Author: Awais
Why testing agents is so hard AI agent is performing as expected is not easy. Even small tweaks to components like your prompt versions, agent orchestration, and models can have large and unexpected impacts. Some of the top challenges include: Non-deterministic outputs The underlying issue at hand is that agents are non-deterministic. The same input goes in, two different outputs can come out. How do you test for an expected outcome when you don’t know what the expected outcome will be? Simply put, testing for strictly defined outputs doesn’t work. Unstructured outputs The second, and less discussed, challenge of testing…
The Download Algorithms learn your habits, but narrow what you see. Give a thumbs up/down to teach Prime Video your interests.The Made for You, Related, and Customers also watched sections can lead you into new corners of the catalog.Categories and Filters uncover more than the home page shows. JustWatch makes deep searches even easier. This article explains why you struggle to find new things to watch on Prime Video and shows you how to sort through the clutter to uncover titles you’ll actually enjoy. Why It’s So Hard to Find Something New to Watch Streaming services have to find a…
Garage door opener manufacturer The Chamberlain Group has launched a new version of the communication platform that powers its connected garage door openers — and it’s bad news for smart home users.The new Security+ 3.0 platform, launching alongside Chamberlain’s latest openers, shuts down the workarounds that third-party accessory makers such as Tailwind, Meross, and Ratgdo developed to let you integrate your garage door with Apple Home, Home Assistant, Amazon Alexa, Google Home, and others.Instead, you’re pushed into Chamberlain’s ad-stuffed MyQ app and a short list of partners and integrations, nearly all of which require paid subscriptions and none of which…
Sunderland look to take points off more of the big boys after holding Liverpool to a draw midweek as they now travel to Manchester to face Pep Guardiola’s Manchester City side in the Premier League.You can watch all the action this Saturday from anywhere in the world using NortonVPN. Man City vs Sunderland live stream date, time and channelsThe Man City vs Sunderland stream will take place on Saturday (6 December 2025).● Kick-Off: 3 p.m. GMT / 10 a.m. ET / 7 a.m. PT / 2 a.m. AEST ● U.S. — Peacock ● CAN — Fubo ● Watch live from…
As a cooking editor, I get to try the hundreds of recipes that pass through our test kitchen (lucky me!). Of course, I have my favorites—I’m looking at you Chicken and Cabbage Stir-Fry and Double Tomato Focaccia—but it’s always fascinating to see what translates and catches the attention of you readers.This year’s best recipes consist of silky pastas, with seasonal finds like this garlicky rigatoni with burst Sun Gold Tomatoes; monstrous salads chock-full of crisp purple cabbage, creamy avocado, juicy mango, and pan-fried rice; and a great deal of comforting bakes.But coveted spot number one? That went to this protein-rich…
This story originally appeared on Bulletin of the Atomic Scientists and is part of the Climate Desk collaboration.During the summer of 2025, Iran experienced an exceptional heat wave, with daytime temperatures across several regions, including Tehran, approaching 50 degrees Celsius (122 degrees Fahrenheit) and forcing the temporary closure of public offices and banks. During this period, major reservoirs supplying the Tehran region reached record-low levels, and water supply systems came under acute strain. By early November, the reservoir behind Amir Kabir Dam, a main source of drinking water for Tehran, had dropped to about 8 percent of its capacity. The…
When to watch the 2025 Abu Dhabi Grand Prix?Sunday, Dec. 7, at 8 a.m. ET (5 a.m. PT).Where to watchThe 2025 Abu Dhabi Grand Prix will air on ESPN. See at Fubo Carries ESPN and ABC for $92 per month Fubo See at Sky Streaming the Abu Dhabi Grand Prix in the UK Sky Sports and Now TV Show more (1 item) It all comes down to this for Lando Norris, Max Verstappen and Oscar Piastri as the trio head into the Abu Dhabi Grand Prix, with each driver in with a chance of claiming the championship. Norris comes into…
Why It Works Using a high-protein all-purpose flour (11 to 12%) provides the strength and elasticity needed for croissants to expand to their full potential.European-style butter, with a butterfat percentage of 82% or higher, yields more distinct layers in the final croissants and a rich, buttery flavor. Resting and chilling the dough throughout the lamination process helps it stay cold and firm while also providing ample time for the gluten to relax.Proper proofing allows the dough to expand fully, resulting in light, airy pastries. Several years ago, I worked at a French-style bakery in Seattle. There, I was part of a…
Yoodli, an AI-powered communication training startup, has reached a valuation of more than $300 million — more than triple its level six months ago — as it builds technology meant to assist people rather than replace them with machines. The valuation increase follows Yoodli’s $40 million Series B round, led by WestBridge Capital with participation from Neotribe and Madrona. It comes after a $13.7 million Series A round announced in May, bringing the startup’s total funding to nearly $60 million. As AI tools spread into workplaces and fuel fears of automation, Yoodli positions itself differently. The four-year-old, Seattle-based startup uses…
The power of automations is what draws many of us to Home Assistant in the first place, but there’s no denying that the process can feel a little drawn-out. Good news! A new experimental Home Assistant feature aims to make it easier to create automations, and you can try it out right now with the flick of a switch. What are purpose-specific triggers and conditions? This new functionality, known as purpose-specific triggers and automations, aims to simplify the process of creating automations by making it easier to target specific events as triggers and conditions. This means you can now use…