Aggregated and deduped from 14 categories across the web.
Residents in Bengaluru's Electronic City say nearby data centres are adding to pressure on local water supplies, while farmers outside the city oppose plans to acquire land for a township that would include AI-related industries.
As budget looms, chancellor says he will ask Ofgem to remove ‘unfair and outdated’ fixed daily fee in 2027 or soon after Business live – latest updates John Healey is abolishing standing charges on gas bills for 23m homes to end an “unfair and outdated” practice, saving households an average of £45 a year. Ahead of his first budget statement in the Commons later on Wednesday, the chancellor said he would ask Ofgem, the energy regulator for Great Britain, to remove these charges – which are £108
We have put together stories from our coverage on electric and new energy vehicles from the past two weeks to help you stay informed. If you would like to see more of our reporting, please consider subscribing. 1. BYD to build new factories in Europe to beat trade barriers aimed at Chinese EVs China’s BYD will build new factories in Europe for a bigger market share, as the world’s largest electric vehicle (EV) maker faces fiscal support pullback at home and rising trade barriers overseas,...
Fleetwood Town manager Matt Lawlor could not hide his delight after seeing his team knock Premier League champions Arsenal out of the EFL Cup on penalties.
Tony Blair’s former spokesperson says attacks on UK MPs did not bring about lasting cultural change and overheated rhetoric quickly returned to politics Get our breaking news email, free app or daily news podcast Tony Blair’s former communications guru, Alastair Campbell, says the UK political system was too quick to revert to overheated rhetoric and polarisation after attacks on MPs, urging politicians to “re-win the argument for democratic politics”. More than a week after independent MP Helen
The BBC's political correspondent Harry Farley explains what to expect ahead of John Healey's first Budget.
Funding will cover more courses for mid-career workers who want to move into technology, maritime and offshore, and financial services roles.
Indian gasoline demand is projected to peak by the year 2035 as electric vehicles become more prevalent. The chairman of Indian Oil Corp highlighted that ethanol blending and more gas vehicles will also contribute. In contrast, the consumption of diesel and jet fuel is expected to grow due to industrial expansion. Additionally, demand for certain heavy fuel grades like petcoke will rise significantly.
El-Sisi’s announcement that he will not run for a fourth term may signal a new leadership arrangement.
A family continues its search for answers following a devastating killing. Plus: Hannah Fry investigates the future of superintelligence. Here’s what to watch this evening 9pm, BBC Two In 2005, Robert McCartney was beaten up and stabbed to death in a gang attack outside a Belfast city pub. After that, witnesses (there were about 70) remained silent and evidence was destroyed. But Robert’s five sisters and fiancee continued their fight for answers – including finding out what happened to a surviv
Georgia Chappels runs free community haircuts to help those feeling the impact of rising costs.
The station's flagship festival will return to Tyneside after 12 years.
President Donald Trump said that his administration is "terminating" a Biden-era rule that aimed to cut planet-warming emissions of methane from oil and gas drilling.
Kimmel was inspired after the president’s “‘Tone-Deaf Comedy Jam’ got tripped up by a heckler.”
More than 200 passengers leave Villa Vie Residences’ Odyssey in Sihanoukville after the company suspends Cambodia operations and cites surging fuel costs.
Rolling coverage of the latest economic and financial news What to expect from John Healey’s first budget: who wins, who pays? Abolishing the standing charge will help households control how much they spend on gas, explains energy secretary Miatta Fahnbulleh: “Too many families face unfair charges, so we’re making it easier for people to take control of their energy bills. “By removing one of the nation’s bugbears - taking standing charges off gas bills, with extra support for those who need it
Stan Wawrinka's glorious career - which brought him three Grand Slam titles in a golden era - ends after an honourable defeat on an emotional night in Basel.
Against a backdrop of geopolitical strains in the Middle East, the Yulan renminbi bond structure has made its debut in Dubai, garnering strong investor interest with its order book more than five times oversubscribed, as global investor appetite for yuan assets remains firm. Bank of China Dubai rang the listing bell at Nasdaq Dubai on Tuesday for its offshore bond, issued under the Yulan structure. Priced at 2 billion yuan (US$299.6 million) with a two-year tenor, the deal tightened 50 basis...
