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 DeepSeek just gave the open-source world another peek inside its workshop. On October 31, its Harness team open-sourced dsh-superagent-prototype — a research prototype for a new kind of coding agent — under the MIT license. The twist that has developers talking: much of the prototype itself was built by coding agents, in the team's daily development work. It crossed 2,100 GitHub stars on release day. What makes it a 'Super-agent'? M ost coding agents today work one session at a time. You open a chat, give it a task, wait. Juggle three tasks and you're switching sessions yourself — and, as DeepSeek's team notes, most people can only follow about 3 to 5 active sessions at once before things get messy. The Super-agent design moves session management into the system. A two-layer Router-and-Worker setup sits at the core: the Router talks to humans, keeps the global context and dispatches work, while Workers run concurrently in isolated sessions and report results back i...

 A mechanic's day is two jobs at once: fixing cars, and running a business. The phone rings while you are under a car, estimates sit unwritten, and customers call to ask if their car is ready yet. AI cannot turn a wrench, but it can quietly take over the second job — the scheduling, the paperwork, and the phone calls. Here are the tools actually worth a shop owner's time in 2026, with honest pricing. Run the Whole Shop From One System The biggest time-saver is a proper shop management system. Tekmetric starts at $199 a month ($179 a month billed annually) with unlimited users and unlimited repair orders on every plan, and it covers scheduling, digital inspections, estimates, and invoicing in one place. Shopmonkey starts at $239 a month ($215 a month billed annually) for three users, with $20 a month for each extra user, and adds two-way texting and integrated payments. AutoLeap starts from around $179 a month billed annually. The honest catch: add-ons for marketing, extra locat...

  OpenAI has quietly given its most powerful model a second job. On October 30, 2026, the company released GPT-6 Rosalind, a frontier reasoning model built for biology, drug discovery, and translational medicine. The twist is what it is — and what it is not. Rosalind is not a brand-new model trained from scratch. According to OpenAI's system card addendum, it uses the exact same weights as GPT-6 Astra, the company's general flagship, with no additional training data or post-training. What changes is the deployment around those weights: who is allowed in, and what the model is allowed to say no to. What GPT-6 Rosalind actually does Rosalind is the third generation of OpenAI's life-sciences line, which began in April 2026. It is designed for the early, grinding stages of research: synthesising evidence from papers, generating hypotheses, planning experiments, and interpreting sequence, protein, and genomics data. Approved users reach it not in the ordinary ChatGPT chat tab, b...

If you run a podcast in 2026, you have probably heard both of these names — and they solve different problems. Riverside is built to record remote guests in studio quality. Descript is built to edit that recording by editing its transcript, like a document. If you are paying for only one, pick by which job eats most of your time: recording, or editing. What Each One Actually Does Riverside is a browser-based recording studio. Each guest records locally on their own device in up to 4K video and high-quality audio, so a shaky connection does not ruin the final file. It adds AI transcription, a text editor, Magic Clips for social videos, and show notes. Descript starts where Riverside leaves off: it transcribes your audio or video, and you cut words, filler sounds, and whole sections simply by deleting text. It also cleans up audio with Studio Sound, removes filler words automatically, and can clone your voice with Overdub for small fixes — no re-recording needed. Recording Quality: Where...

  After more than two years of waiting, Apple Intelligence is finally coming to China — and it is arriving with a local partner at its core. Apple announced on Saturday, October 31, 2026, that its AI features will roll out to Chinese iPhone users in December with iOS 27.3, powered by Alibaba's Qwen models. Developer testing starts November 4 in the latest iOS developer beta. For the world's largest smartphone market, this is the moment Apple's AI story finally goes truly global. What is launching The first batch includes around 18 Apple Intelligence features: Writing Tools for summarizing, proofreading and rewriting text, live translation for calls and messages, Visual Intelligence through camera control, photo Clean Up, and notification and email summaries. Users will reach Qwen through Siri , Writing Tools and Visual Intelligence — asking about photos, PDFs and presentations, or using a Compose feature that lets Qwen write original content from scratch. Users will be ask...

 Getting older should not mean getting left behind by technology. The best AI tools for seniors in 2026 do one thing really well: they remove the fiddly parts. No tiny buttons, no complicated menus, no passwords to remember. You just talk, tap one big icon, or point your phone camera at something. Here are seven tools worth knowing, from completely free apps to one purpose-built companion, with honest prices and honest limits. 1. Amazon Alexa (Echo Show) — Just Talk to It Alexa is still the easiest starting point. Say "Alexa, call my daughter" or "Alexa, remind me to take my tablet at 8 AM" and it happens, no screen-tapping needed. The Echo Show adds a screen, so video calls with family feel natural and reminders are easy to read. An Echo Dot costs roughly $40-50, while the Echo Show 8 runs around $149. There is no monthly fee for reminders, calls and smart home  control, though an optional emergency-response add-on costs about $5.99 a month. The catch: you need Wi-...

