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M-Developed Track Day Package Coming For BMW M2 Next Year

With the new stripped-back 523bhp M2 CS stealing all the headlines, it can be easy to forget that the regular BMW M2 is a fairly serious bit of kit in its own right, despite being the smallest, cheapest full-fat M car you can buy. Looks like BMW wants to remind us all, though, because it’s teasing a “street legal track day package” for the M2 via its M Performance Parts accessories division. Mostly, these MPP bits tend to have only one effect, and that’s making the cars they’re put on look worse, but here, they look like they should bring some real performance gains. BMW M2 track day package – side Shown off on BMW M’s Instagram on this fairly heavily camouflaged M2, the most obvious addition is a rather large rear wing, complete with swanneck mounts. Racy. We have to assume it’s going to deliver a sizeable bump in downforce, and could come with some adjustability. Elsewhere, there’s a chunky new front splitter that has the possibly unintentional but happy side effect of making the M2 look a bit less like it’s lost some of its bottom teeth in a fight. There’s even a towing eye sticking out of the bumper, a must-have for track day junkies everywhere. BMW M2 track day package – rear Along the side, a new, presumably lighter design of wheel is wrapped in some Pirelli P Zero Trofeo RS rubber. If you’re not familiar with this particular member of the P Zero family, do a quick Google and prepare to be amazed at just how little tread you can get away with on a road tyre. Finally, while we can’t see much in the way of changes at the rear (besides the wing, obvs), there presumably are some, otherwise BMW wouldn’t have gone to the bother of wrapping it in eye-melting camo. BMW M2 track day package – side Everything else is guesswork. Whether the interior gets any tweaks, or any more power arrives, remains to be seen, although if the engine is breathed on, we can’t imagine it’ll be a massive leap – BMW won’t want this stepping on the M2 CS’s toes. We do, however, know when you’ll be able to stick all these bits on your own M2: Beemer says it expects the package to be available at some point next year, once a testing programme at the Nürburgring has concluded. Read More

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‘Our Team Lives And Breathes Motorsport’, Says Project Motor Racing COO