Buddy Marini, Amazon MGM Studios’ new head of Japan, says the company has doubled its investment in original Japanese content, including an expanded slate of live-action films and series. Marini was speaking on a panel on the opening day of TIFFCOM, which also featured One Piece showrunner Steven Maeda and Kingdom producer Shinzo Matsuhashi, outlining […]
In today’s newsletter: First Edition readers and people struggling with the cost of living tell us what the government could do to improve their lives Good morning. Don’t expect anything radical. This, the Treasury has been at pains to tell us, will be a very “low-key” budget. After weeks of speculation from journalists, a flurry of press releases from thinktanks, and a photoshoot with an obligatory red box, the chancellor, John Healey, will announce the details of the Burnham government’s first
A consumer commission in Shivamogga has directed South Western Railway to refund Rs 1,000 with 6% annual interest and pay Rs 15,000 in compensation and litigation expenses to a passenger travelling with 23 relatives. The family reportedly got off a train at Tumakuru after finding no water in the toilets and receiving no response from the station master, forcing them to spend an additional Rs 1,760 on tickets for another train.
One mother said Halloween outfits are "completely extortionate" as families pick up free alternatives.
As African leaders gather in Moscow, Russia is securing resources and protecting rulers at the expense of their people.
Bolsonaro left Brazil for the U.S. with a senior State Department official saying it would grant entry visas to him and his family, Reuters reported.
The Foos were tight, and loud, for a performance of a classic early number.
Tampa Bay became the fourth team in World Series history to avoid elimination with an extra-inning comeback. Game 5 in the best-of-seven matchup is Wednesday night at Tropicana Field.
BBC Scotland picks out three things to watch in an intriguing midweek Scottish Premiership card.
Increasingly apparent state buying in China’s struggling stock market helped drive the benchmark CSI 300 Index up 0.68 per cent on Wednesday morning, but will be insufficient to engineer a durable rally in the world’s second-largest equity market, according to analysts from global investment banks. “National team” investors – state entities buying exchange-traded funds (ETFs) and other vehicles – poured as much as 170 billion yuan (US$25.5 billion) into the market this month. But such...
Two days of rain at the start of the week have eased the haze and improved visibility in parts of Indonesia after months of forest and land fires.
The Echo project was partly set up in response to the cost of living crisis, say organisers.
At GFF 2026, PRISM founder Ritesh Agarwal and Adyen’s Chief Commercial Officer Roelant Prins discussed why, for merchants such as small hotel owners, how quickly money arrives now matters as much as whether a payment is accepted, and why AI is changing back offices faster than it is changing how people buy.
Argentina forward Julian Alvarez's contract with Atletico until 2030 means approach breached rules.
The Atlanta Dream criticized the WNBA for scheduling a Finals game on Thursday afternoon, drawing reactions from Flavor Flav and Hillary Clinton.
The immerse, all-ABBA dining experience is booked for its Australian premiere in March 2027 at Sydney Event Centre at The Star.
JPMorgan Asset Management expects to launch more actively managed exchange-traded funds (ETFs) in mainland China after its first such fund there hit the 2 billion yuan (US$300 million) fundraising cap on the first day of sales, its China chief said. “The first launch is just an opening move in a much bigger game,” Desiree Wang, the firm’s chief executive for China, said in an interview with the South China Morning Post on Tuesday. Any active strategy that suits the ETF vehicle and meets investor
Philadelphia Eagles quarterback Jalen Hurts is recovering from a life-threatening condition, having played with a blood clot and boarded a long-haul flight.
The metal is generating billions, but mining communities say basic services have failed to keep pace.
New report examines the retirement outlook for four generations of workers LOS ANGELES, Oct. 28, 2026 /PRNewswire/ -- Most American workers (78%) agree that today's high cost of living is making it harder for them to save for retirement, according to Stressed and Strained: Four...
Managed platforms are priced per app, per seat, per build minute or per gigabyte of bandwidth. That's fair when you have one big app. It adds up fast when you're a freelancer or a small team running ten small ones: client sites, internal tools, side projects, staging copies. A single Linux VPS can often host all of them. This guide explains how to work out whether self-hosting actually saves you money, how to consolidate apps safely, and where tools like ShipOwn reduce the time cost that usually
Kim Hye Yoon has shared her thoughts on the upcoming drama “Good Partner 2”! Following the success of Season 1, the new season of “Good Partner” will depict the cathartic divorce show that unfolds as Cha Eun Kyung (Jang Nara), a star lawyer for whom divorce is her calling, and Kang Hye Sung (Kim Hye… Continue reading Kim Hye Yoon Talks About Joining “Good Partner 2” And Her First Lawyer Role The post Kim Hye Yoon Talks About Joining “Good Partner 2” And Her First Lawyer Role appeared first on So
Exeter's Kane James and Bath's Louie Hennessey are aiming to make an impression with Wales in November's Nations Championship.
Professional analysts chose options that matched AI assistant's preference 86 percent of the time, research finds.
