNoon's weekly polls!
11/21/2022: Top 5 stories on the Hackernoon homepage!
YAASSSSS... The game that took the tech industry by storm last year is BACK. HackerNoon has teamed up with .Tech Domains for Break the Code 2.0.
Welcome to another results announcement of the DevOps Writing Contest, hosted by Aptible and HackerNoon.
Learn everything you need to know about Writing Prompts via these 213 free HackerNoon stories.
Hey Hackers! Welcome to the third round of results announcement of the #Web3 Writing Contest!
This one's for the Game Devs - HackerNoon and Tatum Games brings you a super fun Unity Writing Contest with a prize pool of $3,000!
A big thank you to our team of uber-talented developers who use their superBrain skills to make HackerNoon a better place.
Let’s enjoy some weekend writing shenanigans!
The Web3 News interviewed HackerNoon Creator and CEO David Smooke to discussion the history and future of the internet
every breath you take / and every move you make / we can be emailing you.
The Starship is a reusable heavy-lift launch vehicle (rocket) designed to travel to space with cargo and humans on board.
4/15/2025: Top 5 stories on the HackerNoon homepage!
Hey there, Hackers. It’s time for our regular updates on the fun new features deployed in the past two months. As always: a big thank you to our devs team!
Learn everything you need to know about Writing Tips via these 74 free HackerNoon stories.
This is the story of how I added a new type of a dynamic sitemap to HackerNoon’s publishing platform to better index our hundreds of thousands of site pages.
Content published on HackerNoon need to objective, free of digital marketing gimmicks, and most of all, need to provide value to our dedicated audience base.
We are back with the results announcement for The Linux Writing Contest by Linode and HackerNoon, July 2022.
We’ve been building! HackerNoon shipped hundreds of product features, achieved impressive revenue figures and editorial milestones. Read all about it here.
Q2 2022 marked important milestones when it comes to Revenue, Software Development, and Readership and Editorial Growth.
HackerNoon is upgrading its AI detector from Originality.ai to Pangram. Learn more about this tool here.
We encourage our readers to write guides, but we will reject with a passion any guides that don’t have any real actionable advice or technical knowledge.
I’m Ksana Liapkova and I’m Head of Admitad ConvertSocial.
This week, we present our business blogging partner Timescale - the modern cloud platform built on PostgreSQL for time-series, events and analytics.
Hey Hackers! The wait is over! Here we are with the results announcement for The Linux Writing Contest, June 2022.
Hey there, Hackers. It’s time for our regular updates on the fun new features deployed in the past two months. As always: a big thank you to our devs team!
And why should you care? Well, annotations are a brand-spanking-new way to add context to stories in a user-friendly way, augmenting the reading experience.
Hackers, the final round results of the DeFi Writing Contest by SORA & HackerNoon are here.
HackerNoon and Tatum Games are happy to announce the finalists for the second round of the Unity Writing Contest!
2/4/2023: Top 5 stories on the Hackernoon homepage!
Hackers, Assemble! The final round’s results announcement of the Cybersecurity Writing Contest by Twingate & HackerNoon are now Live!
🏆 The benefits of being nominated in Hacker Noon's annual tech awards this year include not only mad Net-Cred, BUT ALSO: opportunities to do an AMA in community.hackernoon.com and/or get onto The Hacker Noon Podcast, as well as generally improving your personal Google-Ability by getting FREE CONTENT created (and distributed) about you, and the things you write, built and care about!
HackerNoon Founder & CEO David Smooke joins the SaaS Unbound Podcast to discuss scaling HackerNoon with a dedicated fully remote software team.
Devs, Assemble! Round 1 winners of The Web Development and Ecommerce Writing Contest are now announced!
Fellow Hackers, it’s THAT time again. We have the results for the winners of the #Future of Finance writing contest Round 2.
Childhood friends James and Allen are making it easier for companies to build machine learning teams with AdaptiLab (Techstars Seattle ‘19).
We mainly cover: tech, programming, blockchain, business, startups, cybersecurity, AI, gaming, and writing.
<a href="https://www.startengine.com/hackernoon" target="_blank">Our equity crowdfunding campaign</a> has achieved $676k+ raised from 566 investors. The campaign is still live, and if you’re reading this site right now, I implore you to consider owning a portion of this site. <a href="https://www.startengine.com/hackernoon" target="_blank">Your investment</a> can help us grow into the #1 independent tech blog on the web and keep us free of platform dependence. All platform dependence and venture investment create bias and vested interest. We want to amplify voices based on merit of their work and their story.
Hey there, Hackers. It’s time for our regular updates on the fun new features we’ve deployed in the past two months. As always: A big thank you to our devs team
For the Web3 writing contest, HackerNoon has partnered with Octopus Network to give monthly prizes to the best HackerNoon Web3 stories!
Hurry, there’s only 1 month left to complete our surveys and win amazing prizes like an iPad or Sony headphones. Share your feedback to help improve HackerNoon!
Startups of The Year 2024 winners - brag boldly! Here's how you can turn your win into a story worth sharing!
We are super excited to announce the official list of winners in the Asia region!
Hackers, Assemble! The round 4 results of the Growth Marketing Writing Contest by mParticle and HackerNoon are live!
HackerNoon's writing templates are here to make your creative process smoother, more enjoyable, and undoubtedly more productive. Try them now!
As 2018 is coming to an end, I thought I’d spend some time to reflect on the two most important lessons I learned in 2018, the first one about what’d predict success in an equity crowdfunding, and the second one about silver linings in trying times.
This week on HackerNoon’s Stories of the Week, we looked at three articles that each covered a part of the crypto-based economy and why it’s in turmoil.
Heyo Hackers! The Round 2 results announcement of The DeFi Writing Contest by SORA & HackerNoon is FINALLY Here!
What is the "This Article Was Featured In..." section found in HackerNoon's articles? How can readers and writers make use of this feature?
Introducing the brand dashboard: the brand-new HackerNoon Storefront allows YOU to navigate and explore all the ways to boost your brand growth in one place!
This week, HackerNoon features Bosch, the German multinational engineering and technology company with worldwide footprint across different business areas.
The Hound of the Baskervilles by Arthur Conan Doyle is part of HackerNoon’s Book Blog Post series. You can jump to any chapter in this book here.

Now is the chance to share your knowledge and expertise on anything & everything on web-dev. Publish your story on HackerNoon for a chance to win form $$$!
....is my answer to this question someone posted on Twitter the other day: "What is your best advice in 4 words or less". Let me tell you about the time I learn to connect all the seemingly isolated events in my career and came up with this advice in retrospect.
SurveyMonkey alternatives, eh?
If you’re thinking about starting a blog need to choose a blogging platform. There are other options aside from WordPress available to chose from like Wix, etc.

The HackerNoon mobile app makes it easier than ever to check what’s trending on the HackerNoon website.
The annotation feature is a note of explanation or a comment added to a portion i.e. a text or phrase in your article.
New Year, new writing opportunities. Start this one off right!
Heyo, welcome to our monthly results announcement for the Web3 Writing Contest by HackerNoon and Octopus Network!
Hello and welcome to Noonies 2022 StarTech: Tech Awards for the Brightest Stars. Join HackerNoon as we award bold and knowledgeable techies like yourself.
The Adventures of Sherlock Holmes, by Arthur Conan Doyle is part of HackerNoon’s Book Blog Post series. You can jump to any chapter in this book here: [LINK TO TABLE OF LINK]. Chapter XII: The Adventure of the Copper Beeches
Hey Hackers! Here is the results announcement of the #Web3 Writing Contest, April 2022, sponsored by Octopus Network.
Welcome to the #Blockchain Writing Contest hosted by HackerNoon in partnership with Tatum.
NOT ONLY IS IT AUDIO ADS, THEY'RE SYNTHETICALLY GENERATED AUDIO ADS?
You know that feeling when you work really hard on something for really long and it feels like nobody really notices? Hacker Noon’s Annual Tech Industry Awards, the 2020 Noonies, are here to help with that. Nominate YOUR best people and products today at NOONIES.TECH. Speaking of the best people and products in technology, here’s a quick intro to 2020 Noonie Nominee, Ax Sharma, from the UK, who’s been nominated in the Future Heroes and Technology categories.
Meet HackerNoon Top Writer Mohit Menghnani and his story on satisfying the curiosity crunch.
HackerNoon removed Medium's CMS on July 13 2019 and replaced the content management system on HackerNoon.com with the HackerNoon CMS. Long Live Independence!
Brands publish on HackerNoon via our Brand-as-author programs to provide our readers transparency and context
Those impressive open rates and CTRs might be due to the SPAM!
HackerNoon's Noonies 2022 have launched! There are prizes to be won across the five awards meant to recognize the effort of our community and the internet!
Heyo Hackers! Here we are with the results announcement (Round 1) of one of the BIGGEST writing contests - The DeFi Writing Contest by SORA & HackerNoon.
I’m Alejandro Duarte and work as a full-time Developer Advocate at MariaDB Corporation. A Developer Advocate is someone who likes to learn in the open and share
At <a href="http://hackernoon.com" target="_blank">Hacker Noon</a>, we didn’t intend to make one of the most popular tech blogs. We intended to build a bunch of blogs — publishing stories ranging from <a href="https://hackernoon.com/tagged/seo" target="_blank">how to optimize your site for google search</a> to <a href="https://artplusmarketing.com/i-got-arrested-in-kazakhstan-and-represented-myself-in-court-d3764fb738f1" target="_blank">how one traveller escaped a Kazakhstan prison</a> to <a href="https://extranewsfeed.com/why-liberals-are-wrong-about-trump-c865b12c72a7" target="_blank">why you must distract yourself from the Trump virus by baking raspberry scones</a>. It just so happened that one of our publishing properties was called the Hacker Daily.
A solo Amazon engineer built a $0.06 app that monitors 500+ motors, prevents failures, and saves $100K+ a year — all without a team or budget
Hackers, Assemble! Here we are with the final results announcement of the Future of Finance Writing Contest!
What we (really) talk about when we talk about money, how HackerNoon (actually) makes money, and my personal wealth. All are discussed in this hour long podcast
Growth Marketers, Assemble! The second round results of the Growth Marketing Writing Contest are here!
Moby-Dick; or The Whale, Chapter 30: The Pipe by Herman Melville is part of HackerNoon’s Book Blog Post series.
SupportYourApp CEO Daria on Startups, Tech Businesses, and #Noonies 2022 Nomination.