Project Motor Racing is one of the most intriguing titles to emerge in the racing genre in some time. In a world that’s increasingly dominated by either pick-up-and-play open-world arcade racers or esports-focused sims revolving around a select few racing categories, PMR – developed by nascent developer Straight4 Studios – is promising something genuinely different. There’s a hardcore sim focus, yes, but one with a greater breadth of cars and tracks than many of its competitors, an emphasis on approachability for those at all ends of the market and – something sorely lacking in plenty of modern sims – a properly fleshed-out career mode. To find out a bit more about how Straight4 has set out to achieve this, we chatted to the studio’s chief operating officer, Ryan Hoey, at the Goodwood Festival of Speed, where a work-in-progress version of PMR was playable for punters. Project Motor Racing By far the most attention-grabbing aspects of PMR so far are its car and track roster, even if what we’ve actually seen of both at this point is quite limited. In terms of cars, there’s the modern GT3 and prototype machinery you’d expect from any self-respecting sim these days, but also a real focus on turn-of-the-millennium sports car racing, an often underrepresented area in the genre. Among better-known cars of the era, like the Aston Martin DBR9 and original Audi R8 LMP car, deep cuts like the Lister Storm and Marcos LM600 can be found among the confirmed list so far. This was Straight4’s goal from day one, explains Hoey. “Our game designer, Austin Ogonoski, came with a list of cars that he thought were the pinnacle of motorsports, especially in the GT side. Our team are geeks – that’s the best way of putting it. They live and breathe motor racing and gaming, so they then put their two pence in, and we came up with a roster that goes from the 1970s right through to the pinnacle of motorsports today.” Everything we have seen so far, though, leans into sports car racing. There’s a huge breadth, from the entry-level Mazda MX-5 Cup car to Lamborghini’s top-flight SC63 Le Mans Hypercar, but so far, the game’s car list hasn’t deviated from that theme. That will change, though. Project Motor Racing PMR was first announced with the working title GTRevival, a nod to the GTR games that many of the team that now makes up Straight4 worked on in the noughties. “We changed that because it pigeonholed us into just GT cars,” says Hoey. “Project Motor Racing has a wider scope, so while we are GT-oriented at the minute, there’s room for expansion. There are long-term plans [for other disciplines].” Those long-term plans also encompass road cars, although don’t expect PMR to go full Gran Turismo 7 and start throwing in family crossovers. “There are some cars here at Goodwood that are technically road cars, but they’re road-legal track cars really. We want to see those cars in the game.” The track list has gone down a similar route to the car roster, with lesser-spotted venues in sim racing like Canada’s Mosport Park and South Africa’s Kyalami already confirmed for inclusion. Project Motor Racing It does raise a question about the better-known venues, though, the ones that everyone expects to see in a racing sim these days. Some pre-release footage has shown a track very clearly inspired by Silverstone, but with generic ‘Northampton’ branding. We’d been unsure if this was a temporary thing while licensing issues were cleared up, but Hoey confirms that a licensed Silverstone won’t feature in the final game. “Northampton will be in the game,” says Hoey. “We’ve tried with every track to license it. It wasn’t that we went out on our own and decided we weren’t going to license Silverstone; we tried, we entered into talks, but the talks didn’t come to fruition.” PMR will, of course, feature online play, and Hoey sees it eventually being used as an esports platform, but much of the early promo has focused heavily on the single-player career mode. This is something Straight4’s poured a huge amount of effort into, and should allow players the freedom to either dive into the top flights with a huge budget or grind their way up from the lower levels, all while dealing with the financial burden of real motorsport (albeit not literally, thankfully – PMR will be a one-time purchase deal backed up by a blend of free and paid DLC). Project Motor Racing “Austin, the game designer, and the team have put a lot of thought into [career mode]. Austin is an amateur racer himself, so he knows the ins and outs of the financial difficulties of having a race team,” explains Hoey. With PMR set to get a current-gen console release alongside PC availability, it should open itself up to a much broader audience. This, says Hoey, is something made ever more possible by rapid improvements in the console field: “In terms of performance, the hardware for consoles in the last few years has come on leaps and bounds, so the gap in that market between PC and console has really shortened.” This will be welcome news to those not prepared to pour hundreds of pounds into PC hardware and sim racing gear, as will the fact that Straight4 is actively working to ensure PMR is approachable to those playing on a controller. Project Motor Racing It all bodes well, then, although you’d be forgiven for thinking lots of it sounds a little familiar: the emphasis on lesser-seen cars and tracks, the in-depth career mode, the spread of platforms and approachability levels. Straight4, as you’re likely aware, was formed from the ashes of Slightly Mad Studios, developers of the Project Cars franchise. It was founded by former SMS CEO Ian Bell, and plenty of the team have come across to Straight4 with him. Hoey doesn’t shy away from the fact that the Project Cars franchise has influenced PMR (the first two games,

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Hyundai Ioniq 9 Now On Sale In The UK, Costs From £65k

‘Absolute unit’ is a term that, if you had any time on the internet from about 2017 to 2020, you’d probably see applied to something truly massive. It applies firmly to the Hyundai Ioniq 9, and now that chungus will soon be among us in the UK. Pricing has been confirmed, with the entry-level version of the Ioniq 9 costing from £64,995. Hyundai Ioniq 9, rear 3/4 That’ll grab you the rear-drive Long Range version of the SUV, with a single electric motor providing 215bhp and 259lb ft of torque. Given it’s a three-tonne lump of metal, its 9.4-second 0-62mph sprint doesn’t seem so bad. You can opt for a 308bhp all-wheel drive version for £73,495, dropping that to 6.7 seconds, or a 429bhp powertrain taking that to 5.2 seconds and starting at £77,595. Truthfully, you probably won’t care too much about those power figures compared with the kit you’re getting. As standard, the Ioniq 9 is a seven-seater and wears 19-inch alloy wheels, LED lights front and rear and gets an automatic tailgate. Hop inside, and you’ll find an instrument cluster and infotainment system made up of 12.3-inch displays, plus the delightful inclusion of heated and ventilated seats. Hyundai Ioniq 9, interior front Upgrading to an Ultimate will bring 20-inch alloys, body-coloured wheel arches and a panoramic sunroof. Also leather upholstery for the interior, ventilated middle seats, a 14-speaker Bose audio system and electric-folding seats for the rear row. Oh, and if you really want to treat your passengers, you can go all-out for a six-seater which brings swivel chairs to the middle row. That’s perhaps unsurprisingly the most expensive Ioniq 9 of the lot, priced from £78,595.  Hyundai Ioniq 9, middle seats All versions draw power from a 110kWh gross capacity battery pack, and support a max charge rate of 233kW. Your Hyundai dealer will take your order today, though no word yet on pricing. Or if we’ll eventually get an Ioniq 9 N to match the Kia EV9 GT. Read More