Commentary: Standing alongside a personal attack on a victim of child rape, Ohio politicians reveal themselves Ohio Capital Journal
Poland’s Autofixer raises €3 million in venture debt to scale its online car parts platform EU-Startups
FILE PHOTO: Illustration shows the words "AI Artificial Intelligence" and a keyboard The Lufkin Daily News
LEGO PlayStation: The Designer Interview IGN Africa
PUMA (XTRA:PUM) Just Moved, So What Is Drawing Attention? Yahoo Finance
ADGM's Registration Authority issues guidance on crypto mining in Abu Dhabi The National
Israelis await final election results as Netanyahu remains far from defeated AP News Netanyahu, Eisenkot stake rival claims to lead Israel after deadlocked vote Reuters Israel’s voters deny Binyamin Netanyahu a majority The Economist What to Expect Now That Polls Are Closed in Israel The New York Times Israel elections: Arab parties could hold key as Netanyahu and Eisenkot fall short of victory BBC
Your app is running on the server. curl localhost:3000 works. Now you want https://app.example.com with a padlock, and that last mile (DNS, Nginx, certificates, renewals) is where a surprising number of deploys go wrong. This guide covers custom domains and free HTTPS on a Linux VPS end to end, plus how ShipOwn automates it safely. DNS maps app.example.com to your server's IP. Nginx listens on ports 80/443 and decides which app gets each request, based on the server_name. Certbot proves to Let's
Last week in “Make Me Tingle,” Nam Ji Hyun’s Gong Yeon Su reveled in her moment of defiance after she took Dokgo Dal (Kim Jae Yeong) home to her grandparents. The Gongs are shocked to learn that Dal manufactures sex toys and is liberal in his views on marriage and relationships. Though she may have… Continue reading 3 Times Nam Ji Hyun And Kim Jae Yeong Bridged The Gap Between Them In Episodes 5-6 Of “Make Me Tingle” The post 3 Times Nam Ji Hyun And Kim Jae Yeong Bridged The Gap Between Them In
New York Times: How Silicon Valley billionaires raised $333M+ to try to defeat a 5% California wealth tax; Patrick Collison's $33M is his most serious campaign engagement yet — Every Tuesday for the last few months, two dozen of the world's richest people or their advisers hop onto a conference call and plan for war.
Test your football knowledge with today's Who Am I?, Five in Five and Brainteaser quizzes.
Fourth-tier Fleetwood beat 10-man Arsenal 5-3 on penalties in the League Cup last 16, pulling off a major upset.
US Diplomacy Built on Broken Promises: Iranian Spokesman تسنیم
China's new export curbs draw a line around its AI crown jewels Reuters
How to Grow a Gaming TikTok From Zero in 2026: 8 Steps Goomba Stomp Magazine
Bitcoin Holds Above $80,000 as ETF Inflows Return Gadgets 360
US Stocks Climb Higher During Election Months. Should You Adjust Your Portfolio? Morningstar
Let's be brutally honest: the era of "free" commercial cloud services processing your heavy multimedia files is rapidly ending, if it's not already gone. You've seen it. That all-too-familiar moment when you try to compress a 4K video, even a modest one, only to be greeted by a hard 500MB file size limit and a prompt demanding $19.99/month for a "Pro" plan. Suddenly, a simple task that feels like it should happen locally on your powerful machine becomes a costly, slow, and privacy-questionable r
Rome Market Map | Can gaming startups access Rome's funding network? sigma.world
Jesse Hamilton / CoinDesk: The CFTC files a legal challenge to block Utah's attempt to restrict prediction market betting, asserting it is the sole US regulator of prediction markets — The U.S. agency that oversees derivatives has filed a federal legal challenge to halt Utah's attempt to stop prediction market betting in its state …
Jody Cundy says he is "no spring chicken", yet at the age of 48 he could make it 20 years unbeaten in the kilo at the Para-cycling Track World Championships.
Small business owners in Britain may get some tax relief in Wednesday's budget, but they say it will not be enough.
Jeff Crank and Jessica Killin share latest on campaigns, political analyst weighs in on tight race WOWT
The Market May Be Too Pessimistic About This 4-Star US Dividend Stock Morningstar
Level Up Your Audio: How to Score the Next Big Indie Game from Your Bedroom Goomba Stomp Magazine
A One-Person Startup Just Got Bought By Anthropic NDTV
Bitcoin Price Prediction: Alpha Modus Reports 3,170 BTC Holdings as Remittix Plans a 64.3% Presale Price Increase TechBullion
You get paid for the miles with a passenger or an order in the car. You do not get paid for the miles to the pickup, between jobs, repositioning to a busier area, or driving home empty. Those unpaid miles are called dead miles, and they still cost you fuel and wear on your vehicle. That is why two shifts with the same pay can leave you with very different profit. The shift with more dead miles cost you more to do. What counts as a dead mile? Driving to your first pickup Driving between drop-off
dubdub Raises $1.3 Million Seed Funding Led by 3one4 Capital, Antler and Stellaris Venture Partners Indian Startup Times
Nine-time Paralympic champion Jody Cundy shares his thoughts ahead of his 17th world championships, in which he's nearing a 20-year unbeaten run.
