Jun 16, 2025Ravie LakshmananMalware / DevOps Cybersecurity researchers have discovered a malicious package on the Python Package Index (PyPI) repository that's capable of harvesting sensitive developer-related information, such as credentials, configuration data, and environment variables, among others. The package, named chimera-sandbox-extensions, attracted 143 downloads and likely targets users of a service called Chimera Sandbox, which was released by Singaporean tech company Grab last August to facilitate "experimentation and development of [machine learning] solutions." The package masquerades as a helper module for Chimera Sandbox, but "aims to steal credentials and other sensitive information such as Jamf configuration, CI/CD environment variables, AWS tokens, and more," JFrog security researcher Guy Korolevski said in a report published last week. Once installed, it attempts to connect to an external domain whose domain name is generated using a domain generation algorithm (DGA) in order to download and execute a next-stage payload. Specifically, the malware acquires from the domain an authentication token, which is then used to send a request to the same domain and retrieve the Python-based information stealer. The stealer malware is equipped to siphon a wide range of data from infected machines. This includes - JAMF receipts, which are records of software packages installed by Jamf Pro on managed computers Pod sandbox environment authentication tokens and git information CI/CD information from environment variables Zscaler host configuration Amazon Web Services account information and tokens Public IP address General platform, user, and host information The kind of data gathered by the malware shows that it's mainly geared towards corporate and cloud infrastructure. In addition, the extraction of JAMF receipts indicates that it's also capable of targeting Apple macOS systems. The collected information is sent via a POST request back to the same domain, after which the server assesses if the machine is a worthy target for further exploitation. However, JFrog said it was unable to obtain the payload at the time of analysis. "The targeted approach employed by this malware, along with the complexity of its multi-stage targeted payload, distinguishes it from the more generic open-source malware threats we have encountered thus far, highlighting the advancements that malicious packages have made recently," Jonathan Sar Shalom, director of threat research at JFrog Security Research team, said. "This new sophistication of malware underscores why development teams remain vigilant with updates—alongside proactive security research – to defend against emerging threats and maintain software integrity." The disclosure comes as SafeDep and Veracode detailed a number of malware-laced npm packages that are designed to execute remote code and download additional payloads. The packages in question are listed below - eslint-config-airbnb-compat (676 Downloads) ts-runtime-compat-check (1,588 Downloads) solders (983 Downloads) @mediawave/lib (386 Downloads) All the identified npm packages have since been taken down from npm, but not before they were downloaded hundreds of times from the package registry. SafeDep's analysis of eslint-config-airbnb-compat found that the JavaScript library has ts-runtime-compat-check listed as a dependency, which, in turn, contacts an external server defined in the former package ("proxy.eslint-proxy[.]site") to retrieve and execute a Base64-encoded string. The exact nature of the payload is unknown. "It implements a multi-stage remote code execution attack using a transitive dependency to hide the malicious code," SafeDep researcher Kunal Singh said. Solders, on the other hand, has been found to incorporate a post-install script in its package.json, causing the malicious code to be automatically executed as soon as the package is installed. "At first glance, it's hard to believe that this is actually valid JavaScript," the Veracode Threat Research team said. "It looks like a seemingly random collection of Japanese symbols. It turns out that this particular obfuscation scheme uses the Unicode characters as variable names and a sophisticated chain of dynamic code generation to work." Decoding the script reveals an extra layer of obfuscation, unpacking which reveals its main function: Check if the compromised machine is Windows, and if so, run a PowerShell command to retrieve a next-stage payload from a remote server ("firewall[.]tel"). This second-stage PowerShell script, also obscured, is designed to fetch a Windows batch script from another domain ("cdn.audiowave[.]org") and configures a Windows Defender Antivirus exclusion list to avoid detection. The batch script then paves the way for the execution of a .NET DLL that reaches out to a PNG image hosted on ImgBB ("i.ibb[.]co"). "[The DLL] is grabbing the last two pixels from this image and then looping through some data contained elsewhere in it," Veracode said. "It ultimately builds up in memory YET ANOTHER .NET DLL." Furthermore, the DLL is equipped to create task scheduler entries and features the ability to bypass user account control (UAC) using a combination of FodHelper.exe and programmatic identifiers (ProgIDs) to evade defenses and avoid triggering any security alerts to the user. The newly-downloaded DLL is Pulsar RAT, a "free, open-source Remote Administration Tool for Windows" and a variant of the Quasar RAT. "From a wall of Japanese characters to a RAT hidden within the pixels of a PNG file, the attacker went to extraordinary lengths to conceal their payload, nesting it a dozen layers deep to evade detection," Veracode said. "While the attacker's ultimate objective for deploying the Pulsar RAT remains unclear, the sheer complexity of this delivery mechanism is a powerful indicator of malicious intent." Crypto Malware in the Open-Source Supply Chain The findings also coincide with a report from Socket that identified credential stealers, cryptocurrency drainers, cryptojackers, and clippers as the main types of threats targeting the cryptocurrency and blockchain development ecosystem. Some of the examples of these packages include - express-dompurify and pumptoolforvolumeandcomment, which are capable of harvesting browser credentials and cryptocurrency wallet keys bs58js, which drains a victim's wallet and uses multi-hop transfers to obscure theft and frustrate forensic tracing. lsjglsjdv, asyncaiosignal, and raydium-sdk-liquidity-init, which functions as a clipper to monitor the system clipboard for cryptocurrency wallet strings and replace them with threat actor‑controlled addresses to reroute transactions to the attackers "As Web3 development converges with mainstream software engineering, the attack surface for blockchain-focused projects is expanding in both scale and complexity," Socket security researcher Kirill Boychenko said. "Financially motivated threat actors and state-sponsored groups are rapidly evolving their tactics to exploit systemic weaknesses in the software supply chain. These campaigns are iterative, persistent, and increasingly tailored to high-value targets." AI and Slopsquatting The rise of artificial intelligence (AI)-assisted coding, also called vibe coding, has unleashed another novel threat in the form of slopsquatting, where large language models (LLMs) can hallucinate non-existent but plausible package names that bad actors can weaponize to conduct supply chain