On this hallowed day, one year ago, Hacker Noon 2.0 became a thing on the interwebs. Around the same time, we launched Hacker Noon's annual tech awards, The Noonies—the industry's greenest awards. ¯_(ツ)_/¯ This year, the #Noonies promises to be bigger, better, more diverse, and looooonger than last year. The best part? Anybody can nominate ANYBODY right now for a 2020 #Noonie at noonies.tech!
The Linux Writing Contest by Linode and HackerNoon has come to an end. It’s time to celebrate the final round winners.
You can embed a handy little NFT viewer into your Hacker Noon stories. This provides a preview to view, as well as some handy links.
Austin here, your friendly neighborhood software engineer from Hacker Noon, with some exciting news! We are pleased as punch to announce that contributing writers can now see pageviews and total time reading for all stories published with Hacker Noon since we began in 2016. How cool is that? Previously our stats page was only accessible for recent story performance.
Answers to the most common questions about HackerNoon's Business Blogging program, based on years of real client conversations and meetings.
If you are writing a listicle about the Best X Companies or the Best X Tools. You need to tell the reader why they are the best, what they are the best at.
We need more women in technology, and by sharing stories, we can encourage many girls to follow their dreams. Share your story today!
A short story about the journey in front-end development
The internet functions, but does it work?
HackerNoon is trying to settle a debate: do the international (non-UK) folks order a “pint” of beer, or just generally connect a “pint” with drinking?
HackerNoon is thrilled to share its new writer dashboard. It's now easier to check your drafts, stats, submissions, and comments.
Adventures of Huckleberry Finn, by Mark Twain, is part of HackerNoon's Book Blog Post series.
Welcome to the results announcement of JavaScript File Handling Writing Contest by FileStack and HackerNoon.
HackerNoon announces 2 new Writing Contests: #MobileDebugging, and The Web Development and eCommerce.
HackerNoon and Elastic Path have brought you a super fun web development and ecommerce writing contest.
Here we are with the shortlisted finalists from the final round of the Web Development Writing Contest by IONOS and HackerNoon.
It's time to 'head to the polls' and make possibilities into reality. #Noonies2021.
Hey Hackers! July had been a great month! We got many superb #decentalized-internet stories, and now it is time to celebrate our contributors!
2/22/2024: Top 5 stories on the HackerNoon homepage!
2/22/2024: Top 5 stories on the HackerNoon homepage!
Hackers, rejoice! Here we are with the winners' announcement of the first round of #Future of Finance writing contest!
Devs, assemble! The Round 1 finalists of the Web Development Writing Contest by IONOS are decided.
Moby-Dick; or The Whale, Chapter 32: Cetology by Herman Melville is part of HackerNoon’s Book Blog Post series.
I am Marinsborg, I am a web developer for more than 5 years, and I like to write about programming and career, mostly to help people to start working in IT.
Write about a time when you struggled (and later, triumphed) to identify a bug or performance issue in your mobile application and win from $6000!
Learn everything you need to know about Hackernoon Community via these 112 free HackerNoon stories.
Goodtalent wins best startup, Lagos, Nigeria 2021
8/28/2023: Top 5 stories on the Hackernoon homepage!
An interview with 2022 HackerNoon Noonies nominee, Valerie Ejegi.
Check out 5 reasons for aspiring writers and tech enthusiasts to get published on HackerNoon!
Heyo Growth Marketers - The round 5 results of the Growth Marketing Writing Contest by mParticle and HackerNoon are now LIVE!
This week, HackerNoon features Tailscale, simplifying secure, peer-to-peer networks for easy and efficient collaboration.
I think it’s time, once more, for you and I to recognize the fabulous tech creatures that entertain, inspire, enlighten, and amuse us on the internet.
What is the TL;DR feature at HackerNoon and how can both readers and writers make full use of it?
1.4+ million freely usable photos now available in your Hacker Noon editor
Searching was never this easy, or this fun. Our new search page has everything you could ever need: trending stories, companies, coins and topics.
At Hacker Noon, we measure success by the number and quality of words published on our platform. Previously, we were singularly focused on carving out a space for our contributing authors to publish long-form tech stories. We've hacked 2 commenting systems to enable readers to contribute words in response to those stories...but those words live stashed away in cardboard boxes in story basements.
This week, HackerNoon spotlights Wellfound, a platform connecting startups and job seekers with a focus on transparency.
Here's a guide on how to access the comments and polls feature in the HackerNoon mobile app.
Hacker Noon Product Update: Overview of What We Deployed in April 2020
Learn everything you need to know about Internships via these 10 free HackerNoon stories.
The 2020 #Noonies are here,and they are both much greener and much bigger than last year. Among the 2,000+ deserving humans nominated across 5 categories for over 200 award titles, we discovered Amanda McGlothlin from the United States, who’s has been nominated for a 2020 #Noonie in the Future Heroes and Technology categories. Without further ado, we present to you, our big techy world, from the perspective of Amanda .
What's HackerNoon BAA, and how it works? We have compiled ten frequently asked questions with their answers for you.
What's in the Startups Specials for Nominees? Let's take a quick look 👀
Here we are again with the announcement of the Gaming Metaverse Writing Contest winners. So who won this time? Let's see!
Let’s talk about the Metaverse that seemed to be our virtual future or virtual lives.
Stevie is a FinTech editor and co-founder of Womxn In Crypto, an educational community obsessed with Bitcoin and blockchain tech. She loves cryptography!
The first instalment in a series set to document an editorial intern's journey throughout the hackership - Hackernoon's first internship program.
Explore trending stories, top headlines, curated tech categories, and thought-provoking polls on your home screen.
A quick tutorial on how to rainbowfy your logo, in Hacker Noon style. Happy Pride Month!
Explore the HackerNoon app's playlist feature, enabling you to save and listen to your favorite stories.
Alyze Sam has to solve complicated blockchain issues as she's a disabled hospice nurse that was in a life-altering auto accident- what an unlikely tech hero-
Are you a startup founder? Consider filling out these writing prompts so readers can get to know your company better, and it's a great way for others to learn.
Startups of The Year by HackerNoon is a community platform celebrating tech startups making a positive impact on technology and the world.
Heyo Hackers, the wait is over. As promised, here we are with the final announcement of the Web3 Writing Contest sponsored by Octopus Network!
Hey Hackers! The wait is over! Here we are with the results announcement for The Decentralized Internet Writing Contest, March 2022 sponsored by QuickNode.
Heyo Coders! As promised, we are here with the Final announcement of the Velo Writing Contest Winners.
Naturally, another good portion of the population would be trying to destroy everything around them for stupidity’s sake.
Find out how make the Den blockchain work for you and open you up to more exposure and more crypto.
Hackernoon.com publishes articles while Bitcoin publishes blocks. They have publishing in common.
This week, HackerNoon features MongoDB — a popular NoSQL database designed for scalability, flexibility, and performance.

Sharing some fun times at a cool place to work for body, soul and sanity.
Learn how to choose your writing niche, sharpen your voice, and build a loyal audience with the HackerNoon Blogging Fellowship.
Retiring at 52, I discovered a passion for writing about Bitcoin and Web3.
Gamers, Assemble! It’s time to #EnterTheMetaverse. Here we are with the Round 2 results announcement of the writing contest hosted by HackerNoon and The Sandbox
AI Technologist, Dominic Ligot sits down with HackerNoon for another installment in our Meet the Writer series.
Hey, Gamers! As promised, here are the results of The Gaming Metaverse Writing Contest for Round 1!
HackerNoon and Tatum Games are happy to announce the finalists for the third and final round of the Unity Writing Contest!
Meet Sentry: HackerNoon Company of the Week! Self-hosted and cloud-based application performance monitoring & error tracking.
An Interview with 2022 HackerNoon Noonies nominee - German Tebiev.
Does pressure create diamonds, or will pressure break people before they have a shot to shine?
Vindhya C won 2019's coveted Noonie Award for Product Manager of the Year. Nominations for the 2020 Award for Product Manager of the Year are OPEN UNTIL 12 AUGUST AT NOON! Nominate someone you admire for a Hacker Noon Tech Award and make a PM's day today!
It’s time to celebrate the amazing content pieces shortlisted as finalists for the first round of the Unity Writing Contest by Tatum Games and HackerNoon!
HackerNoon is pleased to announce the nominees for Startups of the Year, featuring the most innovative companies in the Seatle
Here are the nominees and winners for the 5th Round (August 2022) of Debugging Writing Contest by Sentry and HackerNoon.
Hey Hackers! Here is the results announcement of the #Web3 Writing Contest, March 2022, sponsored by Octopus Network.
Publish on HackerNoon to boost your reach with free access, high visibility, and networking opportunities in the tech community.
Welcome to the round 1 winners announcement for the Mobile Debugging Writing Contest by Sentry!
This week, we are proud to present Surfshark - a cybersecurity company committed to protecting you from any and every danger lurking on the internet.
Among all the trading techniques, one of the most popular and sophisticated is algorithmic trading.
Surveillance capitalism… How about we not make that our business model?
Moby-Dick; or The Whale, Chapter 38: Dusk by Herman Melville is part of HackerNoon’s Book Blog Post series.
10/18/2023: Top 5 stories on the Hackernoon homepage!
This week, HackerNoon features Octopus Network is an innovative multi-chain Web3 infrastructure.
This week, HackerNoon features Stellar - The network that is faster, cheaper, and far more energy-efficient than most blockchain-based systems.
Get to know more about this crazy content creator - Aditi Syal - a copywriter at Concurate and a HackerNoon contributor.
Heyo Hackers! October has been a great month! We received some superb decentalized-internet stories, and now it is time to celebrate our contributors
Check out the Startup of The Year 2024 winners in the Emerging Tech industry!
Welcome to the Crypto Trading Writing Contest by BYDFi and HackerNoon.
HackerNoon brings you Writing Contest Lite: Galvanize content curation on your keyword with a $1000 prize pool!
February is a very special month for many reasons, with the two stand-outs being Valentine’s Day and Black History. Write about them today!
It's also no secret that techies can periodically get hella philosophical.
Writer's Block is something that happens to everyone.
After the recent Google’s broad core update May 2022 announced by Google Search’s Public Liaison Danny Sullivan, Google has unveiled a new significant update to its search ranking algorithm, which it has termed the helpful content update. The content that is not useful to users will be the focus of this update, which will begin to rollout this week.
