• EPFL Researchers Unveil FG2 at CVPR: A New AI Model That Slashes Localization Errors by 28% for Autonomous Vehicles in GPS-Denied Environments

    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 Lausannein 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 aerialimage. 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-Viewbut 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 verticaldimension 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-DoFpose.

    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
    #epfl #researchers #unveil #fg2 #cvpr
    EPFL Researchers Unveil FG2 at CVPR: A New AI Model That Slashes Localization Errors by 28% for Autonomous Vehicles in GPS-Denied Environments
    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 Lausannein 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 aerialimage. 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-Viewbut 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 verticaldimension 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-DoFpose. 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 #epfl #researchers #unveil #fg2 #cvpr
    WWW.MARKTECHPOST.COM
    EPFL Researchers Unveil FG2 at CVPR: A New AI Model That Slashes Localization Errors by 28% for Autonomous Vehicles in GPS-Denied Environments
    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
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  • CIOs baffled by ‘buzzwords, hype and confusion’ around AI

    Technology leaders are baffled by a “cacophony” of “buzzwords, hype and confusion” over the benefits of artificial intelligence, according to the founder and CEO of technology company Pegasystems.
    Alan Trefler, who is known for his prowess at chess and ping pong, as well as running a bn turnover tech company, spends much of his time meeting clients, CIOs and business leaders.
    “I think CIOs are struggling to understand all of the buzzwords, hype and confusion that exists,” he said.
    “The words AI and agentic are being thrown around in this great cacophony and they don’t know what it means. I hear that constantly.”
    CIOs are under pressure from their CEOs, who are convinced AI will offer something valuable.
    “CIOs are really hungry for pragmatic and practical solutions, and in the absence of those, many of them are doing a lot of experimentation,” said Trefler.
    Companies are looking at large language models to summarise documents, or to help stimulate ideas for knowledge workers, or generate first drafts of reports – all of which will save time and make people more productive.

    But Trefler said companies are wary of letting AI loose on critical business applications, because it’s just too unpredictable and prone to hallucinations.
    “There is a lot of fear over handing things over to something that no one understands exactly how it works, and that is the absolute state of play when it comes to general AI models,” he said.
    Trefler is scathing about big tech companies that are pushing AI agents and large language models for business-critical applications. “I think they have taken an expedient but short-sighted path,” he said.
    “I believe the idea that you will turn over critical business operations to an agent, when those operations have to be predictable, reliable, precise and fair to clients … is something that is full of issues, not just in the short term, but structurally.”
    One of the problems is that generative AI models are extraordinarily sensitive to the data they are trained on and the construction of the prompts used to instruct them. A slight change in a prompt or in the training data can lead to a very different outcome.
    For example, a business banking application might learn its customer is a bit richer or a bit poorer than expected.
    “You could easily imagine the prompt deciding to change the interest rate charged, whether that was what the institution wanted or whether it would be legal according to the various regulations that lenders must comply with,” said Trefler.

    Trefler said Pega has taken a different approach to some other technology suppliers in the way it adds AI into business applications.
    Rather than using AI agents to solve problems in real time, AI agents do their thinking in advance.
    Business experts can use them to help them co-design business processes to perform anything from assessing a loan application, giving an offer to a valued customer, or sending out an invoice.
    Companies can still deploy AI chatbots and bots capable of answering queries on the phone. Their job is not to work out the solution from scratch for every enquiry, but to decide which is the right pre-written process to follow.
    As Trefler put it, design agents can create “dozens and dozens” of workflows to handle all the actions a company needs to take care of its customers.
    “You just use the natural language model for semantics to be able to handle the miracle of getting the language right, but tie that language to workflows, so that you have reliable, predictable, regulatory-approved ways to execute,” he said.