attacks. Trend Micro, in a report last week, said it observed an unnamed advanced agent "confidently" cooking up a phantom Python package named starlette-reverse-proxy, only for the build process to crash with the error "module not found." However, should an adversary upload a package with the same name on the repository, it can have serious security consequences. Furthermore, the cybersecurity company noted that advanced coding agents and workflows such as Claude Code CLI, OpenAI Codex CLI, and Cursor AI with Model Context Protocol (MCP)-backed validation can help reduce, but not completely eliminate, the risk of slopsquatting. "When agents hallucinate dependencies or install unverified packages, they create an opportunity for slopsquatting attacks, in which malicious actors pre-register those same hallucinated names on public registries," security researcher Sean Park said. "While reasoning-enhanced agents can reduce the rate of phantom suggestions by approximately half, they do not eliminate them entirely. Even the vibe-coding workflow augmented with live MCP validations achieves the lowest rates of slip-through, but still misses edge cases." Found this article interesting? Follow us on Twitter  and LinkedIn to read more exclusive content we post. SHARE    

Navigating the dense urban canyons of cities like San Francisco or New York can be a nightmare for GPS systems. The towering skyscrapers block and reflect satellite signals, leading to location errors of tens of meters. For you and me, that might mean a missed turn. But for an autonomous vehicle or a delivery robot, that level of imprecision is the difference between a successful mission and a costly failure. These machines require pinpoint accuracy to operate safely and efficiently. Addressing this critical challenge, researchers from the École Polytechnique Fédérale de Lausanne (EPFL) in Switzerland have introduced a groundbreaking new method for visual localization during CVPR 2025 Their new paper, “FG2: Fine-Grained Cross-View Localization by Fine-Grained Feature Matching,” presents a novel AI model that significantly enhances the ability of a ground-level system, like an autonomous car, to determine its exact position and orientation using only a camera and a corresponding aerial (or satellite) image. The new approach has demonstrated a remarkable 28% reduction in mean localization error compared to the previous state-of-the-art on a challenging public dataset. Key Takeaways: Superior Accuracy: The FG2 model reduces the average localization error by a significant 28% on the VIGOR cross-area test set, a challenging benchmark for this task. Human-like Intuition: Instead of relying on abstract descriptors, the model mimics human reasoning by matching fine-grained, semantically consistent features—like curbs, crosswalks, and buildings—between a ground-level photo and an aerial map. Enhanced Interpretability: The method allows researchers to “see” what the AI is “thinking” by visualizing exactly which features in the ground and aerial images are being matched, a major step forward from previous “black box” models. Weakly Supervised Learning: Remarkably, the model learns these complex and consistent feature matches without any direct labels for correspondences. It achieves this using only the final camera pose as a supervisory signal. Challenge: Seeing the World from Two Different Angles The core problem of cross-view localization is the dramatic difference in perspective between a street-level camera and an overhead satellite view. A building facade seen from the ground looks completely different from its rooftop signature in an aerial image. Existing methods have struggled with this. Some create a general “descriptor” for the entire scene, but this is an abstract approach that doesn’t mirror how humans naturally localize themselves by spotting specific landmarks. Other methods transform the ground image into a Bird’s-Eye-View (BEV) but are often limited to the ground plane, ignoring crucial vertical structures like buildings. FG2: Matching Fine-Grained Features The EPFL team’s FG2 method introduces a more intuitive and effective process. It aligns two sets of points: one generated from the ground-level image and another sampled from the aerial map. Here’s a breakdown of their innovative pipeline: Mapping to 3D: The process begins by taking the features from the ground-level image and lifting them into a 3D point cloud centered around the camera. This creates a 3D representation of the immediate environment. Smart Pooling to BEV: This is where the magic happens. Instead of simply flattening the 3D data, the model learns to intelligently select the most important features along the vertical (height) dimension for each point. It essentially asks, “For this spot on the map, is the ground-level road marking more important, or is the edge of that building’s roof the better landmark?” This selection process is crucial, as it allows the model to correctly associate features like building facades with their corresponding rooftops in the aerial view. Feature Matching and Pose Estimation: Once both the ground and aerial views are represented as 2D point planes with rich feature descriptors, the model computes the similarity between them. It then samples a sparse set of the most confident matches and uses a classic geometric algorithm called Procrustes alignment to calculate the precise 3-DoF (x, y, and yaw) pose. Unprecedented Performance and Interpretability The results speak for themselves. On the challenging VIGOR dataset, which includes images from different cities in its cross-area test, FG2 reduced the mean localization error by 28% compared to the previous best method. It also demonstrated superior generalization capabilities on the KITTI dataset, a staple in autonomous driving research. Perhaps more importantly, the FG2 model offers a new level of transparency. By visualizing the matched points, the researchers showed that the model learns semantically consistent correspondences without being explicitly told to. For example, the system correctly matches zebra crossings, road markings, and even building facades in the ground view to their corresponding locations on the aerial map. This interpretability is extremenly valuable for building trust in safety-critical autonomous systems. “A Clearer Path” for Autonomous Navigation The FG2 method represents a significant leap forward in fine-grained visual localization. By developing a model that intelligently selects and matches features in a way that mirrors human intuition, the EPFL researchers have not only shattered previous accuracy records but also made the decision-making process of the AI more interpretable. This work paves the way for more robust and reliable navigation systems for autonomous vehicles, drones, and robots, bringing us one step closer to a future where machines can confidently navigate our world, even when GPS fails them. Check out the Paper. All credit for this research goes to the researchers of this project. Also, feel free to follow us on Twitter and don’t forget to join our 100k+ ML SubReddit and Subscribe to our Newsletter. Jean-marc MommessinJean-marc is a successful AI business executive .He leads and accelerates growth for AI powered solutions and started a computer vision company in 2006. He is a recognized speaker at AI conferences and has an MBA from Stanford.Jean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/AI-Generated Ad Created with Google’s Veo3 Airs During NBA Finals, Slashing Production Costs by 95%Jean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Highlighted at CVPR 2025: Google DeepMind’s ‘Motion Prompting’ Paper Unlocks Granular Video ControlJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Snowflake Charts New AI Territory: Cortex AISQL & Snowflake Intelligence Poised to Reshape Data AnalyticsJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Exclusive Talk: Joey Conway of NVIDIA on Llama Nemotron Ultra and Open Source Models