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Is AI Too Good at Tracking Stock Market Trends?

Disclosure: Our goal is to feature products and services that we think you’ll find interesting and useful. If you purchase them, Entrepreneur may get a small share of the revenue from the sale from our commerce partners. Managing business finances often means balancing long-term growth with day-to-day operations. For business owners who are looking to invest in the stock market without dedicating hours to research or hiring a financial advisor, platforms like Sterling Stock Picker offer a more structured approach to portfolio management, and it’s only $55.19 to get lifetime access (reg. $486). How does Sterling Stock Picker work? Sterling Stock Picker uses AI to make investing simpler, more accessible, and a lot less intimidating. Instead of spending hours trying to make sense of the stock market on your own, you can use AI tools to guide your decisions based on your financial goals, risk tolerance, and portfolio performance. It’s built for practical use, especially if you’re a business owner who is managing your investments on the side. You’re not navigating the market alone. Sterling’s AI helper Finley can answer questions written in plain English and give you clear, actionable answers about stock performance, investment strategies, and market trends. It’s not trying to replace a financial advisor, but it’s a reliable support system when you’re weighing options or trying to understand what’s happening in the market, the company says. Sterling gives you tailored stock recommendations, shows you which sectors are trending, and explains why a certain stock might be worth watching. Its “North Star” technology even tells you when to buy, hold, or sell based on real-time data. If you want to be more hands-on, tools like “Stock Rockets” highlight companies with strong growth potential, helping you spot new opportunities. The Done-For-You portfolio builder is also a practical touch. You input your preferences and Sterling helps build a diversified portfolio that aligns with your risk profile. You’ll get updates and suggestions as conditions change, but you’re always in control. For business owners who want to be more engaged in their personal or company investing without hiring someone full-time, Sterling Stock Picker offers a clear, AI-supported path forward. It works on both desktop and mobile, and right now, a lifetime subscription is available for a one-time cost. Use code SAVE20 to get a Sterling Stock Picker Lifetime Subscription on sale for $55.19. Sale ends soon. Sterling Stock Picker: Lifetime Subscription See Deal StackSocial prices subject to change Read More

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Astronomer’s CEO and HR Chief Were Placed on Leave After the Coldplay Kiss-Cam Scandal. Here’s How the Unicorn Tech Company Has Responded.