    Large language modelsare not always the right solution. Trefler demonstrated how ChatGPT 4.0 tried and failed to solve a chess puzzle. The LLM repeatedly suggested impossible or illegal moves, despite Trefler’s corrections. On the other hand, another AI tool, Stockfish, a dedicated chess engine, solved the problem instantly.
    The other drawback with LLMs is that they consume vast amounts of energy. That means if AI agents are reasoning during “run time”, they are going to consume hundreds of times more electricity than an AI agent that simply selects from pre-determined workflows, said Trefler.
    “ChatGPT is inherently, enormously consumptive … as it’s answering your question, its firing literally hundreds of millions to trillions of nodes,” he said. “All of that takeselectricity.”
    Using an employee pay claim as an example, Trefler said a better alternative is to generate, say, 30 alternative workflows to cover the major variations found in a pay claim.
    That gives you “real specificity and real efficiency”, he said. “And it’s a very different approach to turning a process over to a machine with a prompt and letting the machine reason it through every single time.”
    “If you go down the philosophy of using a graphics processing unitto do the creation of a workflow and a workflow engine to execute the workflow, the workflow engine takes a 200th of the electricity because there is no reasoning,” said Trefler.
    He is clear that the growing use of AI will have a profound effect on the jobs market, and that whole categories of jobs will disappear.
    The need for translators, for example, is likely to dry up by 2027 as AI systems become better at translating spoken and written language. Google’s real-time translator is already “frighteningly good” and improving.
    Pega now plans to work more closely with its network of system integrators, including Accenture and Cognizant to deliver AI services to businesses.

    An initiative launched last week will allow system integrators to incorporate their own best practices and tools into Pega’s rapid workflow development tools. The move will mean Pega’s technology reaches a wider range of businesses.
    Under the programme, known as Powered by Pega Blueprint, system integrators will be able to deploy customised versions of Blueprint.
    They can use the tool to reverse-engineer ageing applications and replace them with modern AI workflows that can run on Pega’s cloud-based platform.
    “The idea is that we are looking to make this Blueprint Agent design approach available not just through us, but through a bunch of major partners supplemented with their own intellectual property,” said Trefler.
    That represents a major expansion for Pega, which has largely concentrated on supplying technology to several hundred clients, representing the top Fortune 500 companies.
    “We have never done something like this before, and I think that is going to lead to a massive shift in how this technology can go out to market,” he added.