Global sportswear leader Nike is reportedly preparing to release the Air Max 1000 Oatmeal, its first fully 3D printed sneaker, with a launch tentatively scheduled for Summer 2025. While Nike has yet to confirm an official release date, industry sources suggest the debut may occur sometime between June and August. The retail price is expected to be approximately $210. This model marks a step in Nike’s exploration of additive manufacturing (AM), enabled through a collaboration with Zellerfeld, a German startup known for its work in fully 3D printed footwear. Building Buzz Online The “Oatmeal” colorway—a neutral blend of soft beige tones—has already attracted attention on social platforms like TikTok, Instagram, and X. In April, content creator Janelle C. Shuttlesworth described the shoes as “light as air” in a video preview. Sneaker-focused accounts such as JustFreshKicks and TikTok user @shoehefner5 have also offered early walkthroughs. Among fans, the nickname “Foamy Oat” has started to catch on. Nike’s 3D printed Air Max 1000 Oatmeal. Photo via Janelle C. Shuttlesworth. Before generating buzz online, the sneaker made a public appearance at ComplexCon Las Vegas in November 2024. There, its laceless, sculptural silhouette and smooth, seamless texture stood out—merging futuristic design with signature Air Max elements, such as the visible heel air unit. Reimagining the Air Max Legacy Drawing inspiration from the original Air Max 1 (1987), the Air Max 1000 retains the iconic air cushion in the heel while reinventing the rest of the structure using 3D printing. The shoe’s upper and outsole are formed as a single, continuous piece, produced from ZellerFoam, a proprietary flexible material developed by Zellerfeld. Zellerfeld’s fused filament fabrication (FFF) process enables varied material densities throughout the shoe—resulting in a firm, supportive sole paired with a lightweight, breathable upper. The laceless, slip-on design prioritizes ease of wear while reinforcing a sleek, minimalist aesthetic. Nike’s Chief Innovation Officer, John Hoke, emphasized the broader impact of the design, noting that the Air Max 1000 “opens up new creative possibilities” and achieves levels of precision and contouring not possible with traditional footwear manufacturing. He also pointed to the sustainability benefits of AM, which produces minimal waste by fabricating only the necessary components. Expansion of 3D Printed Footwear Technology The Air Max 1000 joins a growing lineup of 3D printed footwear innovations from major brands. Gucci, the Italian luxury brand known for blending traditional craftsmanship with modern techniques, unveiled several Cub3d sneakers as part of its Spring Summer 2025 (SS25) collection. The brand developed Demetra, a material made from at least 70% plant-based ingredients, including viscose, wood pulp, and bio-based polyurethane. The bi-material sole combines an EVA-filled interior for cushioning and a TPU exterior, featuring an Interlocking G pattern that creates a 3D effect. Elsewhere, Syntilay, a footwear company combining artificial intelligence with 3D printing, launched a range of custom-fit slides. These slides are designed using AI-generated 3D models, starting with sketch-based concepts that are refined through AI platforms and then transformed into digital 3D designs. The company offers sizing adjustments based on smartphone foot scans, which are integrated into the manufacturing process. Join our Additive Manufacturing Advantage (AMAA) event on July 10th, where AM leaders from Aerospace, Space, and Defense come together to share mission-critical insights. Online and free to attend.Secure your spot now. Who won the2024 3D Printing Industry Awards? Subscribe to the 3D Printing Industry newsletterto keep up with the latest 3D printing news. You can also follow us onLinkedIn, and subscribe to the 3D Printing Industry Youtube channel to access more exclusive content. Featured image shows Nike’s 3D printed Air Max 1000 Oatmeal. Photo via Janelle C. Shuttlesworth. Paloma Duran Paloma Duran holds a BA in International Relations and an MA in Journalism. Specializing in writing, podcasting, and content and event creation, she works across politics, energy, mining, and technology. With a passion for global trends, Paloma is particularly interested in the impact of technology like 3D printing on shaping our future.

I recently came across an old jQuery tutorial demonstrating a “moving highlight” navigation bar and decided the concept was due for a modern upgrade. With this pattern, the border around the active navigation item animates directly from one element to another as the user clicks on menu items. In 2025, we have much better tools to manipulate the DOM via vanilla JavaScript. New features like the View Transition API make progressive enhancement more easily achievable and handle a lot of the animation minutiae. (Large preview) In this tutorial, I will demonstrate two methods of creating the “moving highlight” navigation bar using plain JavaScript and CSS. The first example uses the getBoundingClientRect method to explicitly animate the border between navigation bar items when they are clicked. The second example achieves the same functionality using the new View Transition API. The Initial Markup Let’s assume that we have a single-page application where content changes without the page being reloaded. The starting HTML and CSS are your standard navigation bar with an additional div element containing an id of #highlight. We give the first navigation item a class of .active. See the Pen Moving Highlight Navbar Starting Markup [forked] by Blake Lundquist. For this version, we will position the #highlight element around the element with the .active class to create a border. We can utilize absolute positioning and animate the element across the navigation bar to create the desired effect. We’ll hide it off-screen initially by adding left: -200px and include transition styles for all properties so that any changes in the position and size of the element will happen gradually. #highlight { z-index: 0; position: absolute; height: 100%; width: 100px; left: -200px; border: 2px solid green; box-sizing: border-box; transition: all 0.2s ease; } Add A Boilerplate Event Handler For Click Interactions We want the highlight element to animate when a user changes the .active navigation item. Let’s add a click event handler to the nav element, then filter for events caused only by elements matching our desired selector. In this case, we only want to change the .active nav item if the user clicks on a link that does not already have the .active class. Initially, we can call console.log to ensure the handler fires only when expected: const navbar = document.querySelector('nav'); navbar.addEventListener('click', function (event) { // return if the clicked element doesn't have the correct selector if (!event.target.matches('nav a:not(active)')) { return; } console.log('click'); }); Open