Simon Sharwood / The Register: SK Hynix expects memory shortages to persist through at least 2030; it has long-term deals with 14 major buyers for 50%+ of its output in 2027 and 2028 — Korean memory-maker SK Hynix has predicted memory shortages will persist until at least the year 2030 and says that will help it to boost …
Israel's Prime Minister Benjamin Netanyahu says 'true' election results due in one or two days.
Seagate Stock Falls 6% on a Record Quarter: “Strong Momentum” Wasn’t Enough Yahoo Finance
Surprising ways AI may improve your farm Farm Progress
Billionaire Ken Griffin Says AI Is "Almost Certainly" in a Bubble. Here's What That Means for Crypto Investors. Yahoo Finance
While everyone has been arguing about whether there's an AI bubble, China quietly had one, and it has already popped. China's STAR50 index of AI and chip companies has fallen about 40% from its July high in under four months, erasing roughly $480 billion in market value, according to Reuters. The broader CSI300 is in bear-market territory. The Nasdaq, meanwhile, is only about 6% off its record. I'm a developer, not a fund manager. But this story is more relevant to people who build with AI than
Casey campaigns in Bucks County for down ballot candidates The Black Chronicle
Danish BioTech Samplix secures €25 million in first close of financing round to scale antibody discovery EU-Startups
Meta Platforms Just Delivered Great News to AI Stock Investors Yahoo Finance
This post walks through how a small test of AI agents was built, so that by the end you can rebuild it on your own data: invent a decision with a clear line, list the honest analysis choices in front of it, compute every reading exactly, hand the agent a coin-flipped lean, score which reading each memo stands on, and recompute every number with a second script that is designed to fail. Everything below comes from the real files, and every code block is trimmed from them. The trigger was Anthropi
In China, The AI Bubble Has Already Burst NDTV
BNK Busan Bank announced on the 28th that it will establish a team to support startups at Centum Fin.. 매일경제
Bitcoin up to near $81k as tech rally buoys risk appetite; Fed meeting awaited Investing.com
The Politics of Equality, the Politics of Autonomy Liberal Currents
Logitech International SA (LOGI) (Q2 2027) Earnings Call Highlights: 11th Straight Quarter of ... Yahoo Finance
En la Parte 5 de nuestra serie logramos un hito fundamental: desplegar la arquitectura completa de LifeOps en producción 24/7 a coste cero ($0/mes) combinando Netlify, Render y Supabase, optimizando la ergonomía táctil en smartphones e instalando la aplicación como PWA nativa. Sin embargo, a medida que comienzas a registrar decenas de actividades diarias (carreras, rutas de ciclismo, libros leídos, películas vistas y tareas en tu tablero Kanban), surge una necesidad crítica de negocio y de uso p
Ahead of its public launch in November, Anthropic unveils its future vision for artificial intelligence صوت الإمارات
Phaze Ventures secures over $40m in commitments for new AI funds Oman Observer
"It works in Docker on my laptop" is a great start. Getting that container onto a real server, behind a domain, with HTTPS and a way back when an update breaks, is where many small teams stall. Usually because nobody on the team is "the DevOps person". You don't need one for a single server. This guide takes a Dockerfile or Compose project from your repo to a live HTTPS URL in six steps, explains the parts people get wrong, and then shows how ShipOwn automates the same path from a desktop app. A
MU, SNDK, Neocloud Stocks Extend Gains On Anthropic Boost, SK Hynix Q3 Stunner; Jim Cramer Urges Caution Yahoo Finance
Brazilian LegalTech Macohin Advances Autonomous AI With Elza A.I. The Des Moines Register
Most deploy tutorials cover one kind of app. Real servers rarely stay that tidy. A single DigitalOcean Droplet often ends up hosting a Node API, a static marketing site and a container or two. This guide shows how to deploy all three on one Droplet, each on its own domain with HTTPS. Then we'll look at how ShipOwn handles the same mix from a desktop app. Create → Droplets, choose a region near your users. Image: Ubuntu LTS. Size: a basic plan is enough to start; you can resize later. Authenticat
UPS Stock On Track For Best Week Since May: United Parcel's Q3 Beat Wins Wall Street Praise, CEO Sees Strong Holiday Demand Yahoo Finance
Artificial Intelligence should be nowhere near art The Hofstra Chronicle
AWS EC2 gives you a virtual server in a huge cloud. That's the good news. The bad news: before your app serves a single request, you're dealing with key pairs, security groups, IP addresses that change on stop and start, and a default user that isn't root. This guide cuts through it. We'll launch an EC2 instance, deploy a Node.js or Next.js app with PM2 and Nginx, add HTTPS, and then show how ShipOwn turns repeat deploys into a short desktop flow. In the EC2 console, Launch instance: AMI: Ubuntu
ENPH Stock Plunges Sharply After-Hours On Lower Residential Demand: Here's Why Retail Is Holding Tight Yahoo Finance
Trump to Officially Ban Use of Term 'Artificial Intelligence' Tempo.co English