    When AI agents behave in unexpected ways
    Iris is incredibly smart, diligent and a delight to work with. If you ask her, she will tell you she is an intern at Pegasystems, and that she lives in a lighthouse on the island of Texel, north of the Netherlands. She is, of course, an AI agent.
    When one executive at Pega emailed Iris and asked her to write a proposal for a financial services company based on his notes and internet research, Iris got to work.
    Some time later, the executive received a phone call from the company. “‘Listen, we got a proposal from Pega,’” recalled Rob Walker, vice-president at Pega, speaking at the Pegaworld conference last week. “‘It’s a good proposal, but it seems to be signed by one of your interns, and in her signature, it says she lives in a lighthouse.’ That taught us early on that agents like Iris need a safety harness.”
    The developers banned Iris from sending an email to anyone other than the person who sent the original request.
    Then Pega’s ethics department sent Iris a potentially abusive email from a Pega employee to test her response.
    Iris reasoned that the email was either a joke, abusive, or that the employee was under distress, said Walker.
    She considered forwarding the email to the employee’s manager or to HR. But both of these options were now blocked by her developers. “So what does she do? She sent an out of office,” he said. “Conflict avoidance, right? So human, but very creative.”
    #cios #baffled #buzzwords #hype #confusion
    CIOs baffled by ‘buzzwords, hype and confusion’ around AI
    Technology leaders are baffled by a “cacophony” of “buzzwords, hype and confusion” over the benefits of artificial intelligence, according to the founder and CEO of technology company Pegasystems. Alan Trefler, who is known for his prowess at chess and ping pong, as well as running a bn turnover tech company, spends much of his time meeting clients, CIOs and business leaders. “I think CIOs are struggling to understand all of the buzzwords, hype and confusion that exists,” he said. “The words AI and agentic are being thrown around in this great cacophony and they don’t know what it means. I hear that constantly.” CIOs are under pressure from their CEOs, who are convinced AI will offer something valuable. “CIOs are really hungry for pragmatic and practical solutions, and in the absence of those, many of them are doing a lot of experimentation,” said Trefler. Companies are looking at large language models to summarise documents, or to help stimulate ideas for knowledge workers, or generate first drafts of reports – all of which will save time and make people more productive. But Trefler said companies are wary of letting AI loose on critical business applications, because it’s just too unpredictable and prone to hallucinations. “There is a lot of fear over handing things over to something that no one understands exactly how it works, and that is the absolute state of play when it comes to general AI models,” he said. Trefler is scathing about big tech companies that are pushing AI agents and large language models for business-critical applications. “I think they have taken an expedient but short-sighted path,” he said. “I believe the idea that you will turn over critical business operations to an agent, when those operations have to be predictable, reliable, precise and fair to clients … is something that is full of issues, not just in the short term, but structurally.” One of the problems is that generative AI models are extraordinarily sensitive to the data they are trained on and the construction of the prompts used to instruct them. A slight change in a prompt or in the training data can lead to a very different outcome. For example, a business banking application might learn its customer is a bit richer or a bit poorer than expected. “You could easily imagine the prompt deciding to change the interest rate charged, whether that was what the institution wanted or whether it would be legal according to the various regulations that lenders must comply with,” said Trefler. Trefler said Pega has taken a different approach to some other technology suppliers in the way it adds AI into business applications. Rather than using AI agents to solve problems in real time, AI agents do their thinking in advance. Business experts can use them to help them co-design business processes to perform anything from assessing a loan application, giving an offer to a valued customer, or sending out an invoice. Companies can still deploy AI chatbots and bots capable of answering queries on the phone. Their job is not to work out the solution from scratch for every enquiry, but to decide which is the right pre-written process to follow. As Trefler put it, design agents can create “dozens and dozens” of workflows to handle all the actions a company needs to take care of its customers. “You just use the natural language model for semantics to be able to handle the miracle of getting the language right, but tie that language to workflows, so that you have reliable, predictable, regulatory-approved ways to execute,” he said. Large language modelsare not always the right solution. Trefler demonstrated how ChatGPT 4.0 tried and failed to solve a chess puzzle. The LLM repeatedly suggested impossible or illegal moves, despite Trefler’s corrections. On the other hand, another AI tool, Stockfish, a dedicated chess engine, solved the problem instantly. The other drawback with LLMs is that they consume vast amounts of energy. That means if AI agents are reasoning during “run time”, they are going to consume hundreds of times more electricity than an AI agent that simply selects from pre-determined workflows, said Trefler. “ChatGPT is inherently, enormously consumptive … as it’s answering your question, its firing literally hundreds of millions to trillions of nodes,” he said. “All of that takeselectricity.” Using