your browser console and try clicking different items in the navigation bar. You should only see "click" being logged when you select a new item in the navigation bar. Now that we know our event handler is working on the correct elements let’s add code to move the .active class to the navigation item that was clicked. We can use the object passed into the event handler to find the element that initialized the event and give that element a class of .active after removing it from the previously active item. const navbar = document.querySelector('nav'); navbar.addEventListener('click', function (event) { // return if the clicked element doesn't have the correct selector if (!event.target.matches('nav a:not(active)')) { return; } - console.log('click'); + document.querySelector('nav a.active').classList.remove('active'); + event.target.classList.add('active'); }); Our #highlight element needs to move across the navigation bar and position itself around the active item. Let’s write a function to calculate a new position and width. Since the #highlight selector has transition styles applied, it will move gradually when its position changes. Using getBoundingClientRect, we can get information about the position and size of an element. We calculate the width of the active navigation item and its offset from the left boundary of the parent element. Then, we assign styles to the highlight element so that its size and position match. // handler for moving the highlight const moveHighlight = () => { const activeNavItem = document.querySelector('a.active'); const highlighterElement = document.querySelector('#highlight'); const width = activeNavItem.offsetWidth; const itemPos = activeNavItem.getBoundingClientRect(); const navbarPos = navbar.getBoundingClientRect() const relativePosX = itemPos.left - navbarPos.left; const styles = { left: ${relativePosX}px, width: ${width}px, }; Object.assign(highlighterElement.style, styles); } Let’s call our new function when the click event fires: navbar.addEventListener('click', function (event) { // return if the clicked element doesn't have the correct selector if (!event.target.matches('nav a:not(active)')) { return; } document.querySelector('nav a.active').classList.remove('active'); event.target.classList.add('active'); + moveHighlight(); }); Finally, let’s also call the function immediately so that the border moves behind our initial active item when the page first loads: // handler for moving the highlight const moveHighlight = () => { // ... } // display the highlight when the page loads moveHighlight(); Now, the border moves across the navigation bar when a new item is selected. Try clicking the different navigation links to animate the navigation bar. See the Pen Moving Highlight Navbar [forked] by Blake Lundquist. That only took a few lines of vanilla JavaScript and could easily be extended to account for other interactions, like mouseover events. In the next section, we will explore refactoring this feature using the View Transition API. Using The View Transition API The View Transition API provides functionality to create animated transitions between website views. Under the hood, the API creates snapshots of “before” and “after” views and then handles transitioning between them. View transitions are useful for creating animations between documents, providing the native-app-like user experience featured in frameworks like Astro. However, the API also provides handlers meant for SPA-style applications. We will use it to reduce the JavaScript needed in our implementation and more easily create fallback functionality. For this approach, we no longer need a separate #highlight element. Instead, we can style the .active navigation item directly using pseudo-selectors and let the View Transition API handle the animation between the before-and-after UI states when a new navigation item is clicked. We’ll start by getting rid of the #highlight element and its associated CSS and replacing it with styles for the nav a::after pseudo-selector: <nav> - <div id="highlight"></div> <a href="#" class="active">Home</a> <a href="#services">Services</a> <a href="#about">About</a> <a href="#contact">Contact</a> </nav> - #highlight { - z-index: 0; - position: absolute; - height: 100%; - width: 0; - left: 0; - box-sizing: border-box; - transition: all 0.2s ease; - } + nav a::after { + content: " "; + position: absolute; + left: 0; + top: 0; + width: 100%; + height: 100%; + border: none; + box-sizing: border-box; + } For the .active class, we include the view-transition-name property, thus unlocking the magic of the View Transition API. Once we trigger the view transition and change the location of the .active navigation item in the DOM, “before” and “after” snapshots will be taken, and the browser will animate the border across the bar. We’ll give our view transition the name of highlight, but we could theoretically give it any name. nav a.active::after { border: 2px solid green; view-transition-name: highlight; } Once we have a selector that contains a view-transition-name property, the only remaining step is to trigger the transition using the startViewTransition method and pass in a callback function. const navbar = document.querySelector('nav'); // Change the active nav item on click navbar.addEventListener('click', async function (event) { if (!event.target.matches('nav a:not(.active)')) { return; } document.startViewTransition(() => { document.querySelector('nav a.active').classList.remove('active'); event.target.classList.add('active'); }); }); Above is a revised version of the click handler. Instead of doing all the calculations for the size and position of the moving border ourselves, the View Transition API handles all of it for us. We only need to call document.startViewTransition and pass in a callback function to change the item that has the .active class! Adjusting The View Transition At this point, when clicking on a navigation link, you’ll notice that the transition works, but some strange sizing issues are visible. (Large preview) This sizing inconsistency is caused by aspect ratio changes during the course of the view transition. We won’t go into detail here, but Jake Archibald has a detailed explanation you can read for more information. In short, to ensure the height of the border stays uniform throughout the transition, we need to declare an explicit height for the ::view-transition-old and ::view-transition-new pseudo-selectors representing a static snapshot of the old and new view, respectively. ::view-transition-old(highlight) { height: 100%; } ::view-transition-new(highlight) { height: 100%; } Let’s do some final refactoring to tidy up our code by moving the callback to a separate function and adding a fallback for when view transitions aren’t supported: const navbar = document.querySelector('nav'); // change the item that has the .active class applied const setActiveElement = (elem) => { document.querySelector('nav a.active').classList.remove('active'); elem.classList.add('active'); } // Start view transition and pass in a callback on click navbar.addEventListener('click', async function (event) { if (!event.target.matches('nav a:not(.active)')) { return; } // Fallback for browsers that don't support View Transitions: if (!document.startViewTransition) { setActiveElement(event.target); return; } document.startViewTransition(() => setActiveElement(event.target)); }); Here’s our view transition-powered navigation bar! Observe the smooth transition when you click on the different links. See the Pen Moving Highlight Navbar with View Transition [forked] by Blake Lundquist. Conclusion Animations and transitions between website UI states used to require many kilobytes of external libraries, along with verbose, confusing, and error-prone code, but vanilla JavaScript and CSS have since incorporated features to achieve native-app-like interactions without breaking the bank. We demonstrated this by implementing the “moving highlight” navigation pattern using two approaches: CSS transitions combined with the getBoundingClientRect() method and the View Transition API. Resources getBoundingClientRect() method documentation View Transition API documentation “View Transitions: Handling Aspect Ratio Changes” by Jake Archibald