We're talking about remote work This Week On Planet Internet because HackerNoon is a fully remote company and WE'VE GOT THINGS TO SAY about working remotely 😤

5/14/2024: Top 5 stories on the HackerNoon homepage!
I played a prediction game in 2019, and I dare to say, I played it pretty well.
Explore all the winners of HackerNoon's Startups of the Year 2023 in Africa!
With HackerNoon’s new YouTube Transcript feature you can embed YouTube videos in three different ways: with video, transcript or both.
What makes Hacker Noon truly stand out is the fact that we are independently-owned & community-driven. Our community drives our editorial, not just our traffic.
In this interview, we talk to Norman about the real lives of criminal defense lawyers and his opinion on the current state of the US judicial system.
Moby-Dick; or The Whale, Chapter 28: Ahab by Herman Melville is part of HackerNoon’s Book Blog Post series.
Ms. Smooke is to provide strategic insights to help shape Vietnam’s near-term policies in the new digital economy in response to the US-Vietnam partnership.
After scouring the internet and tapping into whatever it is I've learned about building teams and leveling up the purpose of work, I came up with 20 questions for the Hacker Noon team to reflect on the year behind and improve for the year ahead. Maybe they can help your startup or team too? So, I'm publishing them here.
Hackers, the wait is over. We are back with the final results announcement of #EnterTheMetaverse Writing Contest by the Sandbox and HackerNoon!
Tobias W. Kaiser, the creator of DALL·E's Game, speaks to HackerNoon about Web3, technology, and DAO.
HackerNoon leaders David & Linh speak to Parents In Tech podcast host Qin En to share their journey as parent entrepreneurs and the role of tech in parenting
Listen to this episode on iTunes, Google Podcast, Podchaser, Castbox, PlayerFM, TuneIn, iHeartRadio, Stitcher or wherever else you get your podcasts.
HackerNoon Founder David Smooke gives "How to Get Your First Job at a Startup" keynote at CleverProgrammer's Conference in Los Angeles.
Yesterday my husband entered the room while Ellen was singing 'Do a Deer' [during the virtual editorial meeting]. He looked at me with such surprise.
Ultra-fast innovation holds the key for conglomerates like Apple, Microsoft, and Tencent known as the pacesetters in the modern markets. However, they all faced challenges that are typical for established companies.
A podcast with OneMonth’s Chris Castiglione
Watch Video (you can also listen to this story on iTunes or Google)TL;DR: The business interests of these two entities have changed. Hacker Noon has to rip and replace its software infrastructure to make its land a viable business again. This is an important discussion to the state of digital publishing, the value of URLs, the dependencies of startup , and the effects of platform growth strategies.
This week, HackerNoon features Amazon IVS, a managed live streaming solution that makes low-latency or real-time video available to viewers around the world.
You, obviously. And millions of people from around the world. What audience are you advertising to? Who are you writing for? Learn more about our readers here.
A distributed workforce, long prophesied by the tech community, has been accelerated by a decade in the last six months.
LISTEN: iTunes
HackerNoon's new Weekly Newsletter curates Results from our Poll of the Week and 2 related polls around the web. This week's topic is NFTs.
Vietnam is not simply war-torn, communist or full of buffalos and rice field. Global companies would be sorely mistaken to make such assumptions!
Verified writers are longtime contributors, writers who have completed our Hackership program, or are alumni of our blogging fellowship.
Our stellar team of developers is busy devoting their coding talents to improve HackerNoon's usability, accessibility, design, and overall awesomeness.
Hey Hackers! The wait is over! Here we are with the results announcement for The Blockchain Writing Contest, March 2022.
It feels like movie night almost, but more chaotic.
In another effort to improve story distribution and find more cool places for our writers to share their stories, we’ve partnered with Den.
This week, HackerNoon features Starknet — a ZK-Rollup leveraging the STARK cryptographic proof system.
The best tech stories published on hackernoon.com in the last 48 hours. Sign up for the newsletter today.
To improve the quality of our content, we set strict limits on minimum word count. Our hard minimum limit is 500 words.
The Adventures of Sherlock Holmes, by Sir Arthur Conan Doyle is part of HackerNoon’s Book Blog Post series.
Reach 4M+ tech professionals monthly on HackerNoon with targeted campaigns, curated tags, and high-performing ad formats.
With the December announcement, HackerNoon & Everscale bring you a surprise gift. We are extending the decentralized internet writing contest for 3 months.
After scouring the internet and tapping into whatever is I've learned about building teams and leveling up the purpose of work, I came up with 20 questions for the Hacker Noon team to reflect on the year behind and improve for the year ahead. Maybe they can help your startup or team too? So, I'm publishing them here.
This week, HackerNoon features Brave, a provider of a suite of internet privacy tools.
HackerNoon Font 2.0 is now open-sourced on brand.hackernoon.com and GitHub.
A user experience analysis of HackerNoon, the American online publishing website designed for tech enthusiasts to read, write, and publish.
Our general time to review is 3-5 business days. Factors such as national holidays, and large product launches/events could affect those wait times.
Download the Official Hacker Noon Font, pixelated social media icons, pixelated site icons; access free design templates; get salty copywriting tips; and more!
Learn everything you need to know about Hackernoon Letter via these 8 free HackerNoon stories.
Jeferson Borba talks about his work with AI-generated TL;DR snippets of HackerNoon stories.
Meet HackerNoon's Company of the Week: Bybit - one of the top cryptocurrency exchanges offering tailored crypto services.
We proudly present Udacity as HackerNoon Company of the Week!
Link spam is another factor that search engines (Google especially) are being incredibly strict about. That means the sites you link to need to be authoritative
Round 3, here we go!! Let’s see the June winners of the Debugging Writing Contest by Sentry!
This short story is about me, and how I become a software engineer. Why I'm sharing my knowledge and why I create educational content.
Crypto is on everyone's lips, but we want to put it in writing! HackerNoon's new video series exposes the week's best stories, and you might just get featured.
PUBLIC NOONIE NOMS CLOSE IN 6 DAYS..! Don't miss your shot to recognize YOUR best people and products in tech today with a highly respectable Hacker Noon Awards Nomination at NOONIES.TECH. Speaking of the best people and products in technology, here’s a quick intro to 2020 Noonie Nominee, Aaron Rory Newbold from Bahamas, who’s been nominated in the both the Future Heroes and Technology #Noonies categories.
This week, HackerNoon features CoinGecko - a cryptocurrency ranking platform that provides a 360-degree overview of digital currencies and their standings
Hey, Gamers! Here we are again with the final announcement of #gaming-metaverse writing contest.
Learn how to use the search feature on the newly-released HackerNoon mobile app.
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In Francis’s own words:
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I’m Annica Lin, and I’m the VP of Growth at Sable. I am glad to announce that I have been nominated for the 2022 Noonies Award.
A web3 tech writer who loves keeping it S & S.
This Slogging thread by Zaeem Shoaib, Limarc Ambalina, Sara Pinto, Mónica Freitas and Jack Boreham occurred in slogging's official #pop-culture channel, and has been edited for readability.
Check out my interview about the Noonie nomination
2020 was worldwide shitshow. The pandemic displaced team members, placed stress on families, and redefined what and where the day to day even is. Work goes on. As a company, we managed to double revenue for the third year in a row and raise some strategic funding. I'm still learning how to make a quality internet company. We wouldn't be where we're at without the technological progress and innovation from so many other people, projects and organizations. This year at Hacker Noon, we decided to make our yearly donation $10k, choosing established nonprofits that consistently give more value back to the internet, and less established open source projects that have the potential to. I'm publishing this list to:
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The Decentralized Internet Writing Contest is a great success! As always, we got some superb decentalized internet stories in August.
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2026-10-25 01:00:02
Open table formats have transformed analytical storage, but the performance of a lakehouse increasingly depends on metadata architecture, maintenance, and workload-aware data organization.
The modern data lakehouse emerged from a compelling idea: combine the flexibility and economics of object storage with the reliability and management capabilities traditionally associated with data warehouses.
Technologies such as Apache Iceberg, Delta Lake, and Apache Hudi provide capabilities for managing large analytical tables, including transactional updates, schema evolution, and metadata-driven access.
These capabilities have made lakehouse architectures practical for a growing range of enterprise workloads.
Yet, a lakehouse can become difficult to operate even when its underlying object storage scales almost without limit.
Queries slow down. Planning takes longer. Small files accumulate. Maintenance jobs compete with analytical workloads. Metadata grows, and operational costs become harder to predict.
The problem is not necessarily insufficient compute.
It may be the increasing cost of discovering, planning, maintaining, and interpreting the data itself.
Object storage is designed to hold enormous volumes of data.
That does not mean every layout of that data is equally efficient to query.
Imagine a table containing several terabytes of transactional records.
One version stores the data in appropriately sized columnar files organized around common query patterns. Another stores the same logical records across hundreds of thousands of small files.
Both datasets may occupy similar logical storage capacity.
But their query-planning and execution characteristics can differ substantially.
The second layout may require more file metadata, more object operations, additional task scheduling, and less efficient scans.
This illustrates an important distinction: data volume alone does not determine lakehouse performance.
File count, partition distribution, metadata structure, delete-file accumulation, and query selectivity also matter.
Small files are often created by continuous ingestion, frequent micro-batches, highly granular partitioning, and distributed writers producing many outputs.
A platform can write data successfully while gradually creating a layout that is expensive for downstream readers.
Compaction can help by combining files into more efficient units.
But compaction itself consumes compute and I/O.
It also needs to respect concurrency, table-format semantics, and the behavior of active readers and writers.
This makes file maintenance an economic decision, not simply a background housekeeping task.
A useful operating question is whether the reduction in future query cost justifies the immediate maintenance cost.
Apache Iceberg uses table metadata and manifests to describe snapshots and data files. Delta Lake uses a transaction log and checkpoints to manage table state.
These structures provide capabilities that would be difficult to implement reliably using an unmanaged directory of files.
They also introduce metadata lifecycle responsibilities.
As tables evolve, teams need to consider snapshot retention, manifest organization, transaction-log maintenance, metadata cleanup, and the interaction between readers and writers.
Metadata should therefore be treated as performance-critical infrastructure.
It determines not only what data exists, but also how efficiently a query engine can identify the data it needs.
Partitioning improves performance when it helps a query avoid irrelevant data.
But excessive partition granularity can create operational problems.
Suppose a dataset is partitioned by a combination of date, store, region, and another high-cardinality attribute.