an employee pay claim as an example, Trefler said a better alternative is to generate, say, 30 alternative workflows to cover the major variations found in a pay claim. That gives you “real specificity and real efficiency”, he said. “And it’s a very different approach to turning a process over to a machine with a prompt and letting the machine reason it through every single time.” “If you go down the philosophy of using a graphics processing unitto do the creation of a workflow and a workflow engine to execute the workflow, the workflow engine takes a 200th of the electricity because there is no reasoning,” said Trefler. He is clear that the growing use of AI will have a profound effect on the jobs market, and that whole categories of jobs will disappear. The need for translators, for example, is likely to dry up by 2027 as AI systems become better at translating spoken and written language. Google’s real-time translator is already “frighteningly good” and improving. Pega now plans to work more closely with its network of system integrators, including Accenture and Cognizant to deliver AI services to businesses. An initiative launched last week will allow system integrators to incorporate their own best practices and tools into Pega’s rapid workflow development tools. The move will mean Pega’s technology reaches a wider range of businesses. Under the programme, known as Powered by Pega Blueprint, system integrators will be able to deploy customised versions of Blueprint. They can use the tool to reverse-engineer ageing applications and replace them with modern AI workflows that can run on Pega’s cloud-based platform. “The idea is that we are looking to make this Blueprint Agent design approach available not just through us, but through a bunch of major partners supplemented with their own intellectual property,” said Trefler. That represents a major expansion for Pega, which has largely concentrated on supplying technology to several hundred clients, representing the top Fortune 500 companies. “We have never done something like this before, and I think that is going to lead to a massive shift in how this technology can go out to market,” he added. When AI agents behave in unexpected ways Iris is incredibly smart, diligent and a delight to work with. If you ask her, she will tell you she is an intern at Pegasystems, and that she lives in a lighthouse on the island of Texel, north of the Netherlands. She is, of course, an AI agent. When one executive at Pega emailed Iris and asked her to write a proposal for a financial services company based on his notes and internet research, Iris got to work. Some time later, the executive received a phone call from the company. “‘Listen, we got a proposal from Pega,’” recalled Rob Walker, vice-president at Pega, speaking at the Pegaworld conference last week. “‘It’s a good proposal, but it seems to be signed by one of your interns, and in her signature, it says she lives in a lighthouse.’ That taught us early on that agents like Iris need a safety harness.” The developers banned Iris from sending an email to anyone other than the person who sent the original request. Then Pega’s ethics department sent Iris a potentially abusive email from a Pega employee to test her response. Iris reasoned that the email was either a joke, abusive, or that the employee was under distress, said Walker. She considered forwarding the email to the employee’s manager or to HR. But both of these options were now blocked by her developers. “So what does she do? She sent an out of office,” he said. “Conflict avoidance, right? So human, but very creative.” #cios #baffled #buzzwords #hype #confusion
    WWW.COMPUTERWEEKLY.COM
    CIOs baffled by ‘buzzwords, hype and confusion’ around AI
    Technology leaders are baffled by a “cacophony” of “buzzwords, hype and confusion” over the benefits of artificial intelligence (AI), according to the founder and CEO of technology company Pegasystems. Alan Trefler, who is known for his prowess at chess and ping pong, as well as running a $1.5bn turnover tech company, spends much of his time meeting clients, CIOs and business leaders. “I think CIOs are struggling to understand all of the buzzwords, hype and confusion that exists,” he said. “The words AI and agentic are being thrown around in this great cacophony and they don’t know what it means. I hear that constantly.” CIOs are under pressure from their CEOs, who are convinced AI will offer something valuable. “CIOs are really hungry for pragmatic and practical solutions, and in the absence of those, many of them are doing a lot of experimentation,” said Trefler. Companies are looking at large language models to summarise documents, or to help stimulate ideas for knowledge workers, or generate first drafts of reports – all of which will save time and make people more productive. But Trefler said companies are wary of letting AI loose on critical business applications, because it’s just too unpredictable and prone to hallucinations. “There is a lot of fear over handing things over to something that no one understands exactly how it works, and that is the absolute state of play when it comes to general AI models,” he said. Trefler is scathing about big tech companies that are pushing AI agents and large language models for business-critical applications. “I think they have taken an expedient but short-sighted path,” he said. “I believe the idea that you will turn over critical business operations to an agent, when those operations have to be predictable, reliable, precise and fair to clients … is something that is full of issues, not just in the short term, but structurally.” One of the problems is that generative AI models are extraordinarily sensitive to the data they are trained on and the construction of the prompts used to instruct them. A slight change in a prompt or in the training data can lead to a very different outcome. For example, a