It was the Coldplay kiss cam moment that caused cringes around the world. The CEO of a unicorn tech company and his head of human resources were caught on camera in a not-so-work-appropriate moment that has since gone viral. Now the two executives, Astronomer CEO Andy Byron and Chief People Officer Kristin Cabot, are facing public (and workplace) backlash. What happened at the Coldplay concert? On Wednesday evening at Gillette Stadium near Boston, a popular segment of Coldplay’s show took an unexpected turn. The band’s camera crew singles out people in the crowd and puts them up on the jumbotron, and lead singer Chris Martin improvises a song. This time around, the camera landed on a snuggling couple who quickly tried to hide their faces. Martin quipped, “Either they’re having an affair or they’re just very shy.” A video of the moment quickly went viral, and as the video spread, it revealed that Martin might have been on to something. The man in the video was Byron, and the woman was the company’s human resources chief, Cabot. The problem? Byron is married to someone else. What is Astronomer? Astronomer is a private data infrastructure startup that reached “unicorn” status in 2022 with a $1 billion or more evaluation. According to the company’s LinkedIn page, “Astronomer empowers data teams to bring mission-critical analytics, AI, and software to life.” On Friday evening, Astronomer posted on X that Byron has been placed on leave. Cofounder and Chief Product Officer Pete DeJoy is currently serving as interim CEO given Andy Byron has been placed on leave. We will share more details as appropriate in the coming days. pic.twitter.com/VfgWPnfycl — Astronomer (@astronomerio) July 19, 2025 Axios reports that Cabot was also placed on leave while the company investigates the matter. Previously, an Astronomer spokesperson told Newsweek and the New York Post that a supposed apology from Byron, which had been circulating online, was fake. The fake apology from Byron was posted on X, with the imposter writing that they wanted to apologize to his wife, family, and colleagues, and noted, “I am a Coldplay fan. And not just of the first two albums. I also like the recent stuff.” Another fake post, attributed to Coldplay, read: “Starting with our next show, we’re introducing camera-free audience sections for people and their sidepieces.” Related: IBM Replaced Hundreds of HR Workers With AI, According to Its CEO How does a CEO scandal like this affect the workplace? The incident creates potential legal troubles and a crisis of leadership for the company, David Rice, HR expert at People Managing People, told Entrepreneur via email. “The big issue is the example that it sets. Obviously, a CEO should know better. But the fact that it’s with the chief people officer is even worse,” Rice wrote. “She should definitely know better, and that is going to lead to a complete mistrust in HR, no matter what happens next.” “Both are on the hook here, and no online apology is going to make this go away,” says Rice, pointing out why companies need to have very clear HR policies about inter-office relationships and the consequences of not adhering to them. Read More

Astronomer’s CEO and HR Chief Were Placed on Leave After the Coldplay Kiss-Cam Scandal. Here’s How the Unicorn Tech Company Has Responded. Read More »

Why Top Brands Use Push Notifications to Boost Engagement

Disclosure: Our goal is to feature products and services that we think you’ll find interesting and useful. If you purchase them, Entrepreneur may get a small share of the revenue from the sale from our commerce partners. Businesses that use mobile push notifications see up to an 88% boost in app engagement, while 65% of users come back within 30 days when push is enabled, according to data from conversion rate optimization firm Invesp. That kind of retention is every entrepreneur’s dream—and Feedify makes it easy to tap into. Feedify puts a full suite of engagement tools into one sleek, cloud-based platform. For a limited time, you can get a lifetime subscription to a Feedify Push Notification Tool Rising Star plan on sale for $59.99 (reg. $450), featuring a robust toolkit covering two domains, mobile optimization, campaign auto‑responders, analytics, and more. Want to send personalized web and mobile push messages based on visitor behavior? Check. Need exit‑intent popups or targeted newsletter campaigns? Also check. From welcome notes to abandoned-cart nudges and post‑purchase surveys, you can do it all with unlimited subscribers, unlimited notifications, and real‑time analytics. Just imagine firing off a tailored push message seconds after someone leaves your page—or asking for feedback right after a sale—and seeing the spark of customer connection that follows. Trusted by over 10,000 businesses, Feedify makes targeting easy: segment users by behavior, launch surveys, collect after‑sale insights, monetize as a publisher—you name it. And every campaign comes with instant real‑time feedback so you can pivot faster than your competition. This lifetime offer is built for ambitious professionals and small‑business owners aiming to streamline marketing without juggling multiple tools. Grab lifetime access to Feedify’s Rising Star plan for 86% off at $59.99 for a limited time. Feedify Push Notification Tool: Lifetime Subscription See Deal StackSocial prices subject to change. Businesses that use mobile push notifications see up to an 88% boost in app engagement, while 65% of users come back within 30 days when push is enabled, according to data from conversion rate optimization firm Invesp. That kind of retention is every entrepreneur’s dream—and Feedify makes it easy to tap into. Feedify puts a full suite of engagement tools into one sleek, cloud-based platform. For a limited time, you can get a lifetime subscription to a Feedify Push Notification Tool Rising Star plan on sale for $59.99 (reg. $450), featuring a robust toolkit covering two domains, mobile optimization, campaign auto‑responders, analytics, and more. Want to send personalized web and mobile push messages based on visitor behavior? Check. Need exit‑intent popups or targeted newsletter campaigns? Also check. From welcome notes to abandoned-cart nudges and post‑purchase surveys, you can do it all with unlimited subscribers, unlimited notifications, and real‑time analytics. Just imagine firing off a tailored push message seconds after someone leaves your page—or asking for feedback right after a sale—and seeing the spark of customer connection that follows. The rest of this article is locked. Join Entrepreneur+ today for access. Read More