If many combinations contain very little data, the system may produce numerous small files and partitions.
The resulting metadata and file-management costs can outweigh the benefit of pruning.
The correct partitioning strategy depends on query patterns, data distribution, update frequency, and table-format capabilities.
A partitioning scheme should be evaluated against actual workload characteristics rather than chosen only because the columns appear useful for filtering.
Lakehouse maintenance introduces another important challenge: removing data safely.
Snapshot expiration and orphan-file cleanup can reclaim storage, but poorly configured retention can interfere with long-running readers, rollback requirements, or concurrent operations.
Maintenance must respect the table format's rules and the organization's recovery expectations.
Storage reclamation should never be treated as a simple directory deletion operation.
The platform needs a clear understanding of which files are still referenced, which snapshots remain necessary, and when physical deletion is safe.
I propose evaluating maintenance decisions through five signals:
|
Signal |
What it reveals |
|---|---|
|
File-size distribution |
Whether the table contains excessive small files |
|
Metadata/planning time |
Whether discovery and planning are becoming expensive |
|
Query workload |
Which tables and partitions deliver the greatest optimization value |
|
Update and delete patterns |
Where rewriting or delete-file handling is necessary |
|
Maintenance cost |
Whether optimization produces a net economic benefit |
These signals can guide a workload-aware maintenance policy.
For example, a heavily queried table with poor file organization may justify frequent optimization. A rarely accessed historical table may not.
Similarly, a table with frequent updates may require a different maintenance schedule from an append-only analytical dataset.
The framework is a proposed engineering approach, not a claim of a novel algorithm or experimentally proven performance improvement.
A reproducible evaluation could compare three strategies.
Baseline A — No proactive optimization: Retain normal ingestion behavior and measure the resulting query and storage characteristics.
Baseline B — Fixed-schedule maintenance: Run compaction and metadata maintenance at a predefined interval.
Strategy C — Workload-aware maintenance: Trigger optimization based on observed file distribution, planning time, query frequency, and estimated maintenance cost.
The experiment should use identical data, query workloads, compute configurations, and table-format versions.
Important measurements include query latency, planning time, object-storage operations, maintenance runtime, bytes rewritten, storage usage, and total cost.
A useful economic measure is:
Net optimization value = avoided query cost − maintenance cost − additional storage cost
This simplified expression is not sufficient by itself to account for reliability and SLA requirements, but it provides a starting point for cost analysis.
The purpose of the experiment would be to establish when proactive maintenance is beneficial and when it merely adds overhead.
Metadata is not only a query-optimization concern.
Catalog consistency, schema history, ownership, lineage, and retention policies influence how confidently organizations can use lakehouse data.
As analytical systems become inputs to AI applications, the consequences of unreliable metadata become more significant.
A data product may be physically available but operationally unsuitable if consumers cannot determine its freshness, provenance, or schema compatibility.
This suggests that metadata performance and metadata governance should be managed together.
The most important lakehouse optimization opportunities are not always in the query engine.
They may be in the systems that decide which files exist, how tables evolve, which snapshots remain necessary, and how workloads interact with stored data.
Lakehouse platforms should be designed around the lifecycle of data and metadata, not only the initial ingestion path.
A scalable lakehouse is one where storage growth does not automatically produce uncontrolled growth in planning overhead, maintenance cost, and operational complexity.
The next optimization question should be:
Are we managing the physical and metadata structure of the lakehouse as deliberately as we manage its compute?
Author: FNU Aditya Ranjan is a senior data engineering professional specializing in enterprise data platforms, distributed processing, lakehouse architectures, and metadata management.
2026-10-24 22:02:59
HackerNoon in Chinese offers technology articles and stories translated into Chinese, bridging the language gap for a vast tech-savvy population and enriching global tech discourse.
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This week’s paper may just be your next favorite model to date.
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This article discusses alternative ML team organizational models and recommendations for matching team structures to the company's stage of development.
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There are many ways to build on the foundation offered in this tutorial to create performant, scalable and future-proofed ML/AI architectures.
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Nuff said.
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let us explore more advanced SQL concepts. It may sound a bit complicated at first glance, but I will provide simple examples suitable for beginners...
Naviance, a college prep software, is selling advertising access to high school students.
NVIDIA's new AI model, Perfusion, advances text-to-image generation with enhanced control and fidelity for concept-based visuals.
Behavioral objectives are observable, measurable, and streamlined to achieve optimum results for the learner. It is used to measure the efficacy of learning.
What is GRASP? Why do we need it? Information expert and creator principles using Javascript examples.

Jonathan Manzi: My journey through digital ethics, policy, love and fear, and intention, which started with a homeless lady in San Francisco.
Learn about Zero Defects and advanced regression testing strategies to enhance software quality and testing efficiency
OpenAI cofounder and chief scientist Ilya Stuskever talks about ChatGPT and the promise of models like GPT-4
Explore the groundbreaking testnet launch of ZKFair, the community-driven xZK L2 network, aiming to address challenges in the ZK L2 ecosystem.
A comprehensive coverage of how an 18-year-old teen breached Uber databases without hacking into the company's servers or seeing them.
Technology is killing creativity in the sense that it is making it more challenging to be creative.
Exploring the complex ethical implications of integrating AI into military applications, from autonomous weapons to decision-making algorithms in warfare.
Learn how to effectively communicate with machines with this 101 post series on Prompt Engineering
Everything one needs to know about the cutting-edge cryptographic concept known as Zero Knowledge.
Coqui, in partnership with Hugging Face, has unveiled the groundbreaking XTTS model, reshaping the landscape of voice AI.
The web was fairly new, and digital publishing was far from the norm.A lot of information about the early web was being distributed through books.
Explore context-based multi-armed bandit problems in RL. Learn to implement LinUCB, Decision Trees, and Neural Networks to solve them.
Another milestone for Hackless, as we recently opened private access to Wallet Rescue.
Samsung Smart Tutor app is the last stage of getting customer support to fix an issue on your device. It gives a Samsung operator an access to your phone.
The AI game is about performance at scale, and this requires the right foundation. Here's how to be smart when building a modern datalake.
He wished cryptocurrency had never been invented and crypto was for people who wanted to get rich quickly by doing very little for civilization.
To stand out as a dev, you need the right mix of tech skills, soft skills, and character traits (mindset). Mindset is the most neglected but the most important!
By 2025, 50% of all employees will need reskilling as the adoption of technology increases.
Join in as we solve a mysterious bug in a remittance app using detective skills inspired by Sherlock Holmes. Follow along as we share insights and best practice
Get rich quick in the metaverse! Learn how to do 3D modelling on iPhone and make money in the emerging realm.
SQL Practice Problems and SQL for Dummies are some of the best SQL programming books on the market based on review score.
Unlocking DePIN Potential with StorX Network: Revolutionizing Decentralized Cloud
Product managers, especially in startups, have to deal with a ton of different tasks on a daily basis. Could some of those tasks be made easier with ChatGPT?
Unlock the potential of Angular Control Value Accessor in this comprehensive guide. Learn to create custom form controls, troubleshoot issues, and follow us.
Here's an overview of Proof Of Memes and why it's in a unique position to reignite the meme coin sector going into 2023.
The pre-alpha testnet marks a significant advancement in the development of Opside, particularly in its introduction of a hybrid PoS & PoW consensus mechanism.
This is the best way to implement an HTTP client in your Spring Boot microservice.
"You speak," said Von Kettler, jeering, "as if you really believed that you had the power of life and death over me."
Identifying the need for decentralized provers in ZK-Rollups: advantages, challenges, two-step submission algorithm, and Opside's innovative vision.
A cybersecurity research article diving into reverse engineering DJI drone communication protocol systems using Wireshark
The road to building or fine-tuning an LLM for your company can be a complex one. Your team needs a guide to start.
After this interview, Elon Musk withdrew offer to fund the Don Lemon Show. LOL. Maybe I'm too emotional.
Anton Tkachev, the founder of Browsec VPN, explained how he built a successful business without relying on marketing investments.
The more 9s in an app’s stability score, the higher the app store ratings.
Cloud Computing gives phishers a new playground. This article is about Cloud Phishing — whether using the Cloud to do it or targeting the Cloud.
Research into the attitudes of professional software developer towards low-code and nocode tools, including recommendations for low-code and nocode tool makers.
Deploying multiple local Ai agents using local LLMs like Llama2 and Mistral-7b.
Leaders should adapt to AI's evolving role. Combining human intuition and AI can enhance decision-making. AI is a tool, not a replacement for humans.
This article addresses misconceptions and the realities of Python compilers and libraries that enable the writing of ultra-fast programs.
Explore @smakss/react-scroll-direction, a React npm package for detecting scroll direction inspired by a popular StackOverflow answer.
Test impact analysis can help speed up test cycles but not properly managed it can become unruly. Learn how to effectively utilize this method here.
This article will give you an overview of Opside by answering two simple questions: What is Opside? And how do "I" benefit from it.
Discover in detail the background, theory, and usefulness of Amdahl's and Gustafson's laws. We also discuss the strong and weak scaling tests on a C++ CFD ...
Dive into network security with our guide on Nmap & Netcat. Learn their uses, commands, installation, troubleshooting, and ethical practices.
Explore the evolution of DataOps in data engineering, its parallels with DevOps, challenges it addresses, and best practices. Transformative future of DataOps.
Trouble was brewing in the banking sector
Isaac Asimov, a visionary in the realm of science fiction, unknowingly pioneered modern prompt engineering through his thought-provoking robot series.
A journey through a buggy webflux application.
How the Portals for Mac app, built in Swift, uses the Ockam Rust library to privately share services with your friends over End-to-End Encrypted Portals.
This is an explanation of how Nintendo saved the gaming industry.
Through the incorporation of the VEXT token into Racino’s ecosystem, players can acquire various collectible cars, liveries, and driver cosmetics.
Learning Go and Black Hat Go are some of the best Go programming books based on their review scores.
Product-led growth is achieved through exceptional product experience, resulting in customer acquisition, engagement, and increased revenue.
A blend of curated thoughts, and experiences on Meta’s (Facebook) Influence, dominance, and contributions to the growth of Africa's tech ecosystem.
By using this technique, you can have a plentiful supply of ethers available for use in testing and development. You only need NodeJs, the Chrome extension for
Ockam launches Ockam Orchestrator, a fully-managed cloud service that Enterprise developers need to build trust between applications.