business banking application might learn its customer is a bit richer or a bit poorer than expected. “You could easily imagine the prompt deciding to change the interest rate charged, whether that was what the institution wanted or whether it would be legal according to the various regulations that lenders must comply with,” said Trefler. Trefler said Pega has taken a different approach to some other technology suppliers in the way it adds AI into business applications. Rather than using AI agents to solve problems in real time, AI agents do their thinking in advance. Business experts can use them to help them co-design business processes to perform anything from assessing a loan application, giving an offer to a valued customer, or sending out an invoice. Companies can still deploy AI chatbots and bots capable of answering queries on the phone. Their job is not to work out the solution from scratch for every enquiry, but to decide which is the right pre-written process to follow. As Trefler put it, design agents can create “dozens and dozens” of workflows to handle all the actions a company needs to take care of its customers. “You just use the natural language model for semantics to be able to handle the miracle of getting the language right, but tie that language to workflows, so that you have reliable, predictable, regulatory-approved ways to execute,” he said. Large language models (LLMs) are not always the right solution. Trefler demonstrated how ChatGPT 4.0 tried and failed to solve a chess puzzle. The LLM repeatedly suggested impossible or illegal moves, despite Trefler’s corrections. On the other hand, another AI tool, Stockfish, a dedicated chess engine, solved the problem instantly. The other drawback with LLMs is that they consume vast amounts of energy. That means if AI agents are reasoning during “run time”, they are going to consume hundreds of times more electricity than an AI agent that simply selects from pre-determined workflows, said Trefler. “ChatGPT is inherently, enormously consumptive … as it’s answering your question, its firing literally hundreds of millions to trillions of nodes,” he said. “All of that takes [large quantities of] electricity.” Using an employee pay claim as an example, Trefler said a better alternative is to generate, say, 30 alternative workflows to cover the major variations found in a pay claim. That gives you “real specificity and real efficiency”, he said. “And it’s a very different approach to turning a process over to a machine with a prompt and letting the machine reason it through every single time.” “If you go down the philosophy of using a graphics processing unit [GPU] to do the creation of a workflow and a workflow engine to execute the workflow, the workflow engine takes a 200th of the electricity because there is no reasoning,” said Trefler. He is clear that the growing use of AI will have a profound effect on the jobs market, and that whole categories of jobs will disappear. The need for translators, for example, is likely to dry up by 2027 as AI systems become better at translating spoken and written language. Google’s real-time translator is already “frighteningly good” and improving. Pega now plans to work more closely with its network of system integrators, including Accenture and Cognizant to deliver AI services to businesses. An initiative launched last week will allow system integrators to incorporate their own best practices and tools into Pega’s rapid workflow development tools. The move will mean Pega’s technology reaches a wider range of businesses. Under the programme, known as Powered by Pega Blueprint, system integrators will be able to deploy customised versions of Blueprint. They can use the tool to reverse-engineer ageing applications and replace them with modern AI workflows that can run on Pega’s cloud-based platform. “The idea is that we are looking to make this Blueprint Agent design approach available not just through us, but through a bunch of major partners supplemented with their own intellectual property,” said Trefler. That represents a major expansion for Pega, which has largely concentrated on supplying technology to several hundred clients, representing the top Fortune 500 companies. “We have never done something like this before, and I think that is going to lead to a massive shift in how this technology can go out to market,” he added. When AI agents behave in unexpected ways Iris is incredibly smart, diligent and a delight to work with. If you ask her, she will tell you she is an intern at Pegasystems, and that she lives in a lighthouse on the island of Texel, north of the Netherlands. She is, of course, an AI agent. When one executive at Pega emailed Iris and asked her to write a proposal for a financial services company based on his notes and internet research, Iris got to work. Some time later, the executive received a phone call from the company. “‘Listen, we got a proposal from Pega,’” recalled Rob Walker, vice-president at Pega, speaking at the Pegaworld conference last week. “‘It’s a good proposal, but it seems to be signed by one of your interns, and in her signature, it says she lives in a lighthouse.’ That taught us early on that agents like Iris need a safety harness.” The developers banned Iris from sending an email to anyone other than the person who sent the original request. Then Pega’s ethics department sent Iris a potentially abusive email from a Pega employee to test her response. Iris reasoned that the email was either a joke, abusive, or that the employee was under distress, said Walker. She considered forwarding the email to the employee’s manager or to HR. But both of these options were now blocked by her developers. “So what does she do? She sent an out of office,” he said. “Conflict avoidance, right? So human, but very creative.”
    0 Comentários 0 Compartilhamentos
  • 7 Minimalist Pieces for a Chic First Apartment