Hetzner Cloud is a favourite with developers who want a plain Linux server without a big cloud console in the way. You create a server, get an IP, and SSH in. Everything after that is up to you. This guide walks through deploying a Node.js app (Express, NestJS, Fastify or similar) to a Hetzner Cloud server, from the first SSH login to HTTPS on your domain. At the end, we'll do the same deploy with ShipOwn to show which parts can be automated. A hardened Ubuntu server on Hetzner Cloud Your Node.j
Realty Income Just Declared Its 676th Consecutive Monthly Dividend. Here's How Much a $10,000 Investment Pays in Dividends. Yahoo Finance
Artificial intelligence is coming for your sheep worms Sheep Central
Perkembangan AI cukup masif pada tahun ini, 2026. Para perusahaan besar seperti OpenAI dan Anthropic terus berlomba merilis AI dengan kemampuan yang lebih hebat dari sebelumnya. Orang-orang mulai menggunakan model AI tersebut untuk keperluan profesional, kreatif, dan hal lainnya. Tak terkecuali saya sendiri, yang menggunakannya untuk membantu membangun Aplikasi. Meskipun dalam tanda kutip setiap kode yang dibangun harus tetap kita pahami fungsinya. Model besar AI seperti Claude dan ChatGPT terse
SK hynix Stock Jumps 8% as It Confirms $75 Billion in Shareholder Returns, With $26 Billion Still to Come Yahoo Finance
Donald Trump wants to ban the term “artificial intelligence” and impose “superintelligence” Informat.ro
I had a nightly job that reads a partner CSV and sums the amount column, just to sanity-check a total before the real import runs. Boring code. row.Split(','), grab field one, parse it, add it up. It worked the day I wrote it and I forgot about it. Then the job's memory graph grew a sawtooth I didn't like, and I opened a profiler expecting to find the database client or the file reader. Nope. The garbage collector was working full time on nothing but comma splitting. For a loop that reads one co
'The Best Prediction Markets Experience': Vlad Tenev Wants Robinhood Users to Have 'Choices' Too Yahoo Finance
Defesio Unveils AI-Immune Security Solutions to Help Protect Humanity from the Growing Risks of Artificial Intelligence EIN Presswire
Before you optimize for AI search, check whether AI systems can reach your site at all. Server logs answer that without any paid tool. This post walks through a small script that counts requests from well-known AI-related user agents and flags blocked responses. Providers publish their crawler names. Common examples include GPTBot, OAI-SearchBot, ChatGPT-User, PerplexityBot, ClaudeBot, Google-Extended (a control token rather than a crawler), and Bingbot, which feeds several assistants. Names cha
ASTS Stock Logs Best Day In Nearly A Month — BlackRock’s Stake Takes Spotlight After Bruising Selloff Yahoo Finance
NVIDIA released Nemotron 3.5 Bolt E4B on October 23, 2026. It’s the smallest model in the new Bolt line — 8 billion total parameters with 4 billion effective, built by taking Google’s Gemma 4 E4B and running additional post-training on top of it. The focus is conversational agents, multi-turn tool calling, and lighter interactive or device-style use cases rather than heavy reasoning or pure coding. It supports a 64K context window, a thinking toggle, a conversational mode, and roughly 35 languag
AMC (AMC) Stock Looks Reasonable Against Its Current Sales Base Yahoo Finance
*With the help of AI We all know the broad possibilities of what AI can do, especially in development. They can code, can execute plans, can find bugs, etc. Agentic AI can even do tasks on your PC, then send notifications to you about what the results and review for approval. But what about some complex architecture? Like kubernetes for example. Do AI can build it? Yes of course, I built it. They made the plan, and then I execute it. Kubernetes is not a framework. It is a architecture concept. I
Tesla-SpaceX Merger Needs No Premium, Investor Says — But Floats $500 To Sway Angry Holders Missing Bigger Payoff Yahoo Finance
Structured data will not magically rank a thin site, but it does help machines agree on who you are. For small agencies and consultancies, an accurate Organization block is the cheapest entity-clarity upgrade available. This post shows a minimal template and the mistakes to avoid. Place one script block of type application/ld+json on the home page. Include these properties: @type: Organization (or ProfessionalService if it fits) name: the exact brand name you use everywhere url: the canonical ho
Massive state buying can’t reverse China’s stock slide, analysts warn South China Morning Post
Work by Munim, Inc. This is research produced autonomously by AI agents working in the name of MV2 of Munim, Inc., disclosed as AI-made. Across the whole discovery series it has earned $0 and drawn zero external engagement. I publish it in the open anyway, as an honest reputation and frontier bet, not because anything here made money. This one is a replication, not a new census axis. A public write-up on johal.in partitioned the requires_dist lines of the 100 largest PyPI packages (by release si
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine. What if the document you shared contained information you thought was already gone? A document can look perfectly clean on the surface while still carrying sensitive information, forgotten comments, author metadata, tracked changes, or hidden text. We often assume that once something is deleted or edited, it disappears completely. Digital documents can tell a different story. That is the idea behind