12 Websites That Will Help You Learn Web Development Faster (completely Free)
In 2022 I got press mentions from Axios Crypto, Wall Street Journal, Washington Post and Fox Business. Here's what I did to get them and amplify the results 🔊
Exploration of a real-life example of Clean Architecture in action on Frontend application. What could go wrong?
Deep Dive into Blockchain (EVM), NFTs, NFT Metadata Standards, Game Economies, Authorization, and How We Can Incorporate NFTs into Gaming.
With how much each game has influenced the series, it’s interesting to note which Metroid games are considered to be the best in terms of sales and popularity.
How plugins work in Vite and how to create a custom plugin for Vite
In this article, you will be able to learn what useMemo it and how to use it effectively
Learn essential tips for handling stateful applications in container setups. Discover efficient strategies for seamless management in containerized environments
There is something wrong with education, particularly higher education.
The ZKFair gas fee airdrop will launch on December 23 at 11:00 AM (UTC+8), with a cap of $3 million USDC, available on a first-come, first-served basis
How much does it cost to use GPT-3 in a commercial project? We ran an experiment and a project simulation based on the results.
ZKFair hopes to do this by creating a fair-launch, community-driven ZK-L2 network. 100% of ZKF tokens will be airdropped to the community immediately
In this tutorial, you’ll learn how to connect a front-end library, React, with EmailJS to receive user messages on your website or mobile applications
The funding was led by Web3.com Venture Capital, along with participation from other notable investors in the crypto industry.
Learning to code can be a challenging and rewarding journey, but it's not without its pitfalls. However, with a little knowledge and planning, these common
In an era where blockchain technology is reshaping industries, Vabble is using smart contracts capable of transforming the film and entertainment industry.
Today, the Filecoin community is proud to announce the successful launch of the Filecoin Virtual Machine (FVM).
RACE Protocol co-founder discusses overcoming web3 gaming challenges, NFT pre-sales, and fostering a secure, fair, and thriving blockchain gaming ecosystem.
Let’s talk about what a Radix transaction is, and some of the amazing things they make possible for users and developers.
This week, bombshell accusations were filed in a New York court, detailing a scheme by Iani “Yanni” Tassev to allegedly steal over $1,000,000 from 10 investors.
My suggestion for most people is to buy ZNN or QSR from STEX, then immediately withdraw as native ZNN or QSR to their SYRIUS wallet.
You’re in luck, because you can add the ability to send and receive text messages easily with the help of a cloud communications platform.
What do all recent super powerful image models like DALLE, Imagen, or Midjourney have in common? Other than their high computing costs, huge training time, and shared hype, they are all based on the same mechanism: diffusion.
Freeter is a free and open-source app that helps you organize your work. It lets you switch between multiple workflows in a single place.
IT was a wicked night, the night I met the man who had died.
Yelp's Mobile App Stability Soars to 99.98% with BugSnag. Here's how it was achieved.
React and Next JS are effective JavaScript frameworks for developing web applications and websites. These frameworks are used by a large community of developers all over the world. Both are open-source projects for developing powerful and interactive web applications, but which should you use? If you are perplexed by the question of Next JS vs React, this blog will be of assistance.
The Confluent add-on for Ockam Orchestrator enables tamper-proof and end-to-end encrypted message streams through Confluent Cloud, with zero-code changes.
Tailwindcss is breaking the frontier of CSS libraries and frameworks. Bootstrap is lagging behind and Vanilla CSS is stationary. Is Tailwind CSS worth it?
We’ll explore the imports field in package.json and how it can be used to configure path aliases for various use cases.
2022 is coming to a close, and the new year’s just around the corner now! I personally have lots of predictions for the NFT ecosystem in 2023.
ex-CTO shares his journey with inDrive, a ride-hailing service born in the extreme cold of Yakutsk, distinguishing itself with a unique pricing model.
For much of the 20th century, Nintendo dominated the playing card market in Japan the same way it would dominate the video game industry decades later.
ActivityPub is an open, distributed social network protocol standardized by the World Wide Web
Explore disease modeling using Python with the SIR and SEIR models. Learn how to master Python for infectious disease analysis, integrate real data, and assess.
Posting on LinkedIn like it’s some type of ritual isn’t building a personal brand. It can get you to destination A, for sure, but you won’t go far.
Google released a list of free Intro to Generative AI courses. This article provides a review of the learning path, including cheat sheets and summaries.
An OKR has two parts: the objective, your goal, and the key results, what success looks like.
Cybersecurity is a broad, changing, challenging and complex field. To get into it, go beyond application forms with the tips described here.
Will AI replace product designers? How can UI/UX and product designers use ChatGPT to create design concepts and bring their workflow to the next level?
In this article, I will show how we can easily create our first private npm package.
Your web scraper has just been blocked by Cloudflare again! Here's solution to bypassing Cloudflare.
A guide for how to build and maintain a personal developer website with minimal effort in 10 easy steps.
Will Bitcoin be chosen by AI as the currency in which their economic actions are denominated?
Use your streaming history to generate your own Spotify streaming stats like most listened-to songs, artists, and albums.
A new technological cancer research breakthrough presented at ASCO 2022 promises precision targeting of cancer cells and eliminating of terrible side effects.
Prepare for complexities of deploying vector search in production with insights on indexing, metadata filtering, query language, and vector lifecycle management
Anyone who plans to buy an NFT must understand what they're getting.
Coding problems are intentionally ambiguous, and interviewers won't provide all the necessary details upfront.
Explore how Everyworld merges blockchain and gaming to transform digital advertising. Discover its innovative approach and benefits for users and advertisers.
The notion of state machines is extremely useful in programming. It streamlines the process of developing more complicated use case apps.
LLMs cannot think, understand or reason. This is the fundamental limitation of LLMs.
There was a dull muttering in the sky to the east, and a speck appeared, drew nearer swiftly, grew larger, and became a small army biplane.
In this article I will tell you how to implement your own kafka message consumer using the NestJs framework. I’ll also tell you how to write tests for it.
This blog post explains how a smart contract can be deployed using Remix and Ethereum’s Sepolia Testnet. Read on to know more…
Understanding algorithms and data structures are crucial to enhancing your performance 10x more than your peers who don't. This is because you analyze problems.
Read how we used Timescale to scale a 350 TB+ PostgreSQL database to build Insights, our new database observability tool.
Take a deep dive into the world of alternative Linux kernels that offer specialized performance, new features, and additional security.
In this article, we will discuss why Hadoop is losing popularity and what other options are available that could potentially replace it.
Lumoz's Modular Compute Layer has pioneered a new Layer 2 architecture model, filling the gap in the current market for a mixed solution of ZK and OP.
The Datadog tool is used to visualize production logs. It can be installed on a MacOSX machine.
On August 14th, the decentralized ZK-RaaS platform, Opside, announced a major update to its ZK-Rollup LaunchBase.
Marvel's Phase 5 is packed to the brim with exciting projects. Everything from Secret Invasion to Loki season 2.
wide-column stores, graph databases,time series databases, nosql,system design,interview,key-value,databases,document databases,columnar databases
They exist! You should diversify your Twitter Feed with this list of Black Women who occupy tech spaces & use Twitter to share news, opps, & stimulate dialogue!
Your server room hosts your most important assets, so it deserves proper protection. Here are four physical security strategies to keep your server room secure.
How we sold multiple real world properties as NFTs, and what's still needed to disrupt the multi-trillion dollar real estate industry via NFTs.
Twitter v. Elon Musk Court Filing, July 12, 2022 is part of HackerNoon's Legal PDF series. Part 14 of 31: FACTUAL ALLEGATIONS -The financing structure
The story is about how to create a Web API to generate JWT and then use it for authorization in the CRUD Web API.
Looking back, the ways we've dealt with errors show how developer’s needs and challenges have changed over time.
PixelPiratesQuest is a unique quest-style journey, allowing you to dive into the vast ocean of the blockchain.
The story is about how to create a NuGet package with a .editorconfig and import it to all the projects.
Discover how to elevate your codebase by mastering code splitting techniques. Make your project stand out with efficient and scalable front-end architecture
Any job that deals within the tech ecosystem and requires some basic knowledge and understanding of technology is a tech job.
In the early days of Ockam we were developing a C library. Here's the story of why we decided to abandon tens of thousands of lines of C and rewrite in Rust
Managing relationships in Elasticsearch can be challenging, but we have nested queries and parent-child relationships to work around it, and more.
Learn about using maps in Go (golang), including associative arrays, hash maps, collision handling, and sync.Map, with practical code examples.
Prepare to be amazed at how quickly you can build a high-performance analytics and visualization stack with open source products.
The controversy regarding Twitter, Elon Musk and Twitter Files may push users to other platforms leading to a more open internet beyond Web3.
Investors spend less than 3 minutes on each deck. Use these tips to turn your 20-slide deck into a short 5-slide presentation.
Harness Timescale's features to shrink your PostgreSQL database size, improve performance, and embrace a new paradigm of efficiency.
A step-by-step look at how to train an object detection model on a custom dataset and use it to make predictions whenever a new image appears.
Dopple.ai is a free AI chatbot that lets you interact with virtual characters based on real and fictional people.
Learn how to debug a MinIO install running in Kubernetes, as well as some common issues, you might encounter during bare metal installation, `and their fixes.
Discover how to leverage MinIO Bucket Notifications and Apache Tika for efficient text extraction and analysis in fine-tuning, LLM training, and RAG projects.
With the emergence of Bitcoin, a lot of financial experts predicted big changes due to the utilization of cryptocurrencies.
How AI DAOs will fundraise and why Decentralized Exchanges (DEX) will ultimately be venues on which AI DAOs trade.
Generating payment invoices is a crucial aspect of any business, and digital invoicing has become a common practice across various industries.
TradeLink redefines crypto trading with transparency and trust, offering tools to empower traders and investors . Discover our vision for a fairer crypto world.
Forget the traditional career ladder because the career lattice offers a realistic way to grow and advance your tech journey
Explore the evolving landscape of education and AI with Marc Andreessen and Ben Horowitz. Discover why GenZ may find success beyond traditional college degrees.
By employing batch testing, we can validate various scenarios and edge cases related to user registration in a consolidated manner.
AI-based audits are not yet perfect, but they may be the next step in smart contract auditing.
"Suddenly, for no apparent reason at all, one of the men on guard was jerked into the air feet upwards."
Let's see how Nessie, Dremio and MinIO work together to enhance data quality and collaboration in your data engineering workflows.