Text embedding and reranking are foundational to modern information retrieval systems, powering applications such as semantic search, recommendation systems, and retrieval-augmented generation (RAG). However, current approaches often face key challenges—particularly in achieving both high multilingual fidelity and task adaptability without relying on proprietary APIs. Existing models frequently fall short in scenarios requiring nuanced semantic understanding across multiple languages or domain-specific tasks like code retrieval and instruction following. Moreover, most open-source models either lack scale or flexibility, while commercial APIs remain costly and closed. Qwen3-Embedding and Qwen3-Reranker: A New Standard for Open-Source Embedding Alibaba’s Qwen Team has unveiled the Qwen3-Embedding and Qwen3-Reranker Series—models that set a new benchmark in multilingual text embedding and relevance ranking. Built on the Qwen3 foundation models, the series includes variants in 0.6B, 4B, and 8B parameter sizes and supports a wide range of languages (119 in total), making it one of the most versatile and performant open-source offerings to date. These models are now open-sourced under the Apache 2.0 license on Hugging Face, GitHub, and ModelScope, and are also accessible via Alibaba Cloud APIs. These models are optimized for use cases such as semantic retrieval, classification, RAG, sentiment analysis, and code search—providing a strong alternative to existing solutions like Gemini Embedding and OpenAI’s embedding APIs. Technical Architecture Qwen3-Embedding models adopt a dense transformer-based architecture with causal attention, producing embeddings by extracting the hidden state corresponding to the [EOS] token. Instruction-awareness is a key feature: input queries are formatted as {instruction} {query}<|endoftext|>, enabling task-conditioned embeddings. The reranker models are trained with a binary classification format, judging document-query relevance in an instruction-guided manner using a token likelihood-based scoring function. The models are trained using a robust multi-stage training pipeline: Large-scale weak supervision: 150M synthetic training pairs generated using Qwen3-32B, covering retrieval, classification, STS, and bitext mining across languages and tasks. Supervised fine-tuning: 12M high-quality data pairs are selected using cosine similarity (>0.7), fine-tuning performance in downstream applications. Model merging: Spherical linear interpolation (SLERP) of multiple fine-tuned checkpoints ensures robustness and generalization. This synthetic data generation pipeline enables control over data quality, language diversity, task difficulty, and more—resulting in a high degree of coverage and relevance in low-resource settings. Performance Benchmarks and Insights The Qwen3-Embedding and Qwen3-Reranker series demonstrate strong empirical performance across several multilingual benchmarks. On MMTEB (216 tasks across 250+ languages), Qwen3-Embedding-8B achieves a mean task score of 70.58, surpassing Gemini and GTE-Qwen2 series. On MTEB (English v2): Qwen3-Embedding-8B reaches 75.22, outperforming other open models including NV-Embed-v2 and GritLM-7B. On MTEB-Code: Qwen3-Embedding-8B leads with 80.68, excelling in applications like code retrieval and Stack Overflow QA. For reranking: Qwen3-Reranker-0.6B already outperforms Jina and BGE rerankers. Qwen3-Reranker-8B achieves 81.22 on MTEB-Code and 72.94 on MMTEB-R, marking state-of-the-art performance. Ablation studies confirm the necessity of each training stage. Removing synthetic pretraining or model merging led to significant performance drops (up to 6 points on MMTEB), emphasizing their contributions. Conclusion Alibaba’s Qwen3-Embedding and Qwen3-Reranker Series present a robust, open, and scalable solution to multilingual and instruction-aware semantic representation. With strong empirical results across MTEB, MMTEB, and MTEB-Code, these models bridge the gap between proprietary APIs and open-source accessibility. Their thoughtful training design—leveraging high-quality synthetic data, instruction-tuning, and model merging—positions them as ideal candidates for enterprise applications in search, retrieval, and RAG pipelines. By open-sourcing these models, the Qwen team not only pushes the boundaries of language understanding but also empowers the broader community to innovate on top of a solid foundation. Check out the Paper, Technical details, Qwen3-Embedding and Qwen3-Reranker. All credit for this research goes to the researchers of this project. Also, feel free to follow us on Twitter and don’t forget to join our 95k+ ML SubReddit and Subscribe to our Newsletter. Asif RazzaqWebsite |  + postsBioAsif Razzaq is the CEO of Marktechpost Media Inc.. As a visionary entrepreneur and engineer, Asif is committed to harnessing the potential of Artificial Intelligence for social good. His most recent endeavor is the launch of an Artificial Intelligence Media Platform, Marktechpost, which stands out for its in-depth coverage of machine learning and deep learning news that is both technically sound and easily understandable by a wide audience. The platform boasts of over 2 million monthly views, illustrating its popularity among audiences.Asif Razzaqhttps://www.marktechpost.com/author/6flvq/A Step-by-Step Coding Guide to Building an Iterative AI Workflow Agent Using LangGraph and GeminiAsif Razzaqhttps://www.marktechpost.com/author/6flvq/From Clicking to Reasoning: WebChoreArena Benchmark Challenges Agents with Memory-Heavy and Multi-Page TasksAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Mistral AI Introduces Mistral Code: A Customizable AI Coding Assistant for Enterprise WorkflowsAsif Razzaqhttps://www.marktechpost.com/author/6flvq/NVIDIA AI Releases Llama Nemotron Nano VL: A Compact Vision-Language Model Optimized for Document Understanding