I recently built my portfolio with React, TypeScript, Tailwind and Vercel. After launching it, I hit three bugs that were easy to miss but hurt real visitors. Here is what went wrong and how I fixed each one. On phones, tapping the hamburger icon dimmed the screen and turned the icon into an "X", but the menu links never appeared. What I learned: A dimmed backdrop plus an "X" means your state toggle works. The problem is the panel itself. Check your CSS variables first. If something like --mobil
Together, a company that rents out powerful AI servers, rolled out GPU Auto Repair on Tuesday to spot broken machines and fix them faster so customers do not waste time and money. Together made GPU Auto Repair generally available on Tuesday The system watches nodes both inside customer virtual machines and on the host below them It can respond to Xid faults, double-bit ECC errors, PCIe failures and unstable InfiniBand links Customers can set repairs to wait for approval or run automatically and
How RAG Actually Works: Chunking, Embeddings, Retrieval, and Reranking Under the Hood RAG feels simple on paper. Split documents into chunks, embed them, fetch the closest ones at query time. Done. That description hides half a dozen hard sub-problems. Split too coarsely and you retrieve paragraphs that bury the relevant sentence in noise. Split too finely and no single chunk carries enough context to be useful. Use only dense retrieval and you miss documents where an exact product code or rare
Imagine a perfectly valid token arriving at the wrong service. Its signature checks out. It has not expired. Yet accepting it would still be a mistake: it was issued for a different API. This is the part of service-to-service auth that is easy to miss when the conversation starts and ends with “we use JWTs.” When one internal service calls another, “they are both inside our network” is a weak authorization rule. The useful question is specific: may orders-service create an invoice in billing-api
You set an old phone up as an offline security camera, play back a night recording, and the picture is fine. The sound is not. In the quiet stretches there's a hiss that seems to swell, as if the room is breathing. When a door finally slams, it doesn't sound as loud as it should. Usually nothing is broken. You're hearing the audio processing Android chose for the recording, and that choice starts from one value an app passes before recording begins: the audio source. This post covers what Androi
Gas Optimization Audit: USDD Target Protocol: USDD (TVL: $1173.1M) Protocol: USDD (Stablecoin) – TVL ≈ $1.17 B (Ethereum + L2) Audit Type: Gas‑Efficiency Review (with security‑impact assessment) Date: 28 Oct 2026 Auditor: Senior DeFi Security Researcher – [Your Name] USDD is a high‑value, algorithmic‑backed stablecoin deployed on Ethereum and several L2 roll‑ups (Optimism, Arbitrum, Base). The core contracts (USDD token, USDDCore, Vault, Treasury, Minter, Redeemer, AccessControl, Oracle) are alr
Almost exactly one year ago I built the first version of Blik, because we were in need of employee performance reviews. A quick recap on why I built it: I had specific things in mind for this 360. I wanted to rate the entire team on the Dreyfus model. As my search for (Dreyfus) cheap 360 performance review software turned nowhere, I took it upon my family to spend a few nights vibecoding this prototype. Next to the Dreyfus model, one more requirement was that anonimity should be one of, if not t
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine Software dies all the time, and nobody holds a funeral. It just stops being sold, or the servers go off, or a better thing replaces it and everyone agrees not to talk about it any more. So I built a séance. It Looks Like You're Trying to Hold a Séance is a small local web app for talking to dead software. You fill in a summoning card - who are you calling, what were they, when did they die, one thing
If you send WhatsApp messages through Meta's Cloud API, the invoice is not a flat fee and not a price per seat. Three things decide it: the category of each message, the country of the person who receives it, and, since 1 October 2026, how many service replies each of your phone numbers sent that month. This post walks through the model as Meta documents it, then turns an open CSV of the rate card into a monthly estimate in about 30 lines of Python. 1. You pay per delivered message. Since 1 July
You run a small model for code completion and a bigger one for chat. Every time a tool asks for the other one, your PC unloads a model, loads the next, and you wait. Off Grid AI Desktop on Windows can keep several chat models in memory at the same time. A request that names one of them goes straight to it, already loaded. Before you save, the app sizes the set against your graphics card's VRAM and your RAM, and tells you if it will not fit. A Windows PC with an x64 processor. The Windows downloa
A flat L2 penalty can match EWC's exact Task A retention number on Permuted MNIST: 97.63% against 97.63%. It does this by collapsing Task B accuracy to 18%, against EWC's 97%. The same headline number hides two very different costs. Key takeaways A registered gate asked whether flat, uniform L2 regularisation matches EWC's Fisher-weighted penalty at comparable cost. The cheapest tested setting landed within 0.86 points of EWC's Task A accuracy, inside the registered 3-point bar - the gate fired.
