Author: Awais
As an Engineering Manager at Buffer, I write a lot — Slack messages, proposals, code, documentation, and feedback. And as AI tools became part of my workflow, I found myself writing even more.I’ve always been slow at typing, and I think better by talking than by writing. It never felt like a big limitation before, but with AI tools, I started feeling it more and more. I’d keep prompts short even when I knew I should add more detail, because typing it all out felt tedious.Then I tried ChatGPT’s voice feature and something clicked. I could include all the context…
In this article, you will learn how a transformer converts input tokens into context-aware representations and, ultimately, next-token probabilities. Topics we will cover include: How tokenization, embeddings, and positional information prepare inputs What multi-headed attention and feed-forward networks contribute inside each layer How the final projection and softmax produce next-token probabilities Let’s get our journey underway. The Journey of a Token: What Really Happens Inside a Transformer (click to enlarge)Image by Editor The Journey Begins Large language models (LLMs) are based on the transformer architecture, a complex deep neural network whose input is a sequence of token embeddings. After a…
Ready to add some smart kitchen tech to your space? How about a smart app-connected smart oven? We recently tested and are massively impressed with the Chef IQ MiniOven, currently on sale for 37 percent off for Black Friday. For a $379 buy-in, you gain a toaster oven, air fryer, and a lot more: Eleven different cooking presetsSix coordinating accessories, including an egg trayTemperature range from 70 to 500 degreesRoasts up to 30 percent faster than a traditional ovenThe 32-quart capacity makes it big enough to prep meals for the whole familyCheck cooking status anywhere from the Chef IQ app…
It’s Too Early for the lame turkey and family jokes that always start Black Friday deals posts so I’ll just cut to the chase. Sony’s top of the line mirrorless camera, the A7RV, is on sale at the lowest price we’ve ever seen. If you’ve been thinking of updating, now is the time to buy.The A7RV isn’t our top pick mirrorless camera, but that’s mainly because at full price it’s expensive relative to the rest of the market. At this price though it’s a steal, and while there is no truly best camera for everyone, the A7RV is unquestionably the…
It’s been a big 12 months for Norton VPN. The cybersecurity giant has made massive improvements to its VPN offering, meaning that we were able to praise its “fast speeds, simple apps, and impressive unblocking” when we tested and reviewed it again in August.And it’s finishing off the year with a bang by dropping one of the most impressive Black Friday VPN deals we’ve seen in November so far.It takes the cost of its entry-level Standard plan down to an effective $2.08/£2.08 per month, with huge discounts on its more advanced Plus and Ultimate plans, too.You can see a breakdown…
How do we love Hawaiian rolls? Let us count the ways. That signature 12-pack from King’s Hawaiian is the MVP of the grocery store bakery. For less than $5, these sweet little buns are the perfect, budget-friendly canvas for game day sliders, potluck dishes, and infinite desserts. We’ve turned a pack of King’s Hawaiian rolls into all kinds of treats, from French toast and cinnamon rolls to Boston cream pie and even apple cider doughnuts. And these rolls come in clutch for the busy holiday season, as you can easily use them to make cheesy party appetizers, make-ahead breakfast bakes,…
SE Ranking analyzed 129,000 unique domains across 216,524 pages in 20 niches to identify which factors correlate with ChatGPT citations. The number of referring domains ranked as the single strongest predictor of citation likelihood. What The Data Says Backlinks And Trust Signals Link diversity showed the clearest correlation with citations. Sites with up to 2,500 referring domains averaged 1.6 to 1.8 citations. Those with over 350,000 referring domains averaged 8.4 citations. The researchers identified a threshold effect at 32,000 referring domains. At that point, citations nearly doubled from 2.9 to 5.6. Domain Trust scores followed a similar pattern. Sites with…
ChatGPT, OpenAI’s text-generating AI chatbot, has taken the world by storm since its launch in November 2022. What started as a tool to supercharge productivity through writing essays and code with short text prompts has evolved into a behemoth with 300 million weekly active users. 2024 was a big year for OpenAI, from its partnership with Apple for its generative AI offering, Apple Intelligence, the release of GPT-4o with voice capabilities, and the highly-anticipated launch of its text-to-video model Sora. OpenAI also faced its share of internal drama, including the notable exits of high-level execs like co-founder and longtime chief…
As an avid Apple Watch user for over a decade, I’m excited that Black Friday Apple Watch deals are making it more accessible than ever to upgrade your current smartwatch or buy an Apple Watch for the first time.I’ve tracked Apple Watch Black Friday deals for the last few years, so I can separate good deals from great ones. Right now, the Apple Watch Series 11, Apple Watch Ultra 3 and Apple Watch SE 3 are all seeing their first major discounts since launching in September.My favorite deal is the Apple Watch SE 3 on sale for $199 at Amazon.…
With just four ingredients, this honey-glazed carrot recipe is quick and unfussy.The entire dish cooks in one pan on the stovetop for easy preparation and cleanup.You get roasted-style caramelized edges without needing to turn on the oven. If you’re like me, you always have a bag of carrots rumbling around your vegetable drawer. (Isn’t it magical that they never seem to go bad?) When the rest of my fridge is bare and I don’t have any other veg to turn into a side dish, I reach for the bag and make these four-ingredient honey-glazed carrots. What I love most about…