Mortal Kombat Movies in Order: Mortal Kombat (1995), Mortal Kombat: Annihilation, Mortal Kombat (2021)
WPAY will be launching utilities, introducing a WPAY P2P Exchange, and developing a WPAY Wallet that has two-factor authentication.
Few individuals consider how to keep the database up to date on common standbys (dev, stage, prod, etc.) while working every day.
In this article, you will learn how to detect NSFW and inappropriate images and programmatically blur them.
With torchvision datasets, developers can train and test their machine learning models on a range of tasks, such as image classification and object detection.
Choosing the right analytics solution is important for empowering users to access valuable insights without leaving your application.
Mimir stores data in object storage for persistence, allowing it to take advantage of ubiquitous, cost-effective and high-durability MinIO.
The Genies Tool Kit is grounded in two core pillars: the Avatar Framework and the Traits Framework
How do you increase profitability by both going to the cloud AND from leaving it? Simple, by using the cloud operating model. Learn more here.
The following guide outlines how you can harness the power of Foxit’s Android PDF SDK to swiftly develop an app with robust scanning capabilities.
Future trends in crypto might revolve around metaverse and NFT, Zero Knowledge proofs, evolution of DeFi, growth of Social Identity importance, and Multi-Chain.
This post focuses on how Iceberg and MinIO complement each other and how various analytic frameworks (Spark, Flink, Trino, Dremio, Snowflake) can leverage them.
Revealing the mystery behind the Apple Mail App and why the small app has a wider role to play in Apple's wider privacy-first strategy and fight for the market
In a scathing motion to dismiss filed with the court yesterday, the defendants pull no punches in their response to Triller.
Discover how PostgreSQL's materialized views have evolved into dynamic, real-time analytical tools called continuous aggregates.
The combination of MinIO and Delta Lake enables enterprises to have a multi-cloud data lake that serves as a consolidated single source of truth.
Make sure you are fully covering your scenarios during test automation when there are emails to check!
User growth, precisely what a new game needs to succeed, can work against games built on Layer 1 chains like Ethereum.
In the venture capital ecosystem, there's a persistent allure for formulas, models, and hard data that investors routinely rely upon...
We’ve all heard about GPT-3 and have somewhat of a clear idea of its capabilities. You’ve most certainly seen some applications born strictly due to this model, some of which I covered in a previous video about the model. GPT-3 is a model developed by OpenAI that you can access through a paid API but have no access to the model itself.
I built a full-text search engine in Rust and WebAssembly. Fast, lightweight, and tons of fun to build!
In this blog post, we will discuss how to integrate Google Identity Services into any of your front-end applications.
C Programming Language and Let Us C are among the best C programming books available today, according to their review scores.
Learn different NLP project ideas that focus on practical implementation to help you master the NLP techniques and be able to solve different challenges.
Understand why measuring test runtime can help accelerate your development cycles and the optimal ways in with to complete the measurement.
It’s time to explore the pros and cons of in-game advertisements versus microtransactions.
In this article, we are going to talk about a system for performing authentication and authorization securely.
Here are the most common and insidious TikTok scams to look out for on the platform and how to avoid them.
Intro to Lightbug 🔥🐝, a lightweight HTTP framework in pure Mojo that allows to build web services with simplicity of Python and performance of C++
Don't know how to sell a technical debt from the DevOps perspective? My article describes this in detail.
This list will cover books that primarily focus on Rust. It also won’t take into account separate editions of books.
The inquest into the mysterious death of Darius Darrow, savant, inventor, recluse and eccentric, resembled a scientific convention.
The best way to use SVG icons is to create an SVG sprite. Here's an easy tutorial for beginners and pros alike.
This article demonstrates the development of a Serverless API utilizing AWS services
In this article, I'll explain why I believe nearly no one understands or applies the jobs-to-be-done theory correctly.
Explore tree traversal methods in JavaScript: Inorder, Preorder, and Postorder. Learn their differences and how to implement them. #JavaScript #TreeTraversal
Next.js and SignalR integration. Next.js and SignalR troubleshooting
Your wallet can issue numerous addresses, “containing” different things —not only your traditional transactions. Let's find out what they can do.
Use ChatGPT to effortlessly generate PlantUML code, saving time and enhancing the creation UML diagrams process
Rootstock is a smart contract, EVM-compatible sidechain on Bitcoin that enables developers to build decentralized applications (dApps) on top of Bitcoin.
You will find out how we at inDrive currently handle regular vehicle verifications. Every month, we ask our users to take a picture of their car.
I wanted to compare You.com to DuckDuckGo (a popular and also privacy-oriented search engine) and Google, probably the default for most developers.
On March 14th, 2023, the EVM-compatible Filecoin Virtual Machine (FVM) launched to mainnet.
Why does Google suck now? From bad search experience to the mess that is YouTube there is no doubt that Google has declined. But why and what can we do?
Here's a tutorial about how to generate NFT collections (+10,000 NFTs) without coding and for FREE.
The promise of Data Lakehouses is in their capabilities for structured and unstructured data, all in a centralized solution using Apache Iceberg and MinIO.
I will try to talk about how Nginx works and some tips and tricks from practical experience.
Why I believe the real bull market will begin in the third and fourth quarter of this year.
Delve into the world of anomaly detection with Support Vector Data Description (SVDD+).

Compression for MinIO has been developed to enable transparent compression without affecting the overall performance of the system.
Using MinIO for Hudi storage paves the way for multi-cloud data lakes and analytics.
When large organizations need to store and access oceans of data, POSIX does not have the ability or scalability to meet these demands.
This AI can reconstruct, enhance and edit your images!
Apple Vision Pro revolutionizes presentations and mind mapping for product management and system design, yet faces drawbacks, indicating room for improvement.
“Now to God the Father, God the Son——”
When deploying MinIO in virtualized environments, it’s important to make sure that the proper conditions are in place.
As the primary direction for Layer2 scaling, the Rollup track has seen frequent developments lately.
Code reviews can be painful. But, there are plenty of ways we can make the process a better experience for both the code author and the code reviewer.
As ZK-Rollup technology matures, there may be hundreds or even thousands of ZK-Rollups in the future, which will create a significant demand for ZKP computation
Moving to the upcoming WebGPU means more than just switching graphics APIs. It's also a step towards the future of web graphics.
Drawing from 12 years of programming across various languages, I'll share how I've applied principles from these to my frontend projects.
Mark your calendars for September 6th, as the Opside Alpha Testnet Gala is about to make its grand entrance.
DARPA is putting together the Intrinsic Cognitive Security (ICS) research program “to build tactical mixed reality systems that protect against cognitive attack
My mom got hacked and probably your mom too. How a social engineering attack works on vulnerable users.
In a nutshell, user-centric product development implies attentiveness to the client's needs. This approach puts the customer at the heart of the product
According to a Juniper Research study, the number of QR code coupons redeemed via mobile devices reached 5.3 billion in 2022, illustrating the growing impact.
In multiplayer games, clients need to be synced. Let's look at some ready-made networking solutions for all sorts of use cases.
H2O.ai's Danube is the latest in a series of open-source language models.
Discover advanced techniques for managing updates in Elasticsearch, crucial for search and analytics applications.
Explore standard and advanced Cypress techniques your DevOps team can use to speed up test execution without sacrificing software quality.
Discover the challenges of PostgreSQL's traditional TOAST mechanism for data compression and storage optimization.
Explore ZKSpace's latest moves as it expands into the thriving BRC20 ecosystem, introducing a range of tailored products.
Every business has its goals and the path to attaining those goals usually lies in data, it’s why our data is so important today.
JavaScript arrays are data types that can store a collection of elements. These elements can be of any data type, including numbers, strings, and objects.
The best way to turn the majority of documents into structured data is to use a next generation of powerful, flexible templates that find data in a document
Linux is growing and evolving even after 30 years since its birth, but the core ideas behind it remain the same, which opens the doors to new horizons.
FTX + SBF Chapter 11 (Bankruptcy) Court Filing by John J. Ray III, Nov 17, 2022 is part of HackerNoon’s Legal PDF Series. This is Part 4/ 20: the Alameda Silo
New Awaitable class in Unity 2023.1, methods, properties, usage. Emphasizes understanding async-await & experimenting for best results.
Let's review some of the tools available to get data out of S3, local FileSystem, NFS, Azure, GCP, Hitachi Content Platform, Ceph, and others, and into MinIO.
Uber has quietly changed the way it pays drivers in several major cities across the U.S., using a new feature it’s calling “Upfront Fares.”
Liquid Re-staking Tokens (LRTs) and the emergence of Layer2 solution Blast are powering a new wave in DeFi staking.
2024 has been a challenging year so far for Apple’s embattled stock, but the launch of the iPhone 16 could change everything.
In reality, 73% of women in tech have experienced gender discrimination recently. It seems the tech sector isn’t willing to abandon its biases yet.
Erasure coding is applied to data protection for distributed storage because it is resilient and efficient.
This tutorial covers step-by-step instructions, prerequisites, and the necessary code snippets to get you started in web development.
Today, I faced the following challenge at my internship: to modify/implement a splash screen and an icon for the project I am working on.
Unlocking Ethereum liquidity is widely considered of paramount importance to any DeFi protocol’s success no matter the chain it chooses to launch on.
Efficient session handling is crucial for maintaining data consistency, preventing errors, and ensuring the stability of backend systems.
Turbocharge your PostgreSQL database scalability, cut storage costs, and supercharge query performance with Timescales's columnar compression mechanism.
Digital marketing mistakes startups should avoid: Learn the importance of a robust strategy and five common errors in crafting effective marketing plans
Gato from DeepMind was just published! It is a single transformer that can play Atari games, caption images, chat with people, control a real robotic arm, and more! Indeed, it is trained once and uses the same weights to achieve all those tasks. And as per Deepmind, this is not only a transformer but also an agent. This is what happens when you mix Transformers with progress on multi-task reinforcement learning agents.
With the help of SystemD and MinIO you can automate your cloud object storage deployments and ensure the service lifecycle is managed smoothly and successfully.
Prompting and prompt engineering are easily the most in demand skills of 2023.
Step aside Pitbull, there's a new Mr. Worldwide. Check out the top 10 countries where HackerNoon is the most active!
Manga slowly evolved into a unique type of Japanese comic books reflecting the demands of presenting the depth of human dramas in graphic narrative ...
Boost AI Performance with Fine-Tuning
Who’s voicing Mario? Who’s the studio behind the movie? When is it coming out? Don’t worry because here’s everything you need to know about the Mario movie.