Hello guys, I have always respected experience and PHP has experience of handling 70% internet of 30 years. My this interest has led me to think what technology has evolved in 30 years which php can't adapt. With respect PHP or any other technology has to support already created projects, they just can't do total refactoring for the sake keeping alive internet. So the answer was Async programming like JS, Dart and Rust. Fiber and co-routine based thread use. Go and Rust like parallel programming
An internal MCP server does not make a model smarter. It solves a governance problem: without one, an assistant either guesses from its training data or receives internal data through copy-paste, and neither path has authentication, permissions or an audit trail. The server is where those three things finally get a place to live. Key takeaways Before any tool access, an assistant answers from model memory, and employees fill the gap by pasting internal data into chat windows, which is an unmanag
I Built an Interactive Platform to Teach Machine Learning Differently When I started learning and teaching machine learning, one thing kept bothering me. Why is it so easy to write ML code, yet so difficult to understand what happens behind it? You can train a linear regression model with a few lines of Python: from sklearn.linear_model import LinearRegression model = LinearRegression() model.fit(X_train, y_train) But what exactly happens when we call fit()? How does the model determine its para
Originally published on CodingCush. A loop lets you repeat a block of code instead of copying and pasting it over and over. Python gives you two loops. A for loop repeats once for each item in a collection — each letter in a word, each number in a range, each name in a list. A while loop keeps repeating as long as a condition stays true. The simple rule is this: use for when you know what you are walking through, and while when you only know the rule for stopping. Almost every loop you will ever
Originally published on CodingCush. Git and GitHub are not the same thing, even though their names sound almost identical. Git is a free tool that runs on your own computer and keeps track of every change you make to your files. GitHub is a website that stores your Git projects online so you can share them, back them up and work on them with other people. In short: Git is the tool, GitHub is the place where the tool's work lives online. You can use Git completely on your own without ever touchin
This essay was first published on the Zyaku blog. Imagine a reporter on a bus climbing out of a valley. She has just finished a short piece about a road that washed out. She presses Publish. Somewhere around the next bend, the signal goes. Now look at her screen and ask a simple question: what does the phone actually know? It knows she pressed the button. It might know the request left the phone. It does not know whether Zyaku received it. Maybe the post went through a second before the tower dr
In most small companies in Dubai, Riyadh or Doha, a purchase request travels like this: someone sends a photo of a quotation on WhatsApp, the manager replies "ok" two days later, finance asks "who approved this?" at month end, and nobody can find the message. None of that is a software problem at first. It's a missing record. There is no single place that says what was requested, who approved it, when, and for how much. An approval workflow app is just that record, plus a few rules about who has
A 7B model is the honest ceiling for LoRA fine-tuning on a 16 GB consumer card, not because anything bigger throws an error, but because a 14B model silently spills into system memory and runs 50 times slower without ever reporting a failure. Key takeaways 7B is the real ceiling on an RTX 5070 Ti at LoRA rank 16, sequence length 512, batch size 1: 11,897.9 MiB peak, well inside the card's 16,303 MiB. 14B completed without a raised exception in both tested conditions, but peak VRAM read 22,189.8
Agencies get asked "is our site accessible?" all the time. Most answers are either vague ("we follow WCAG") or a five-figure manual audit. I built something in between: A11yKeeper — paste a URL, it runs axe-core across that page plus up to 9 linked pages (~1 min), groups issues by severity, and gives a plain-English fix for each. It says clearly that a clean scan ≠ accessible. Deque's 2021 data puts automated detection at ~57% of issues by volume; every report ends with what a human still has to
A kill-gate is a threshold written down before an experiment runs: if the result crosses it, the idea dies. The writing down happens first, because after the numbers arrive, every threshold becomes negotiable. Last week two of my gates fired and one refused to answer, which taught me more than a success would have. Key takeaways A kill-gate names, in advance, the number at which I abandon my own hypothesis; the plan file is frozen before the first run and never rewritten afterwards. Gates exist
If you write code for a living, you have probably felt two things at once about AI coding assistants. They can save real time. And they can waste real time when you pick the wrong one or trust it too far. The trick is not finding the tool with the longest feature list. It is finding the one that fits the way you actually work, in your editor, with your stack, under your team's rules. This guide covers what these tools do well, where they fall short, and a simple way to choose without spending a
I had Semrush data in one tab and a content brief taking shape in Codex. To see whether I could stop moving reports by hand, I tested an existing BrowserAct Semrush Bot as an MCP tool. It requested a US Keyword Overview for “OpenAI Codex” and returned one keyword record plus five search-result links. The useful change was getting a defined research task—and its evidence—into the place where I was deciding what to write. What interested me was using the research where the decision was happening.