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5 AI Tools Doing Overtime So You Can Run a Profitable Solo Business (Without Losing Your Mind)

Opinions expressed by Entrepreneur contributors are their own. Most solo entrepreneurs are stuck doing everything themselves — chasing leads, managing content and drowning in admin. But the ones scaling to six and seven figures? They’re using AI to build a business that works without them. In this video, you’ll discover five AI tools that helped me turn my one-person operation into a self-sustaining business engine: The Automation Engine: Connect your systems and cut your task list in half — without writing a single line of code. The Research Companion: Replace browser tab chaos with an AI assistant that remembers, summarizes and handles your day-to-day decisions. The Strategic Advisor: Get instant clarity on what’s working, what’s not and where to focus — with your own AI-powered business consultant. The Memory Machine: Capture every meeting, extract insights and auto-follow-up — so you never drop the ball again. The Product Builder: Turn your ideas into real software or digital tools — without hiring a developer or writing a spec. These aren’t shortcuts — they’re leverage. And when used together, they’ll help you reclaim your time, scale faster and stay focused on what actually grows your business. If you’re ready to stop reacting and start scaling, this is the video to watch. The AI Success Kit is available to download for free, along with a chapter from my new book, The Wolf is at The Door. Most solo entrepreneurs are stuck doing everything themselves — chasing leads, managing content and drowning in admin. But the ones scaling to six and seven figures? They’re using AI to build a business that works without them. In this video, you’ll discover five AI tools that helped me turn my one-person operation into a self-sustaining business engine: The Automation Engine: Connect your systems and cut your task list in half — without writing a single line of code. The Research Companion: Replace browser tab chaos with an AI assistant that remembers, summarizes and handles your day-to-day decisions. The Strategic Advisor: Get instant clarity on what’s working, what’s not and where to focus — with your own AI-powered business consultant. The Memory Machine: Capture every meeting, extract insights and auto-follow-up — so you never drop the ball again. The Product Builder: Turn your ideas into real software or digital tools — without hiring a developer or writing a spec. The rest of this article is locked. Join Entrepreneur+ today for access. Read More

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Guy Fieri Teaches His Team This Customer Service Secret — And It Can Unlock Unexpected Success For Your Business Too