Conflux Technology, an Australian company specializing in heat transfer solutions and additive manufacturing, has announced a collaboration with Italian hypercar manufacturer Pagani to address thermal management challenges in the Pagani Utopia’s transmission. The Utopia, Pagani’s latest hypercar, uses a 6-liter twin-turbo V12 engine designed by Mercedes-AMG. Its powertrain integrates a custom seven-speed transmission developed by Xtrac, available in both automated and manual configurations, to deliver the high levels of control and responsiveness required in extreme driving conditions. The Australian-based firm developed a cartridge heat exchanger specifically for the Utopia’s transmission oil system to improve heat rejection. According to the company, this solution achieves a 30% increase in heat rejection compared to the previous heat exchanger design. This enhancement is critical to maintain optimal thermal performance during high-load operations and ensures the vehicle meets global emissions standards, including those in California. Pagani’s Utopia hypercar, powered by a 6-liter twin-turbo V12 engine. Photo via Conflux Technology. Pagani subjected the Utopia’s transmission system to extensive testing, including track and road validation as well as thermal shock trials. These tests confirmed the durability and thermal resilience of the new heat exchanger under demanding operational conditions, aligning with the vehicle’s performance requirements. Michael Fuller, Founder and CEO of Conflux Technology, said: “Our advanced heat exchangers are designed to enable new levels of effectiveness, perfectly complementing the engineering craftsmanship that Pagani is celebrated for. This collaboration showcases the synergy of precision, innovation, and excellence.” Francesco Perini, Head of the Technical Department at Pagani, emphasized: “Conflux’s advanced heat transfer technology empowers the Pagani Utopia to achieve superior heat rejection ensuring optimal thermal balance, even in severe driving conditions. In our relentless pursuit of perfection, every detail matters. Conflux’s cartridge heat exchangers are a testament to precision and innovation, playing a vital role in ensuring that the Utopia can be enjoyed for a romantic drive on the French Riviera as well as on the most demanding tracks.” Oliver Nixon, Head of High Performance Automotive at Xtrac, stated: “The innovation of Conflux’s technology has allowed Xtrac to continue to push the boundaries of transmission performance, whilst maintaining the lightweight, motorsport derived ethos of our transmission solutions.” Conflux Technology’s additive-manufactured cartridge heat exchangers. Photo via Conflux Technology. Conflux is developing its Conflux Production Systems (CPS) to scale the production of its heat exchangers, supported by an AUD 11 million Series B funding round. The company’s technology is applied across multiple sectors, including aerospace, motorsports, high-powered industrial equipment, and defense, where effective thermal management is essential. The cartridge design leverages additive manufacturing to produce complex geometries that enhance heat transfer while reducing weight, supporting the requirements of high-performance automotive applications. Xtrac, headquartered in Berkshire, UK, with additional facilities in Indiana and North Carolina, specializes in engineering transmission and driveline systems for both motorsport and automotive sectors. Engine bay featuring Xtrac’s seven-speed gearbox. Photo via Conflux Technology. Additive Manufacturing in High-Performance Automotive Design Bentley Motors recent limited-run Batur grand tourer, The Black Rose, integrates additive manufacturing into its design through 18-karat recycled rose gold components. Developed by the Mulliner division in collaboration with precious metal supplier Cooksongold, the project uses up to 210 grams of printed gold in elements such as the Drive Mode Selector, air vent controls, and steering wheel insert. These components are hallmarked in Birmingham’s Jewellery Quarter, with some also bearing the hallmark commemorating Queen Elizabeth II’s Platinum Jubilee. Bentley’s investment in additive manufacturing capacity since 2022 amounts to £3 million. This focus on additive manufacturing extends to high-performance vehicle engineering, as seen in McLaren Automotive’s W1 hypercar. The W1 incorporates titanium 3D printing in the production of front uprights and wishbones for its suspension system, contributing to significant weight savings and enhanced dynamic performance. McLaren reports that the W1 achieves a vehicle weight of 1,399kg, enabling a power-to-weight ratio of 911PS/tonne and supporting acceleration from 0 to 200km/h in 5.8 seconds. Central to this development is the company’s collaboration with Divergent Technologies, whose DAPS platform supports rapid design iteration and manufacturing flexibility.s. Front view of the McLaren W1 hypercar. Image via McLaren. Take the 3DPI Reader Survey — shape the future of AM reporting in under 5 minutes. Ready to discover who won the 2024 3D Printing Industry Awards? Subscribe to the 3D Printing Industry newsletter to stay updated with the latest news and insights. Featured photo shows Pagani’s Utopia hypercar, powered by a 6-liter twin-turbo V12 engine. Photo via Conflux Technology. Anyer Tenorio Lara Anyer Tenorio Lara is an emerging tech journalist passionate about uncovering the latest advances in technology and innovation. With a sharp eye for detail and a talent for storytelling, Anyer has quickly made a name for himself in the tech community. Anyer's articles aim to make complex subjects accessible and engaging for a broad audience. In addition to his writing, Anyer enjoys participating in industry events and discussions, eager to learn and share knowledge in the dynamic world of technology.

Photo credit: Checkwitch Poiron Architects Discover Montessori School, a project by Checkwitch Poiron Architects, consists of a 10-classroom Montessori farming school on the Agricultural Land Reserve outside of Nanaimo, on Vancouver Island. The client was committed to the idea of sustainability embedded in the Montessori principles of interconnectedness, citizenship and minimalism. Photo credit: Checkwitch Poiron Architects The zoning required that the site be easily returnable to farm use and more specifically precluded the use of a concrete slab on grade. This led Checkwitch Poiron Architects to identify low carbon construction as an achievable sustainable target. The budget was limited, and as such, all design decisions considered the implications on cost, schedule and carbon footprint. This included an analysis of various foundation strategies, including concrete piers and helical piles, prepared by structural engineers Fast and Epp with life cycle analysis by Introba. Photo credit: Checkwitch Poiron Architects The design uses recycled Douglas Fir floorboards as exterior cladding, and interior corridors are lined with Hemlock tiles using waste diverted from a lumber mill. The mechanical consultant (Introba) used the correlation between low precipitation levels and low school use during summer months to design one of the first rainwater catchment systems in British Columbia to be certified for commercial use. Photo credit: Checkwitch Poiron Architects This project demonstrates how low-carbon and sustainable construction can be achieved, despite budget limitations, by identifying opportunities and the use of practical, cost efficient design. Discover Montessori recently achieved CAGBC Zero Carbon Building Standard Certification, was the Overall Winner of the Vancouver Island Commercial Building Awards, and was awarded the BC Embodied Carbon Award for Large Buildings by the Carbon Leadership Forum (CLF). Photo credit: Checkwitch Poiron Architects The project also incorporates water-saving design strategies and collects rainwater for potable water use, as the first project of this kind approved in BC. Photo credit: Checkwitch Poiron Architects Technical Sheet: Location: Nanaimo, BC Client: Discover Montessori Size: 12,492 sf Status: Completed 2023 The post Discover Montessori School achieves CAGBC Zero Carbon certification appeared first on Canadian Architect.