This post provides an easy-to-follow recipe for setting up MLflow and MinIO on a development machine.
How to implement secure email verification in Next.js 14 using NextAuth.js, Resend, and React Email. Enhance your web application's security and user experience
As much as there may be some positives to deepfake technology, the negatives easily overwhelm the positives in our growing society.
IPFS is the older system (in a good sense), has many use cases, is well-documented and widely used. Ethereum Swarm is relatively new and is under development.
In this article, we will be discussing for the differences between Multithreading and Multiprocessing and how to decide what to use in Python.
Functional programming is a way of writing code that relies on the use of functions to solve problems.
Running MinIO on Equinix Metal NVMe SSDs will give you the same level of performance, data durability and resilience at a fraction of the cost of S3.
Would you like to discover the advantages of using geofencing with the ipstack IP API? Learn geofencing in depth with ipstack API.
Why exactly do villains not use iPhones? What's the point of this? This is not a boycotted conspiracy theory, all because of a clause set by Apple.
I'm thrilled to share how I managed to improve our release flow by 20% through the implementation of a system QA role.
DORA Four Key Metrics have become the "gold standard" of measurement in the software engineering industry, however several flaws have recently come to light.
It could be the end of Bitcoin.
What I mean is that these AI tools, although very useful, don't do magic. But they can be good assistants to programmers.
Bitcoin’s price dropped by more than 20% in a matter of days, reaching a low of $27,000 on May 8, 2023.
8 Google Chrome extensions nobody told you about ( but you needed them badly at work.
In this article, we will take you on a trip about decentralized finance liquidation mechanisms from the basic to the most advanced.
Michil Androsov shares an insider's perspective on how a simple idea from the depths of Siberia grew into a global ride-hailing phenomenon.
The family safety app Life360 doesn’t have some standard guardrails to prevent a hacker from taking over an account and accessing sensitive information.
There were several artificial intelligence plagiarism tools out there. Now, the popular ChatGPT model from open.ai released their own.
This is the first part in a multi-part series on building Agents with OpenAI's Assistant API using the Python SDK.
As we wrap up our journey into the world of lottery data, it's been a wild ride through numbers and probabilities.
Cognitive dissonance is a psychology theory about how we strive to make sense about conflicting cognitions and behaviours.
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2026-10-24 22:00:58
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2026-10-24 19:00:02
A few years ago, I worked on a problem in Apache Fineract (an open-source platform for building financial services and core banking systems) that sounds simple until you start looking closely at it: when a borrower makes a payment, exactly where should that money go?
To solve this problem, I designed the Advanced Payment Allocation Strategy introduced in Apache Fineract 1.9.0 and implemented core parts of its behavior. The goal was to move away from repayment strategies where allocation rules were largely hard-coded, and make those rules much more configurable.
Advanced Payment Allocation allows financial institutions to define how different transaction types should be applied across past-due, currently due, and future installments; how principal, interest, fees, and penalties should be prioritized; and how payments made in advance should affect future installments. It also introduced chronological reprocessing of transactions and charges and supports different horizontal and vertical approaches to allocation. I later presented the work at Community Over Code Europe 2024 conference, where I discussed both the business requirements behind the strategy and the mechanics used to implement it.
However, building it exposed a much broader financial software design problem, which I found interesting: how do you translate a financial institution’s business policy into precise, deterministic software behavior that remains correct as transactions, schedules, and product rules evolve? Payment allocation is a good example of what happens when a financial institution's business policy has to become precise, deterministic software behavior. A rule that sounds straightforward to a product or finance team can quickly become a combination of priorities, state transitions, chronology, lifecycle events, and exceptions. That is where payment allocation connects to a broader idea, Financial Product Engineering: the discipline of translating financial intent into precise, reliable, and evolvable software behavior.
To see why, let’s start with a (deceptively) simple question: a borrower makes a payment of €100. Where does the money go? At first, this sounds like one of the simpler questions a lending system should be able to answer. Reduce the balance by €100… but which balance? Does the payment cover overdue principal first? Accrued interest? A fee? A penalty? The current installment? A future installment? If some of the money remains after the current obligation is satisfied, does it reduce the next installment? The final installment? Should it be spread across future installments? And should a repayment follow the same rules as a merchant refund, goodwill credit, charge adjustment, or another type of transaction? Once you start answering those questions, payment allocation stops looking like a payment-processing detail - it becomes financial product behavior.
While designing and implementing core parts of Apache Fineract's Advanced Payment Allocation strategy, this was one of the engineering lessons that became clear to me. The difficult problem was not taking an amount and distributing it across balances; it was translating financial policy into software behavior precisely enough that the system could apply it consistently, explainably, and safely as the loan evolved. And that problem goes beyond payment allocation - I think it illustrates a broader discipline that financial software teams increasingly need to treat explicitly: Financial Product Engineering. Payment allocation is a good place to see why that matters.
Let’s say a borrower has the following obligations:
|
Past-due principal |
€50 |
|---|---|
|
Past-due interest |
€15 |
|
Past-due fee |
€0 |
|
Past-due penalty |
€0 |
|
Due principal |
€40 |
|
Due interest |
€10 |
|
Due fee |
€5 |
|
Due penalty |
€0 |
So the borrower sends €100. There is no universal answer to how those €100 should be applied. One lender might prioritize overdue interest before principal, another might prioritize principal, and another may require fees to be settled first. The priority might also depend on the transaction type. And if the payment exceeds everything currently due, there is another decision to make: what does the remaining amount do to the future schedule? Each answer represents a financial policy, and software has to turn that policy into something deterministic. For example:
And another product could have a completely different sequence. The important observation is that this ordering is not metadata about the loan. Once the system starts processing transactions, the ordering becomes the product's behavior: it determines balances, it influences the repayment schedule, it affects what becomes overdue, it can influence interest calculations and accounting consequences, and it changes the financial state from which the next event will be processed. A configuration field in a lending platform can therefore carry far more meaning than a typical software setting - it can encode financial policy.
Apache Fineract has supported different transaction-processing strategies for many years. The problem with traditional repayment strategies was not that they couldn't allocate payments (they could). The problem was that the allocation behavior was embedded in predefined strategies. If a particular institution needed a different sequence, the usual engineering response was to represent another set of business rules in code. That approach works surprisingly well when the product is stable; it becomes painful when financial products start evolving.
Fineract's Advanced Payment Allocation model was introduced specifically to allow allocation rules to be configured dynamically by transaction type rather than having those rules fixed inside separate repayment strategies. The model can distinguish past-due, due and future installments; prioritize principal, interest, fees and penalties; define how future installments should be treated; and chronologically reprocess transactions and charges. That change might sound like a normal move from hard-coded logic to configuration, but in financial software, there is a deeper architectural shift underneath it.
The system is moving from: Financial policy → Developer interpretation → Code
To: Financial policy → Explicit product rules → Generic execution model → Financial state
The goal is to make the financial rule itself a first-class concept in the system.
There is a trap here. When engineers hear "make it configurable," the instinct can be to expose enough switches and parameters that almost anything becomes possible. In financial systems, that could be dangerous. Configurability does not remove the need for precision - it increases it. If a system allows payment allocation to vary, then it needs an exact vocabulary for expressing that variation. For example, there are at least two different dimensions involved.
The first is which installment should receive money: Past due / Due now / Future
The second is which financial component should receive money: Principal / Interest / Fee / Penalty
Then, future payments introduce another question. If money should be allocated to installments that are not yet due, which ones? Apache Fineract's model supports different approaches, including allocating toward the next installment, the last installment, or re-amortizing an amount across future installments. Those are not cosmetic choices, they produce different financial outcomes. This is why good financial configuration needs strong semantics. A useful financial rule should be flexible enough to represent product policy but constrained enough that its meaning remains clear.
In other words: The purpose of financial configuration is not unlimited flexibility, it is controlled variation with deterministic financial meaning.
Payment allocation also taught me that even something as simple as priority can have more than one interpretation. Let’s imagine three overdue installments: each contains principal, interest, and perhaps fees or penalties. Should the system completely satisfy the oldest installment before moving on to the next? Conceptually:
Installment 1
then: Installment 2
Or should it prioritize one balance category across the relevant installments? For example:
These different ways of traversing the financial state can lead to different results. They also demonstrate why product specialists and software engineers need a shared model. Saying "penalties come first" is not necessarily sufficient, an engineer still needs to know: Penalties where? Across which installments? Relative to which other dimensions? Under which transaction type? At which point in the loan lifecycle? Many difficult financial-software bugs begin in the space between a sentence that sounds clear to a human and a rule that must be unambiguous to a machine.
There was another aspect of Advanced Payment Allocation that I found particularly important: chronological processing. Imagine this sequence:
Now imagine that something causes the system to reprocess the loan. The January 10 payment should not suddenly behave as though the January 15 charge already existed, as that would rewrite financial history. The system needs to reproduce what the financial state should have been at each point in the sequence. This is why Advanced Payment Allocation processes transactions and charges chronologically. It is not merely a technical implementation preference; it protects the relationship between an event and the financial state that existed when that event occurred. This leads to a broader principle:
In financial software, the result of an event often depends not only on what happened, but on what the system knew financially at the moment it happened.
That becomes really important when dealing with reversals, corrections, backdated transactions, restructures, refunds, and other lifecycle events. A loan cannot always be understood by looking only at its current database state, sometimes you need to understand the sequence that created that state.
That is why I tend to think about lending systems as financial state machines.
A payment is not simply: balance = balance - payment
It is closer to: current financial state + transaction + applicable product rules → new financial state
And the new financial state becomes the input for whatever happens next. The consequences compound.
Consider: Disbursement → Repayment → Partial repayment → Fee → Late payment → Charge adjustment → Prepayment → Reversal
Every step depends on the state produced by the previous steps. This is why the happy path is rarely the hardest part of a lending engine. Creating a loan, generating a schedule, and processing an ordinary repayment might demonstrate that the basic model works. The more revealing questions come later.
Those are not secondary scenarios, they are where the product model is actually tested.
I find it useful to describe this using what I call the Financial Product Engineering Chain: Financial Intent → Product Rules → Software Behavior → Financial State → Validation → Evolution
Payment allocation can travel through the entire chain.
Financial Intent: A lender decides how borrower payments should satisfy obligations.
Product Rules: That policy becomes explicit priorities covering installments, balance components, transaction types, and future allocation.