On every episode of How Success Happens, I get to talk to awesome people and find out how they do what they do. This week, I sat down with the living embodiment of the word “awesome”: Guy Fieri. I flew to Las Vegas to meet up with the Mayor of Flavortown himself at Customer Contact Week, a massive gathering of business and tech leaders showcasing the latest solutions, tools, and strategies for seamless customer operations across a variety of industries. Related: Martha Stewart Shares the Tree She Most Identifies With and How It Shapes Her Business Mindset We sat down with a bottle of his Santo Tequila and a container of tenders from his Las Vegas Chicken Guy! outpost and chatted about how the restaurateur, entrepreneur, TV star, and philanthropist got to where he is today. And importantly, how he is using his unique position to support restaurant industry workers, as well as first responders, law enforcement, and the military through his Guy Fieri Foundation. Listen to our entire conversation here or watch the video above. Below are some highlights of our chat, which have been edited for length and clarity. Subscribe to How Success Happens: Apple | Spotify | YouTube What does the word “success” mean to you? How has that definition changed over time?I think the word success for me means impact — having the energy and the connections and the empowerment to make really big things happen. My wife asked me what I’m going to do when I retire, what’s gonna be the end game? And I said, it’ll all be philanthropy. I was down at my house in Mexico for a week’s vacation, and a little restaurant on the beach had burned down. No insurance, the place was just destroyed. There was another restaurant in town that was closed on Tuesdays, so I went to the restaurant owner and said, “Hey, can I borrow your restaurant on Tuesday?” I grabbed my friend, and we did a pop-up in that spot. And in this little fishing village in Mexico, they raised $15,000 in one night for the owner and his displaced workers. That’s what success is. Since we’re here during Customer Contact Week, can you share your best to entrepreneurs about leveling up the customer experience?One of my favorite books is Dale Carnegie’s How to Win Friends and Influence People. I think people miss one of the points of the book, which is that you need to understand that everybody sees the world from their own perspective. The first thing I teach any of my team members is that when they are dealing with a guest who is having a negative experience, remember it’s not personal. You didn’t screw up the steak. You didn’t make the table reservation late. But that does not relieve you of the responsibility to engage that guest. What is the first thing anybody wants to hear when something goes wrong? I am so sorry. That’s very frustrating, and I am here to try to remedy this the best I can. Offer them a seat at the bar, get them something to drink. Engage. People tend to shut down and get defensive in those situations. We feel attacked. But you need to give your customers consideration and treat them as you would want to be treated. That is transformative. Related: Bar Rescue’s Jon Taffer Shares the Small Business Practice That Drives Him Nuts We’re talking here on Friday the 13th Eve. Are you superstitious?I’m not superstitious. But I’m very spiritual, though. I never believed in the afterlife or any of that kinda stuff, but when my little sister passed away, I started to get these feelings. I needed to talk to her. I went to a medium, and it was crazy, so many people from my past were showing up. There’s no way anybody could make this up. Someone could study you for 10 years, and there’s no way they can say the things to you that are being said. I asked if my sister was going to show up, and the medium said, “She’s been here the whole time.” And I said, “Why isn’t she talking to me?” She said, “Oh, your sister says she talks to you every day.” We were raising my nephew; he was 10 when she passed away, and she said she was with us the whole time. And that just connected everything for me. Here’s my theory: a baby in a bassinet can’t talk or understand us, but there’s some connection that happens when we lean in. It’s there. So I wonder if we are the baby in the bassinet, and there is some higher power that we connect with, even if we can’t speak or understand. Listen to the rest of the conversation here. About How Success Happens Each episode of How Success Happens shares the inspiring, entertaining, and unexpected journeys that influential leaders in business, the arts, and sports traveled on their way to becoming household names. It’s a reminder that behind every big-time career, there is a person who persisted in the face of self-doubt, failure, and anything else that got thrown in their way. Subscribe now on Apple, Spotify, YouTube or wherever you get your podcasts. Read More

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5 key questions your developers should be asking about MCP