  For years, publishers have had to play whack-a-mole with AI crawlers — a different block for every bot, every company, every model. On Friday, October 30, 2026, four of the biggest AI companies said they will finally fix that part: OpenAI, Google, Microsoft and Anthropic pledged a single, standardized way for websites to say "do not scrape this to train AI." One instruction, recognized by all of them. It is the closest the AI industry has come to a shared opt-out — and it comes after years of lawsuits, protests and publishers watching their work feed models for free. What the pledge actually promises Today, a publisher that wants out of AI training has to implement multiple blocking commands, one per crawler. The new plan replaces that mess with one standardized instruction that any adopting AI company honors. Enter it once, and OpenAI, Google, Microsoft and Anthropic should all respect it for future training. Meta has also voiced support for the effort through spokesperson...

  Landscaping happens outside, but most lost hours happen at a desk — or in the truck between jobs. Chasing quotes, remeasuring lawns, missing calls while you're on a mower, and designing by hand all eat into the day. These AI tools fix the boring parts, so more of your week goes to actual paying work. Run the whole business from your phone Jobber is the all-in-one starting point for solo landscapers and small crews. It handles quoting, scheduling,  invoicing, and payments in one app, with route optimization on Connect and up. AI features are included on all plans, with an AI receptionist as an add-on for missed calls. Core starts at $29 a month when billed annually, with a 14-day free trial and no credit card required. The catch: pricing is per user, so costs climb as your crew grows — check the total for your team size before you commit. Show clients the finished yard before you dig Like real estate agents , landscapers sell a visual result — clients must picture it before t...

  Most  AI design tools want to start over. You type a prompt, they hand you a brand-new poster — and if one headline is wrong, you either live with it or start over again. Canva just launched something that works the other way around. Brush, announced on October 29, 2026, is a vision-language model built to edit the design you already have. Tell it what to change in plain words, and it changes exactly that — leaving everything else alone. What Brush actually does Brush sees your design the way you do: the layout, the layers, the fonts, the colors, the overall vibe. Open an existing design in Canva AI, pick Brush from the model menu, and describe the change — fix one line of copy, swap a color, restyle a whole slide deck. Under the hood it works like an agent: it inspects the document, writes and runs code to make the targeted change, then visually checks the result, while untouched layers stay intact. The key difference from a regular image generator is that the output stays ...

  Building a website in 2026 no longer means hiring a developer or learning to code. Both Wix and Framer now promise an AI-built site in minutes — but they are built for very different people. One is an all-rounder that runs your whole business online. The other is a design tool that makes your site look like a studio made it. Here is how they actually compare. The Quick Verdict If you want the easiest path to a finished website that can also sell, take bookings and send marketing emails, Wix wins. If you care most about how your site looks and you enjoy tweaking design details, Framer wins. Price alone will not decide this one — what you need the site to do will. We compared both against our wider roundup of AI website builders , and the same split showed up there too. Wix: Everything Under One Roof Wix starts with a conversation. Its AI setup (Wix Harmony, with an agent called Aria) asks about your business and builds a starting site for you, which you then refine in a drag-and-d...

 Pika announced H3 Flex on October 29, 2026 — not a brand-new video model from scratch, but a post-trained version of MiniMax H3 built for professional iteration. Most AI video tools are built around one perfect first try. Pika's bet is different: creators iterate, compare versions, and tweak — so the model should be fast enough to make that loop painless. What H3 Flex actually does H3 Flex generates video with synchronized stereo audio. It can make a 15-second clip at 768p in as little as seven seconds of transformer computation — Pika is careful to note that is compute time, not total end-to-end API latency. It works with up to 12 reference inputs (images, video, audio), supports text-to-video, first- and last-frame generation, and multimodal reference-to-video. Draft at 480p or 768p, then upscale a favorite to 1080p 1080p 2K, or 4K. The 50-steps-to-6 trick The headline engineering move is distillation: Pika compressed MiniMax H3's 50-step sampling process down to six step...