    Courtesy of IKEAFurnishing the first place you call your own is a big deal. It needs to be more elevated than your dorm room, but the pieces also need to be affordable. You want quality furniture that will last well beyond your first lease, but it also needs to be adaptable to suit your ever-evolving style. The foolproof solution to all of these needs? IKEA. The retailer has long mastered Scandinavian simplicity, with functional, budget-friendly furniture that works with a range of styles. Here are seven selects to make your first apartment feel like home. The best part? These are proven favorites, with ratings of 4+ stars out of 5 from hundreds, if not thousands of reviews—so you can trust that each and every one will deliver both quality and style.1KALLAX Shelf Unitat IKEAYour dream of built-in bookshelves may be a few yearsaway, but that doesn’t mean you can’t fake it. Use the adaptable KALLAX series to build a shelving display that suits your space by combining different-size units.2MALM Bed Frameat IKEAFeaturing clean lines and an unfussy design, the MALM is an IKEA classic, available in three sizesand four finishes. The high headboard offers ample back support for those work-from-bed days, and the sides can be adjusted to fit varying mattress heights. If you need extra storage, just add the rolling MALM underbed storage boxes.Advertisement - Continue Reading Below3ÄLVDALEN Sleeper Sofaat IKEAIt’s guaranteed that your friends will want to come for an overnight visit in your first apartment, and you’ll want to do them one better than a blow-up air mattress to sleep on. Enter the attractive and comfortable ÄLVDALEN sleeper sofa. It easily folds out to a full-size bed, and even features storage under the seat to hold the bedding. Plus, it comes with a 10-year limited warranty, so you can trust its durability for years to come.4MICKE Deskat IKEAA full-blown home office may not be in the cards for a first pad, but a sleek workspace that won’t detract from the vibe of your living room certainly is. The streamlined MICKE desk features a long tabletopand a cable compartment to keep cords hidden away.Advertisement - Continue Reading Below5LACK Wall Shelf Unitat IKEA“Highly aesthetic,” “modern and so practical,” “sturdy and well-designed”—these are just a few of the comments from 1,300+ reviewers about why they love this shelf unit so much. Use it to turn unused vertical wall space into an artful display of ceramics, photos, and books. Hung vertically, each shelf can hold up to six pounds.6STORKLINTA 3-Drawer Chestat IKEASimple, modern, and highly functional, the STORKLINTA dresser features integrated handles on the upper edge of the drawers for a hardware-free design. The anchor-and-unlock feature reduces tip-over risk by requiring the chest be anchored to the wall for more than one drawer to be opened at once.Advertisement - Continue Reading Below7NISSAFORS Utility Cartat IKEAWhether you need more storage in your tiny kitchen or you’re simply looking for a minimalist bar cart, the NISSAFORS is the answer. It’s made of powder-coated steel, it’s available in four finishes—sophisticated black is our favorite—and it’s been tested to IKEA’s strictest standards for stability and durability, so you know it’s built to last.
    #minimalist #pieces #chic #first #apartment
    7 Minimalist Pieces for a Chic First Apartment
    Courtesy of IKEAFurnishing the first place you call your own is a big deal. It needs to be more elevated than your dorm room, but the pieces also need to be affordable. You want quality furniture that will last well beyond your first lease, but it also needs to be adaptable to suit your ever-evolving style. The foolproof solution to all of these needs? IKEA. The retailer has long mastered Scandinavian simplicity, with functional, budget-friendly furniture that works with a range of styles. Here are seven selects to make your first apartment feel like home. The best part? These are proven favorites, with ratings of 4+ stars out of 5 from hundreds, if not thousands of reviews—so you can trust that each and every one will deliver both quality and style.1KALLAX Shelf Unitat IKEAYour dream of built-in bookshelves may be a few yearsaway, but that doesn’t mean you can’t fake it. Use the adaptable KALLAX series to build a shelving display that suits your space by combining different-size units.2MALM Bed Frameat IKEAFeaturing clean lines and an unfussy design, the MALM is an IKEA classic, available in three sizesand four finishes. The high headboard offers ample back support for those work-from-bed days, and the sides can be adjusted to fit varying mattress heights. If you need extra storage, just add the rolling MALM underbed storage boxes.Advertisement - Continue Reading Below3ÄLVDALEN Sleeper Sofaat IKEAIt’s guaranteed that your friends will want to come for an overnight visit in your first apartment, and you’ll want to do them one better than a blow-up air mattress to sleep on. Enter the attractive and comfortable ÄLVDALEN sleeper sofa. It easily folds out to a full-size bed, and even features storage under the seat to hold the bedding. Plus, it comes with a 10-year