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now The Model Context Protocol (MCP) has become one of the most talked-about developments in AI integration since its introduction by Anthropic in late 2024. If you’re tuned into the AI space at all, you’ve likely been inundated with developer “hot takes” on the topic. Some think it’s the best thing ever; others are quick to point out its shortcomings. In reality, there’s some truth to both. One pattern I’ve noticed with MCP adoption is that skepticism typically gives way to recognition: This protocol solves genuine architectural problems that other approaches don’t. I’ve gathered a list of questions below that reflect the conversations I’ve had with fellow builders who are considering bringing MCP to production environments.  Of course, most developers considering MCP are already familiar with implementations like OpenAI’s custom GPTs, vanilla function calling, Responses API with function calling, and hardcoded connections to services like Google Drive. The question isn’t really whether MCP fully replaces these approaches — under the hood, you could absolutely use the Responses API with function calling that still connects to MCP. What matters here is the resulting stack. Despite all the hype about MCP, here’s the straight truth: It’s not a massive technical leap. MCP essentially “wraps” existing APIs in a way that’s understandable to large language models (LLMs). Sure, a lot of services already have an OpenAPI spec that models can use. For small or personal projects, the objection that MCP “isn’t that big a deal” is pretty fair. The AI Impact Series Returns to San Francisco – August 5 The next phase of AI is here – are you ready? Join leaders from Block, GSK, and SAP for an exclusive look at how autonomous agents are reshaping enterprise workflows – from real-time decision-making to end-to-end automation. Secure your spot now – space is limited: https://bit.ly/3GuuPLF The practical benefit becomes obvious when you’re building something like an analysis tool that needs to connect to data sources across multiple ecosystems. Without MCP, you’re required to write custom integrations for each data source and each LLM you want to support. With MCP, you implement the data source connections once, and any compatible AI client can use them. 2. Local vs. remote MCP deployment: What are the actual trade-offs in production? This is where you really start to see the gap between reference servers and reality. Local MCP deployment using the stdio programming language is dead simple to get running: Spawn subprocesses for each MCP server and let them talk through stdin/stdout. Great for a technical audience, difficult for everyday users. Remote deployment obviously addresses the scaling but opens up a can of worms around transport complexity. The original HTTP+SSE approach was replaced by a March 2025 streamable HTTP update, which tries to reduce complexity by putting everything through a single /messages endpoint. Even so, this isn’t really needed for most companies that are likely to build MCP servers. But here’s the thing: A few months later, support is spotty at best. Some clients still expect the old HTTP+SSE setup, while others work with the new approach — so, if you’re deploying today, you’re probably going to support both. Protocol detection and dual transport support are a must. Authorization is another variable you’ll need to consider with remote deployments. The OAuth 2.1 integration requires mapping tokens between external identity providers and MCP sessions. While this adds complexity, it’s manageable with proper planning. 3. How can I be sure my MCP server is secure? This is probably the biggest gap between the MCP hype and what you actually need to tackle for production. Most showcases or examples you’ll see use local connections with no authentication at all, or they handwave the security by saying “it uses OAuth.”  The MCP authorization spec does leverage OAuth 2.1, which is a proven open standard. But there’s always going to be some variability in implementation. For production deployments, focus on the fundamentals:  Proper scope-based access control that matches your actual tool boundaries  Direct (local) token validation Audit logs and monitoring for tool use However, the biggest security consideration with MCP is around tool execution itself. Many tools need (or think they need) broad permissions to be useful, which means sweeping scope design (like a blanket “read” or “write”) is inevitable. Even without a heavy-handed approach, your MCP server may access sensitive data or perform privileged operations — so, when in doubt, stick to the best practices recommended in the latest MCP auth draft spec. 4. Is MCP worth investing resources and time into, and will it be around for the long term? This gets to the heart of any adoption decision: Why should I bother with a flavor-of-the-quarter protocol when everything AI is moving so fast? What guarantee do you have that MCP will be a solid choice (or even around) in a year, or even six months?  Well, look at MCP’s adoption by major players: Google supports it with its Agent2Agent protocol, Microsoft has integrated MCP with Copilot Studio and is even adding built-in MCP features for Windows 11, and Cloudflare is more than happy to help you fire up your first MCP server on their platform. Similarly, the ecosystem growth is encouraging, with hundreds of community-built MCP servers and official integrations from well-known platforms.  In short, the learning curve isn’t terrible, and the implementation burden is manageable for most teams or solo devs. It does what it says on the tin. So, why would I be cautious about buying into the hype? MCP is fundamentally designed for current-gen AI systems, meaning it assumes you have a human supervising a single-agent interaction. Multi-agent and autonomous tasking are two areas MCP doesn’t really address; in fairness, it doesn’t really need to. But if you’re looking for an evergreen yet still somehow bleeding-edge approach, MCP isn’t it. It’s standardizing something that desperately needs consistency, not pioneering in

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New embedding model leaderboard shakeup: Google takes #1 while Alibaba’s open source alternative closes gap