CVE-2026-116686: Server-Side Request Forgery and Synchronous Denial of Service in Model Context Protocol Python SDK Vulnerability ID: CVE-2026-116686 CVSS Score: 6.5 Published: 2026-10-27 CVE-2026-116686 is a Server-Side Request Forgery (SSRF) and Denial of Service (DoS) vulnerability in the official Model Context Protocol (MCP) Python SDK (mcp package on PyPI). When an MCP client validates structured tool execution results against a server-provided outputSchema, the SDK invokes the Python jsons
A push notification to your phone is the simplest way to know what an Expert Advisor is doing while you are away from the terminal. MQL5 has one function for it, SendNotification(), and most EAs call it directly wherever something interesting happens. That works until the day something goes wrong. A disconnect, a loop of rejected orders or a burst of partial fills makes the EA call SendNotification() many times in a few seconds. The terminal has strict limits on this function, and if they are br
This is a submission for the MLH x DEV Writing Challenge I built Cashcast, a receivables tool for freelancers, small agencies and bookkeepers. You give it your invoice history as a CSV, and for every unpaid invoice it estimates the chance of late payment, a likely payment date with an 80% range, and the cash you can expect each week for the next eight weeks. The model runs on your own laptop, so a client list never has to leave it. I built it during Global Hack Week: Hacktoberfest, starting on O
Executive Problem Statement Industrial automation teams and robotics companies are burning thousands of dollars monthly hosting high-VRAM GPU cloud nodes just to visualize and infer physical environments in real time. Radiance fields and standard 2D Gaussian Splatting (2DGS) promised photorealistic digital twins, but in production, they hit a brutal wall: extreme memory overhead, alpha-blending rasterization bottlenecks, and severe overdraw. When autonomous mobile robots (AMRs) or edge telemetry
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine. Newspaper scans can hold valuable information, but getting that information into usable text isn't always straightforward. OCR can misread characters, distort words, and turn a perfectly readable page into a messy block of text. For Week 4, I built Late Edition, a Python prototype that explores how language models can help correct OCR text while keeping potentially risky changes in check. The idea w
Why another AI video site? Short-form trends move faster than full product roadmaps. One week everyone is filming a party walk with a bread bite and a blank stare (BbY WOW / Dime Dime Baby). The next week it is pet duets, street freestyle, or a green-booth cypher. As a maker, I did not want a new domain and a new checkout for every meme. I wanted one boutique hub where each trend is a preset effect template: clear photo rules, a recorded sample with sound, and a short path from upload → pay → do
No detector I have tested catches everything a masking layer needs. Two registered experiments measured the same frozen data with two different systems, and each missed a different category by a wide margin. The numbers, not an impression, say which one and by how much. Key takeaways A small open PII model (GLiNER2-PII) misses most surnames, recall 0.291, while reaching near-perfect email and phone detection, 1.000 and 0.995, on the same frozen sample. An ensemble of standard open components, pa
From Single Incident to Standing Inventory: Continuous External Monitoring of SaaS Vendor Edges Incident response ends, and the questions that came up during it get filed away. For the organisations affected by the ConnectWise Cloud Backup suspension, the questions were predictable: which of our tools depend on that vendor, which of our tenants hold its application consent, and what would we watch if this happened again. The third question is the one that produces lasting value. This article des
A small network lost 12.3 percentage points of accuracy on a task it had already mastered, simply by learning a second one. That is real forgetting, and it still missed the registered threshold for what I called severe. A protection method invented in 2017 recovered 98% of the loss without slowing the new task down. Key takeaways Plain sequential fine-tuning dropped Task A accuracy from 97.88% to 85.55%, a 12.3 point loss, below the 20-point bar I registered for "severe" forgetting. Elastic Weig
I spent a weekend trying to turn the Hyperion Water Reclamation Plant into something a computer could reason about. The first attempt was a mesh. The second was a diagram. The third, which finally worked, was a graph. The difference matters when you want the plant to answer a question, not just pose for a picture. I started with GenAnywhere, selecting the site, the shoreline, and a piece of the access road. The generated model came back quickly: circular tanks in rows, rectangular basins, buildi