limited warranty, so you can trust its durability for years to come.4MICKE Deskat IKEAA full-blown home office may not be in the cards for a first pad, but a sleek workspace that won’t detract from the vibe of your living room certainly is. The streamlined MICKE desk features a long tabletopand a cable compartment to keep cords hidden away.Advertisement - Continue Reading Below5LACK Wall Shelf Unitat IKEA“Highly aesthetic,” “modern and so practical,” “sturdy and well-designed”—these are just a few of the comments from 1,300+ reviewers about why they love this shelf unit so much. Use it to turn unused vertical wall space into an artful display of ceramics, photos, and books. Hung vertically, each shelf can hold up to six pounds.6STORKLINTA 3-Drawer Chestat IKEASimple, modern, and highly functional, the STORKLINTA dresser features integrated handles on the upper edge of the drawers for a hardware-free design. The anchor-and-unlock feature reduces tip-over risk by requiring the chest be anchored to the wall for more than one drawer to be opened at once.Advertisement - Continue Reading Below7NISSAFORS Utility Cartat IKEAWhether you need more storage in your tiny kitchen or you’re simply looking for a minimalist bar cart, the NISSAFORS is the answer. It’s made of powder-coated steel, it’s available in four finishes—sophisticated black is our favorite—and it’s been tested to IKEA’s strictest standards for stability and durability, so you know it’s built to last. #minimalist #pieces #chic #first #apartment
    WWW.ELLEDECOR.COM
    7 Minimalist Pieces for a Chic First Apartment
    Courtesy of IKEAFurnishing the first place you call your own is a big deal. It needs to be more elevated than your dorm room, but the pieces also need to be affordable. You want quality furniture that will last well beyond your first lease, but it also needs to be adaptable to suit your ever-evolving style. The foolproof solution to all of these needs? IKEA. The retailer has long mastered Scandinavian simplicity, with functional, budget-friendly furniture that works with a range of styles. Here are seven selects to make your first apartment feel like home. The best part? These are proven favorites, with ratings of 4+ stars out of 5 from hundreds, if not thousands of reviews—so you can trust that each and every one will deliver both quality and style.1KALLAX Shelf Unit$80 at IKEAYour dream of built-in bookshelves may be a few years (or decades) away, but that doesn’t mean you can’t fake it. Use the adaptable KALLAX series to build a shelving display that suits your space by combining different-size units.2MALM Bed Frame$219 at IKEAFeaturing clean lines and an unfussy design, the MALM is an IKEA classic, available in three sizes (full, queen, and king) and four finishes (white, blue, and dark brown or oak veneer). The high headboard offers ample back support for those work-from-bed days, and the sides can be adjusted to fit varying mattress heights. If you need extra storage, just add the rolling MALM underbed storage boxes.Advertisement - Continue Reading Below3ÄLVDALEN Sleeper Sofa$449 at IKEAIt’s guaranteed that your friends will want to come for an overnight visit in your first apartment, and you’ll want to do them one better than a blow-up air mattress to sleep on. Enter the attractive and comfortable ÄLVDALEN sleeper sofa. It easily folds out to a full-size bed, and even features storage under the seat to hold the bedding. Plus, it comes with a 10-year limited warranty, so you can trust its durability for years to come.4MICKE Desk$90 at IKEAA full-blown home office may not be in the cards for a first pad, but a sleek workspace that won’t detract from the vibe of your living room certainly is. The streamlined MICKE desk features a long tabletop (at nearly 56 inches, it can fit two chairs) and a cable compartment to keep cords hidden away.Advertisement - Continue Reading Below5LACK Wall Shelf Unit$100 at IKEA“Highly aesthetic,” “modern and so practical,” “sturdy and well-designed”—these are just a few of the comments from 1,300+ reviewers about why they love this shelf unit so much. Use it to turn unused vertical wall space into an artful display of ceramics, photos, and books. Hung vertically, each shelf can hold up to six pounds.6STORKLINTA 3-Drawer Chest$120 at IKEASimple, modern, and highly functional, the STORKLINTA dresser features integrated handles on the upper edge of the drawers for a hardware-free design. The anchor-and-unlock feature reduces tip-over risk by requiring the chest be anchored to the wall for more than one drawer to be opened at once.Advertisement - Continue Reading Below7NISSAFORS Utility Cart$30 at IKEAWhether you need more storage in your tiny kitchen or you’re simply looking for a minimalist bar cart, the NISSAFORS is the answer. It’s made of powder-coated steel, it’s available in four finishes—sophisticated black is our favorite—and it’s been tested to IKEA’s strictest standards for stability and durability, so you know it’s built to last.
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  • Eternal Evil Hits Xbox Series X|S – Vampires Grow Stronger with Your Blood