July 18, 2025 5:21 PM Image credit: VentureBeat with Imagen-4 Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now Google has officially moved its new, high-performance Gemini Embedding model to general availability, currently ranking number one overall on the highly regarded Massive Text Embedding Benchmark (MTEB). The model (gemini-embedding-001) is now a core part of the Gemini API and Vertex AI, enabling developers to build applications such as semantic search and retrieval-augmented generation (RAG). While a number-one ranking is a strong debut, the landscape of embedding models is very competitive. Google’s proprietary model is being challenged directly by powerful open-source alternatives. This sets up a new strategic choice for enterprises: adopt the top-ranked proprietary model or a nearly-as-good open-source challenger that offers more control. What’s under the hood of Google’s Gemini embedding model At their core, embeddings convert text (or other data types) into numerical lists that capture the key features of the input. Data with similar semantic meaning have embedding values that are closer together in this numerical space. This allows for powerful applications that go far beyond simple keyword matching, such as building intelligent retrieval-augmented generation (RAG) systems that feed relevant information to LLMs.  Embeddings can also be applied to other modalities such as images, video and audio. For instance, an e-commerce company might utilize a multimodal embedding model to generate a unified numerical representation for a product that incorporates both textual descriptions and images. The AI Impact Series Returns to San Francisco – August 5 The next phase of AI is here – are you ready? Join leaders from Block, GSK, and SAP for an exclusive look at how autonomous agents are reshaping enterprise workflows – from real-time decision-making to end-to-end automation. Secure your spot now – space is limited: https://bit.ly/3GuuPLF For enterprises, embedding models can power more accurate internal search engines, sophisticated document clustering, classification tasks, sentiment analysis and anomaly detection. Embeddings are also becoming an important part of agentic applications, where AI agents must retrieve and match different types of documents and prompts. One of the key features of Gemini Embedding is its built-in flexibility. It has been trained through a technique known as Matryoshka Representation Learning (MRL), which allows developers to get a highly detailed 3072-dimension embedding but also truncate it to smaller sizes like 1536 or 768 while preserving its most relevant features. This flexibility enables an enterprise to strike a balance between model accuracy, performance and storage costs, which is crucial for scaling applications efficiently. Google positions Gemini Embedding as a unified model designed to work effectively “out-of-the-box” across diverse domains like finance, legal and engineering without the need for fine-tuning. This simplifies development for teams that need a general-purpose solution. Supporting over 100 languages and priced competitively at $0.15 per million input tokens, it is designed for broad accessibility. A competitive landscape of proprietary and open-source challengers Source: Google Blog The MTEB leaderboard shows that while Gemini leads, the gap is narrow. It faces established models from OpenAI, whose embedding models are widely used, and specialized challengers like Mistral, which offers a model specifically for code retrieval. The emergence of these specialized models suggests that for certain tasks, a targeted tool may outperform a generalist one. Another key player, Cohere, targets the enterprise directly with its Embed 4 model. While other models compete on general benchmarks, Cohere emphasizes its model’s ability to handle the “noisy real-world data” often found in enterprise documents, such as spelling mistakes, formatting issues, and even scanned handwriting. It also offers deployment on virtual private clouds or on-premises, providing a level of data security that directly appeals to regulated industries such as finance and healthcare. The most direct threat to proprietary dominance comes from the open-source community. Alibaba’s Qwen3-Embedding model ranks just behind Gemini on MTEB and is available under a permissive Apache 2.0 license (available for commercial purposes). For enterprises focused on software development, Qodo’s Qodo-Embed-1-1.5B presents another compelling open-source alternative, designed specifically for code and claiming to outperform larger models on domain-specific benchmarks. For companies already building on Google Cloud and the Gemini family of models, adopting the native embedding model can have several benefits, including seamless integration, a simplified MLOps pipeline, and the assurance of using a top-ranked general-purpose model. However, Gemini is a closed, API-only model. Enterprises that prioritize data sovereignty, cost control, or the ability to run models on their own infrastructure now have a credible, top-tier open-source option in Qwen3-Embedding or can use one of the task-specific embedding models. Daily insights on business use cases with VB Daily If you want to impress your boss, VB Daily has you covered. 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