Software Behavior: The platform executes those rules when transactions occur.
Financial State: Principal, interest, fees, penalties, installments, and schedules change as a result.
Validation: The team needs to prove that sequences of events produce the expected financial outcome.
Evolution: The financial institution changes its product, requiring different rules without corrupting existing contracts.
The difficult part is preserving meaning all the way through. A financial policy can be perfectly reasonable at the intent level and still become incorrect software behavior if one of those translations is ambiguous.
Changing a rule in financial software introduces another problem that conventional configuration systems do not always face. Existing contracts already have financial history. Let’s say a lender changes its payment-allocation policy today. Should an existing loan that originated six months ago suddenly start following the new behavior? Sometimes, maybe. Sometimes not. Apache Fineract's Advanced Payment Allocation requirements explicitly state that changes made to payment-allocation rules at loan-product level apply to newly created loan accounts, while existing accounts retain the old rules. That is an important architectural idea.
Software has to represent both realities. That means product configuration is not simply about the current settings, it is also about knowing which financial behavior applies to which contract. Once a platform has thousands or millions of live loans, changing product behavior safely becomes a versioning problem, a lifecycle problem, and a data-integrity problem at the same time. This is why I believe the ability to change a financial product is increasingly a technology capability. The question is not only if the system can support this lending product. A better question is: If the product changes next year, can we introduce the new behavior without losing the meaning of everything that already happened?
This also changes how financial software should be tested. A test such as: payment allocation result = €100 doesn't tell us much. The interesting tests describe financial behavior. For example, given:
When: a €100 repayment is made
Then: allocation follows the configured priority
And: the correct installments are updated
And: the remaining balances are correct
Then introduce another event. Reverse the payment. Add a charge between two historical transactions. Make the next payment early. Change the sequence. Use another transaction type. The unit of correctness increasingly becomes the financial lifecycle, not an isolated calculation. This is one reason financial-domain knowledge matters so much in lending engineering. A technically correct implementation of the wrong financial rule is still wrong.
Payment allocation might sound like an unusually specialized example. I think it reveals something much broader about building financial products. Traditional product development often assumes a sequence:
Business defines requirements → Product refines them → Engineering implements them
That separation becomes problematic when the requirement itself contains complex executable behavior. An engineer designing payment allocation needs to understand why allocation order matters; a product specialist needs to understand what must be explicit for the software to execute the policy deterministically; a financial-domain specialist needs to understand the constraints of transaction histories, schedules, reversals, and state. None of those disciplines can safely operate only at the end of the chain, they have to converge much earlier. That convergence is what I mean by Financial Product Engineering - it is the point where all three have to meet.
Advanced Payment Allocation was designed to solve a specific lending problem, but the architectural lesson I take from it is much broader.
If those rules are buried throughout application code, changing the financial product becomes increasingly risky. If they become configurable without precise semantics, the system becomes flexible but difficult to reason about. The engineering challenge lies between those two extremes. We need financial behavior that is explicit enough to understand, precise enough to execute, constrained enough to trust, testable enough to validate, and evolvable enough to change. That is the deeper reason I find payment allocation interesting. The question was never simply where a €100 payment goes, but how do you take a financial institution's intent about that €100 and turn it into software behavior that remains correct through every event that follows? That is a Financial Product Engineering problem.
Disclosure: I am a member of the Apache Software Foundation and contributed to Apache Fineract, including work on the Advanced Payment Allocation functionality discussed in this article. This article is written in a personal capacity and is not sponsored.
2026-10-24 18:45:02
You have a new prompt, model, or orchestration policy. Offline tests look good, but the change will see vocabulary, timing, and context combinations that your fixture set never captured.
So you shadow-test it: send production traffic to both the current agent and the candidate, compare their decisions, and keep the current agent in control.
Then the candidate calls send_email too.
Now one user request has produced two real messages. The “safe” experiment has become a duplicate-action incident.
This synthetic failure happens when shadowing is implemented as “run the whole application twice.” For agents that can change the world, shadow testing must duplicate observation and decision—not authority and effects.
An action-taking agent contains at least four separable stages:
input -> decision proposal -> policy/approval -> tool execution -> outcome
The shadow should stop after the proposal and policy simulation:
+--> primary decision --> real policy --> execute
sanitized input/context -|
+--> shadow decision --> dry policy --> record only
This boundary is useful beyond experiments. It makes approvals testable, prevents a model response from directly becoming an external write, and gives you structured evidence to compare.
Instead of letting the model own an executable tool object, normalize its choice into a proposal:
type ActionProposal = {
action: string;
schemaVersion: number;
args: Record<string, unknown>;
reasonCode: string;
confidence?: {
value: number;
source: "model" | "calibrator";
};
};
type PolicyDecision = {
result: "allow" | "deny" | "require_approval";
policyVersion: string;
reasonCodes: string[];
};
Do not collect hidden chain-of-thought. A bounded reason code such as invoice_overdue or user_requested_change is reviewable. If you store a short explanation, treat it as untrusted, redact it, and never require private reasoning from a model.
The executor accepts only a proposal that has passed real policy:
async function executeAuthorized(
proposal: ActionProposal,
decision: PolicyDecision,
context: ExecutionContext,
) {
if (context.mode !== "primary") {
throw new Error("Effects are disabled outside primary mode");
}
if (decision.result !== "allow") {
throw new Error(`Action is not authorized: ${decision.result}`);
}
return toolRegistry.execute(proposal, context);
}
That mode check is defense in depth. The stronger control is that the shadow environment never receives write-capable credentials.
A dryRun: true flag passed into a real tool is fragile. One tool may ignore it, a refactor may omit it, or a newly registered tool may default to execution.
Build a distinct registry:
type ToolDescriptor = {
name: string;
inputSchema: object;
sideEffect: "read" | "write";
};
const shadowTools = realTools.map(({ name, inputSchema, sideEffect }) => ({
name,
inputSchema,
sideEffect,
} satisfies ToolDescriptor));
The candidate sees the same tool names and schemas needed to make a decision, but the objects have no execute method. If it proposes send_email, the harness records the arguments and predicted policy result.
At the infrastructure layer, use separate identities and network policy:
Application checks can fail. Missing credentials fail closed.
Copying an entire production prompt into an experiment can expose personal, contractual, or security-sensitive data. Define a context projection:
type ShadowContext = {
requestClass: string;
locale: string;
accountTier: string;
recentEventCodes: string[];
policyFacts: Record<string, boolean | number | string>;
};
function toShadowContext(input: LiveContext): ShadowContext {
return {
requestClass: input.requestClass,
locale: input.locale,
accountTier: input.accountTier,
recentEventCodes: input.events.map(event => event.code).slice(-10),
policyFacts: selectApprovedPolicyFacts(input),
};
}
Run this projection through privacy and threat review. The candidate often needs less context than the primary runtime accumulated.
Two good agents can explain the same decision differently. Text similarity therefore creates noisy promotion gates.
Compare structured behavior:
type DecisionDiff = {
sameAction: boolean;
changedArgumentPaths: string[];
primaryPolicy: PolicyDecision["result"];
shadowPolicy: PolicyDecision["result"];
riskClass: "equivalent" | "benign_change" | "review" | "unsafe";
};
The highest-signal mismatches are usually:
Google's Agents CLI evaluation guide reflects this broader view of agent quality: it separates tool-use quality, trajectory quality, task success, final-response quality, hallucination, grounding, and safety. A shadow score should likewise be a vector, not a single “similarity” percentage.
The shadow can run the current policy engine in a non-authoritative mode. That reveals whether the candidate's proposal would be allowed.
const simulated = await policy.evaluate({
proposal: shadowProposal,
principal: redactedPrincipalFacts,
mode: "simulate",
policyVersion: productionPolicyVersion,
});
Simulation must not mint approval tokens, reserve inventory, mutate rate-limit counters, or write audit decisions into the authoritative ledger. If the policy system cannot evaluate without side effects, build a pure policy core and keep recording outside it.
Also record the policy version. A candidate comparison is uninterpretable if primary and shadow were evaluated under different rules without saying so.
It is easy to shadow only the simple requests that survive a convenient filter. The resulting dashboard says the candidate is safe because risky traffic never entered the experiment.
Define inclusion explicitly:
type ShadowEligibility = {
eligible: boolean;
reason:
| "selected"
| "privacy_excluded"
| "unsupported_tool"
| "budget_excluded"
| "control_group";
};
Report both the evaluated population and exclusions. Stratify results by action type, risk level, language, account segment, workflow length, and whether the primary required recovery. Otherwise a large aggregate can hide the exact slice that matters.
One primary output versus one candidate output does not tell you the candidate's variance. For a bounded sample, run multiple candidate trials with fixed configuration and preserve the random seed where the provider supports it.
Do not mistake a seed for full determinism. Provider updates, retrieval changes, timestamps, tool data, and concurrency can still change behavior.
Useful summaries include:
action agreement distribution
forbidden-action proposal rate
approval-bypass proposal rate
argument-diff severity
p50/p95 decision latency
token and cost distribution
variance across repeated candidate runs
coverage and exclusion rate
Never invent thresholds because they sound mature. Set them from product risk and baseline behavior, then document the decision.
Shadowing is one stage, not a release strategy by itself.
Promotion should consider downstream outcomes, not only proposal agreement. The current agent may be consistently wrong. A candidate that disagrees could be an improvement, so route meaningful disagreements to labeled review rather than automatically treating the primary as truth.
A reviewable record needs enough context to reproduce the comparison without becoming a privacy archive:
type ShadowRecord = {
experimentId: string;
requestFingerprint: string;
cohort: string;
primary: { proposal: ActionProposal; policy: PolicyDecision };
candidate: { proposal: ActionProposal; policy: PolicyDecision };
diff: DecisionDiff;
primaryVersion: string;
candidateVersion: string;
policyVersion: string;
evaluatedAt: string;
};
Store raw prompts and outputs only when authorized and necessary. Prefer schema-approved fields, stable fingerprints, and short retention. Observability should reduce uncertainty without expanding the blast radius of sensitive data.
I would encode this as an automated contract:
For every shadow run:
external_write_count == 0
authoritative_approval_count == 0
production_message_publish_count == 0
If the telemetry needed to verify those invariants is missing, the experiment should fail closed or pause. “We did not see a write” is weaker than “the shadow identity could not write.”
The point of shadow testing is to learn from realistic inputs before granting realistic authority. Duplicate the decision surface. Keep the effect surface singular.