We may earn a commission from links on this page.Like shopping on Amazon itself, Prime Video can sometimes feel like a jumble sale: a proliferation of TV and movies from every era, none of it terribly well-curated. There’s a lot to sort through, and the choices can be a little overwhelming. Presentation issues aside, there are some real gems to be found, as long as you’re willing to dig a bit—the streamer offers more than a few impressive exclusives, though they sometimes get lost amid the noise. Here are 20 of the best TV series Prime Video has to offer, including both ongoing and concluded shows.Overcompensating (2025 – ) Comedian Benito Skinner plays himself, sort of, in this buzzy comedy that sees a former high school jock facing his freshman year in college, desperately trying to convince himself and everyone else that he's as straight as they come (relatable, except for the jock part). Much of the show's appeal is in its deft blending of tones: It's a frequently raunchy college comedy, but it's simultaneously a sweet coming-of-age story about accepting yourself without worrying about what everyone else thinks. The impressive cast includes Adam DiMarco (The White Lotus) and Rish Shah (Ms. Marvel) You can stream Overcompensating here. Étoile (2025 –, renewed for season two) Amy Sherman-Palladino and David Palladino (Gilmore Girls, The Marvelous Mrs. Maisel) are back on TV and back in the dance world (following Bunheads) with this series about two world-renowned ballet companies (one in NYC and one in Paris) that decide to spice things up by swapping their most talented dancers. Each company is on the brink of financial disaster, and so Jack McMillan (Luke Kirby), director of the Metropolitan Ballet, and Geneviève Lavigne (Charlotte Gainsbourg), director of of Le Ballet National, come up with the plan, and recruit an eccentric billionaire (Simon Callow) to pay for it. Much of the comedy comes from the mismatched natures of their swapped dancers, and there's a tangible love of ballet that keeps things light, despite the fancy title. You can stream Étoile here.Fallout (2024 – , renewed for second and third seasons) A shockingly effective video game adaptation, Fallout does post-apocalyptic TV with a lot more color and vibrancy than can typically be ascribed to the genre (in the world of Fallout, the aesthetic of the 1950s hung on for a lot longer than it did in ours). The setup is a little complicated, but not belabored in the show itself: It's 2296 on an Earth devastated two centuries earlier by a nuclear war between the United States and China, exacerbated by conflicts between capitalists and so-called communists. Lucy MacLean (Ella Purnell) emerges from the underground Vault where she's lived her whole life protected from the presumed ravages of the world above, hoping to find her missing father, who was kidnapped by raiders. The aboveground wasteland is dominated by various factions, each of which considers the others dangerous cults, and believes that they alone know mankind's way forward. It's also overrun by Ghouls, Gulpers, and other wild radiation monsters. Through all of this, Lucy remains just about the only human with any belief in humanity, or any desire to make things better. You can stream Fallout here.Deadloch (2023 –, renewed for a second season) Both an excellent crime procedural and an effective satire of the genre, this Australian import does about as well as setting up its central mystery as Broadchurch and its many (many) imitators. Kate Box stars as Dulcie Collins, fastidious senior sergeant of the police force in the fictional town of the title. When a body turns up dead on the beach, Dulcie is joined by Madeleine Sami's Eddie Redcliffe, a crude and generally obnoxious detective brought in to help solve the case. Unraveling the web of secrets and mysteries in the tiny Tasmanian town is appropriately addictive, with the added bonus of cop thriller tropes getting mercilessly mocked all the way. You can stream Deadlock here.The Lord of the Rings: The Rings of Power (2022 – , third season coming) All the talk around The Rings of Power in the lead-up to the series had to do with the cost of the planned five seasons expected to be somewhere in the billion dollar range. At that price point, it’s tempting to expect a debacle—but the resulting series is actually quite good, blending epic conflict with more grounded characters in a manner that evokes both Tolkien, and Peter Jackson’s Lord of the Rings films. Set thousands of years before those tales, the series follows an ensemble cast lead by Morfydd Clark as Elven outcast Galadriel and, at the other end of the spectrum, Markella Kavenagh as Nori, a Harfoot (the people we’ll much later know as Hobbits) with a yearning for adventure who finds herself caught up in the larger struggles of a world about to see the rise of the Dark Lord Sauron, the fall of the idyllic island kingdom of Númenor, and the the last alliance of Elves and humans. You can stream The Rings of Power here.Reacher (2022 – , fourth season coming) Getting high marks for his portrayal of the Lee Childs’ character (from both book and TV fans) is Alan Ritchson (Titans), playing Reacher with an appropriately commanding physical presence. The first season finds the former U.S. Army military policeman visiting the rural town of Margrave, Georgia...where he’s quickly arrested for murder. His attempts to clear his name find him caught up in a complex conspiracy involving the town’s very corrupt police force, as well as shady local businessmen and politicians. Subsequent seasons find our ripped drifter reconnecting with members of his old army special-investigations unit, including Frances Neagley (Maria Stan), who's getting her own spin-off. You can stream Reacher here. The Bondsman (2025, one season) It's tempting not to include The Bondsman among Prime's best, given that it's representative of an increasingly obnoxious trend: shows that get cancelled before they ever really got a chance. This Kevin Bacon-led action horror thriller did well with critics and on the streaming charts, and it's had a consistent spot among Prime's top ten streaming shows, but it got the pink slip anyway. Nevertheless, what we did get is a lot of fun: Bacon plays Hub Halloran, a bounty hunter who dies on the job only to discover that he's been resurrected by the literal devil, for whom he now works. It comes to a moderately satisfying conclusion, despite the cancellation. You can stream The Bondsman here. The Lord of the Rings: The Rings of Power (2022 – , third season coming) All the talk around The Rings of Power in the lead-up to the series had to do with the cost of the planned five seasons expected to be somewhere in the billion dollar range. At that price point, it’s tempting to expect a debacle—but the resulting series is actually quite good, blending epic conflict with more grounded characters in a manner that evokes both Tolkien, and Peter Jackson’s Lord of the Rings films. Set thousands of years before those tales, the series follows an ensemble cast lead by Morfydd Clark as Elven outcast Galadriel and, at the other end of the spectrum, Markella Kavenagh as Nori, a Harfoot (the people we’ll much later know as Hobbits) with a yearning for adventure who finds herself caught up in the larger struggles of a world about to see the rise of the Dark Lord Sauron, the fall of the idyllic island kingdom of Númenor, and the the last alliance of Elves and humans. You can stream The Rings of Power here.The Expanse (2015 – 2022, six seasons) A pick-up from the SyFy channel after that network all but got out of the original series business, The Expanse started good and only got better with each succeeding season. Starring Steven Strait, Shohreh Aghdashloo, and Dominique Tipper among a sizable ensemble, the show takes place in a near-ish future in which we’ve spread out into the solar system, while largely taking all of the usual political bullshit and conflicts with us. A salvage crew comes upon an alien microorganism with the potential to upend pretty much everything, if humanity can stop fighting over scraps long enough to make it matter. The show brings a sense of gritty realism