  A good travel agent was never just a booking button. Clients pay for judgment: which hotel is actually quiet, which connection is too tight, what a family with toddlers really needs. AI cannot replace that judgment, but in 2026 it can take over the drafting, chasing and formatting that eat an agent's week. The trick is matching the right tool to each job. Build itineraries clients actually read Travefy is the workhorse here. Its itinerary builder turns a messy pile of flights, hotels and activities into a clean, day-by-day trip document with a client-facing app, and its Core plan starts at around $39 a month billed annually. That polished proposal is often what wins the booking over a rival's plain email. For the first draft, though, don't pay at all: free tiers of ChatGPT, Claude or Gemini will sketch a day-by-day plan from a short brief in seconds. Treat that draft as a starting point only, then check every price, opening hour and transfer time against the real supplier...

  On October 29, 2026, Canadian Prime Minister Mark Carney stood in Montreal and announced something no G7 government has quite done before: Canada will invest up to C$1.6 billion (about US$1.1 billion) to buy an equity stake in Cohere, the Toronto company that builds AI systems for businesses and governments. Not a subsidy. Not a research grant. Shares. Not a grant — an ownership stake The money will arrive in stages through the Canada Development Investment Corporation, the Crown corporation that manages government holdings, and comes with regular public reporting on Cohere's progress. It sits alongside private investors including NVIDIA, Bell and Germany's Schwarz Group, as part of a Series E round targeting up to C$7 billion at a valuation of roughly C$35.7 billion — which would make it the largest private financing ever by a Canadian tech company. Two honest caveats: Cohere has announced only an initial close, so the full C$7 billion is a target, not money already raised; ...

  Most Etsy sales start with a search, not a scroll. A buyer types "personalized necklace" or "boho wall art," and Etsy shows a handful of listings. If yours is not in that handful, it does not matter how beautiful your product is. The tools below help you find what buyers search for, fix listings that are not being found, and write copy that turns clicks into sales. Prices are from the vendors' pricing pages, checked October 2026 — confirm before you pay. Start with research: what should you sell? eRank is the best starting point for most sellers, and the cheapest paid option here. The free plan gives 5 keyword lookups and 5 listing audits a day — enough to test it. Basic costs $5.99 a month for 100 lookups a day, plus competitor tracking and an AI Listing Helper. Everything is metered, even on the top $29.99 Expert plan. EverBee answers a different question: what should you make next? Its free Hobby plan and Chrome extension show estimated sales for listings y...

  A WIRED investigation published October 29, 2026, reports that a contractor working for Accenture connected a personal Claude Code account — Anthropic's AI coding agent — to a production environment on the Pentagon's unclassified network, and that the agent kept running there for about two months. The story is a warning about a new kind of security risk: not a hacker breaking in, but an AI agent handed the keys and left to work unsupervised. What WIRED reported The system ran on NIPRNet, the Defense Department network for unclassified information, and held controlled unclassified information (CUI) — material that is not classified but cannot be released publicly without review. According to WIRED's sources, the system was a central coding environment used by several intelligence agencies. To automate coding and cloud-server setup, the contractor reportedly gave the agent their own login credentials. That, the report says, gave it administrative access and let it bypass t...

  If your workday lives in documents, email, and spreadsheets, you don't need a chatbot that writes poems. You need an AI that works inside the apps you already open every morning. That leaves most people choosing between two names: Microsoft Copilot and Google Gemini. Both can draft emails, summarize meetings, and build slides. But they are not the same tool — and the right pick mostly depends on which office suite you already pay for. What Each One Actually Does Microsoft Copilot lives inside Word, Excel, PowerPoint, Outlook, and Teams. It can draft a document from a prompt, turn a meeting transcript into action points, and pull answers from your own emails and files. Google Gemini does the same job inside Gmail, Docs, Sheets, Slides, Drive, and Meet — summarizing long email threads, helping you write in Docs, and organizing information from Drive. In short: Copilot is the AI for the Microsoft world, Gemini is the AI for the Google world. Switching suites just for the AI is rare...

  GitHub just took the hardest decision in AI coding off your plate:  which model to use. At its Universe conference in San Francisco on October 28, the company made Copilot Fusion generally available — a system that picks and combines AI models for each coding task, so developers only choose how much effort a job deserves. If you have ever stared at a model picker wondering whether to burn credits on the flagship model or risk the cheap one, Fusion is built for you. What Copilot Fusion actually is Fusion is not a new AI model. It is a routing and orchestration layer that sits inside Copilot's model picker. Pick Fusion, and instead of one model, you get a system: it looks at what a task needs — reasoning, code generation, debugging, tool use — then decides which models should handle it and how they should work together. It combines two things GitHub already built: Copilot's automatic model selection and Project HydraFusion, a multi-model orchestration experiment that ran as a ...