to TV sci-fi, without entirely sacrificing optimism—or, at least, the idea that well-intentioned individuals can make a difference. You can stream The Expanse here. Mr. & Mrs. Smith (2024 – , renewed for a second season) One-upping the Brad Pitt/Angelina Jolie movie on which it's based, Mr. & Mrs. Smith stars Donald Glover and Maya Erskine as a couple of spies tasked to pose as a married couple while coordinating (and sometimes competing against one another) on missions. Smartly, each episode takes on a standalone mission in a different location, while complicating the relationship between the two and gradually upping the stakes until the season finale, which sees them pitted against each other. The show is returning for season two, though it's unclear if Glover and Erskine will be returning, or if we'll be getting a new Mr. & Mrs. You can stream Mr. & Mrs. Smith here. Good Omens (2019– , conclusion coming) Michael Sheen and David Tennant are delightful as, respectively, the hopelessly naive angel Aziraphale and the demon Crowley, wandering the Earth for millennia and determined not to let the perpetual conflict between their two sides get in the way of their mismatched friendship. In the show’s world, from the 1990 novel by Neil Gaiman and Terry Pratchett, heaven and hell are are less representative of good and evil than hidebound bureaucracies, more interested in scoring points on each other than in doing anything useful for anyone down here. It’s got a sly, quirky, sometimes goofy sense of humor, even while it asks some big questions about who should get to decide what’s right and what’s wrong. Following some depressingly gross revelations about writer and showrunner Gaiman, it was announced that he'd be off the production and the third season would be reduced to a movie-length conclusion, date tbd. You can stream Good Omens here. The Marvelous Mrs. Maisel (2017 – 2023, five seasons) Mrs. Maisel was one of Prime’s first and buzziest original series, a comedy-drama from Amy Sherman-Palladino (Gilmore Girls) about the title’s Midge Maisel (Rachel Brosnahan), a New York housewife of the late 1950s who discovers a talent for stand-up comedy. Inspired by the real-life careers of comedians like Totie Fields and Joan Rivers, the show is both warm and funny, with great performances and dialogue; it also achieves something rare in being a show about comedy that’s actually funny. You can stream Mrs. Maisel here. The Boys (2019 – , fifth and final season coming) There’s a lot of superhero stuff out there, no question, but, as there was no series quite like the Garth Ennis and Darick Robertson comic book on which this show is based, there’s nothing else quite like The Boys. The very dark satire imagines a world in which superheroes are big with the public, but whose powers don’t make them any better than the average jerk. When his girlfriend is gruesomely killed by a superhero who couldn’t really care less (collateral damage, ya know), Wee Hughie (Jack Quaid) is recruited by the title agency. Led by Billy Butcher (Karl Urban), the Boys watch over the world’s superpowered individuals, putting them down when necessary and possible. A concluding fifth season is on the way, as is a second season of the live-action spin-off (Gen V). An animated miniseries (Diabolical) came out in 2022. The Man in the High Castle (2015–2019, four seasons) From a novel by Philip K. Dick (whose work has been the basis for Blade Runner, Total Recall, Minority Report, A Scanner Darkly, among many others), The Man in the High Castle takes place in an alternate history in which the Axis powers won World War II, and in which the United States is split down the middle; Japan governing the west and Germany the east. The title’s man in the high castle offers an alternate view, though, one in which the Allies actually won, with the potential to rally opposition to the Axis rulers. As the show progresses through its four seasons, the parallels to our increasingly authoritarian-friendly world, making it one of the more relevant shows of recent years. You can stream The Man in the High Castle here. The Wheel of Time (2021 – 2025, three seasons) An effective bit of fantasy storytelling, The Wheel of Time sees five people taken from a secluded village by Moiraine Damodred (Rosamund Pike), a powerful magic user who believes that one of them is the reborn Dragon: a being who will either heal the world, or destroy it entirely. The show has an epic sweep while smartly focusing on the very unworldly villagers, experiencing much of this at the same time as the audience. This is another mixed recommendation in that, while the show itself is quite good, it has just been cancelled following a third season that saw it really getting into its groove. The show goes through the fourth and fifth books of Robert Jordan's fantasy series, so, I suppose, you can always jump into the novels to finish the story. You can stream Wheel of Time here. The Devil’s Hour (2022 – , renewed for a third season) Jessica Raine (Call the Midwife) joins Peter Capaldi (The Thick of It, Doctor Who) for a slightly convoluted but haunting series that throws in just about every horror trope that you can think of while still managing to ground things in the two lead performances. Raine plays a social worker whose life is coming apart on almost every level: She’s caring for her aging mother, her marriage is ending, her son is withdrawn, and she wakes up at 3:33 am every morning exactly. She’s as convincing in the role as Capaldi is absolutely terrifying as a criminal linked to at least one killing who knows a lot more than he makes clear. You can stream The Devil's Hour here. Batman: Caped Crusader (2024 – , second season coming) I know, there's a lot of Batman out there. But this one's got real style, harkening back to Batman: The Animated Series from the 1990s (no surprise, given that Bruce Timm developed this one too). With a 1940s-esque setting, the show dodges some of the more outlandish superhero tropes to instead focus on a Gotham City rife with crime, corrupt cops, and gang warfare. There's just enough serialization across the first season to keep things addictive. You can stream Caped Crusader here. Secret Level (2024 – , renewed for a second season) This is pretty fun: an anthology of animated shorts from various creative teams that tell stories set within the worlds of various (15 so far) video games, including Unreal, Warhammer, Sifu, Mega Man, and Honor of Kings. It's hard to find consistent threads given the variety of source material, but that's kinda the point: There's a little something for everyone, and most shorts don't demand any extensive knowledge of game lore—though, naturally, they're a bit more fun for the initiated. The voice cast includes the likes of Arnold Schwarzenegger, his son Patrick Schwarzenegger, Keanu Reeves, Gabriel Luna, Ariana Greenblatt, and Adewale Akinnuoye-Agbaje. You can stream Secret Level here. Cross (2024 – , renewed for a second season) James Patterson's Alex Cross novels have been adapted three times before, all with mixed results: Morgan Freeman played the character twice, and Tyler Perry took on the role in 2012. Here, the forensic psychologist/police detective of a few dozen novels is played by Aldis Hodge (Leverage, One Night in Miami...), and it feels like he's finally nailed it. There are plenty of cop-drama tropes at work here, but the series is fast-paced and intense, and Hodge is instantly compelling in the iconic lead role. You can stream Cross here. Fleabag (2016–2019, two seasons) Fleabag isn’t a Prime original per se, nor even a co-production, but Amazon is the show’s American distributor and still brands it as such, so we’re going to count it. There’s no quick synopsis here, but stars Phoebe Waller-Bridge as the title character (only ever known as Fleabag) in the comedy drama about a free-spirited, but also deeply angry single woman in living in London. Waller-Bridge won separate Emmys as the star, creator, and writer of the series (all in the same year), and co-stars Sian Clifford, Olivia Coleman, Fiona Shaw, and Kristin Scott Thomas all received well-deserved nominations. You can stream Fleabag here.