    Category: ID@XboxMay 30, 2025 Eternal Evil Hits Xbox Series X|S – Vampires Grow Stronger with Your Blood

    Imad Khalil, Partner, Human Qube

    Eternal Evil is a first-person survival horror game that captures the spirit of the genre’s roots. With two playable characters, limited resources, and a city on the edge of collapse, players must think fast, aim carefully, and survive the night.

    In Eternal Evil, Every Mistake Fuels Your Enemy

    Vampires don’t just attack – they feed. If you let them get close, they’ll grow faster, tougher and harder to kill. This survival horror FPS turns every encounter into a choice: strike first, or be bled dry.

    At the core of Eternal Evil is its “feeding mechanic” – the longer a vampire is on you, the stronger it becomes. What starts as a basic fight can quickly become a deadly chase if you hesitate. You’re not just trying to survive. You’re managing your own downfall.

    Every Bullet Matters

    Combat is slow, deliberate, and brutal. Ammo is scarce. Headshots are everything. You won’t blast through hordes – you’ll count every round and pray you brought enough.

    The game demands tight inventory management, attention to detail, and preparation. Puzzles are embedded in the environment. There are no glowing objectives or quest markers. Progress comes from observation, not hand-holding.

    Two Storylines. One Outbreak.

    You’ll play as two characters: detective Hank Richards, locked inside a hotel during the first wave of infection, and his ex-military ally Marcus, navigating the city from the outskirts. Each path reveals a different part of the story – and only one of them makes it to the end.

    Environments shift from cramped hallways to burned-out streets and abandoned facilities. Enemy placement and pacing are designed to keep tension high throughout both campaigns.

    No Shortcuts, No Hand-Holding

    There are no tutorials. No mini-maps. No regenerating health. Eternal Evil respects your ability to adapt – and punishes those who don’t.

    If you’re stuck on a puzzle, an optional item allows limited auto-solves – but nothing comes free. Everything in Eternal Evil has a cost.

    Pure Survival Horror

    Eternal Evil doesn’t chase spectacle. It builds fear through restraint. Minimalist UI. Cold, comic-style cutscenes. No noise – just tension.

    This is what defined the golden age of survival horror: constant pressure, deliberate pacing, and the kind of dread that doesn’t let go. Eternal Evil is now available on Xbox Series X|S.

    Eternal Evil

    Axyos Games

    ☆☆☆☆☆
    4

    ★★★★★

    Get it now

    In Eternal Evil, you'll immerse yourself in a dark, blood-soaked atmosphere filled with terrifying enemies and a gripping, mysterious storyline. Armed with a diverse arsenal of firearms, you'll experience realistic shooting mechanics as you battle evolving ghouls.

    The game challenges you with intricate puzzles. As you explore diverse and immersive locations, you'll manage your inventory carefully, all within a classic survival-horror experience. The game also features a physics-based damage system, allowing for enemy dismemberment, adding to the intense and visceral horror.

    Fans of traditional survival-horror gameplay—featuring tight corridors, limited resources, and a constant sense of dread—will feel right at home. The experience pays homage to the golden age of the genre with a modern edge, offering methodical combat, strategic exploration, and a deeply atmospheric world.

    Related Stories for “Eternal Evil Hits Xbox Series X|S – Vampires Grow Stronger with Your Blood”

    Category: Next Week on XboxNext Week on Xbox: New Games for June 2 to 6

    Category: ID@XboxA Little Roguelike Fun: Cryptmaster’s Deckbuilder in the Anniversary Update

    Category: ID@XboxGet Connected: Indie Selects for May 2025

    The post Eternal Evil Hits Xbox Series X|S – Vampires Grow Stronger with Your Blood appeared first on Xbox Wire.
    #eternal #evil #hits #xbox #series
    Eternal Evil Hits Xbox Series X|S – Vampires Grow Stronger with Your Blood
    Category: ID@XboxMay 30, 2025 Eternal Evil Hits Xbox Series X|S – Vampires Grow Stronger with Your Blood Imad Khalil, Partner, Human Qube Eternal Evil is a first-person survival horror game that captures the spirit of the genre’s roots. With two playable characters, limited resources, and a city on the edge of collapse, players must think fast, aim carefully, and survive the night. In Eternal Evil, Every Mistake Fuels Your Enemy Vampires don’t just attack – they feed. If you let them get close, they’ll grow faster, tougher and harder to kill. This survival horror FPS turns every encounter into a choice: strike first, or be bled dry. At the core of Eternal Evil is its “feeding mechanic” – the longer a vampire is on you, the stronger it becomes. What starts as a basic fight can quickly become a deadly chase if you hesitate. You’re not just trying to survive. You’re managing your own downfall. Every Bullet Matters Combat is slow, deliberate, and brutal. Ammo is scarce. Headshots are everything. You won’t blast through hordes – you’ll count every round and pray you brought enough. The game demands tight inventory management, attention to detail, and preparation. Puzzles are embedded in the environment. There are no glowing objectives or quest markers. Progress comes from observation, not hand-holding. Two Storylines. One Outbreak. You’ll play as two characters: detective Hank Richards, locked inside a hotel during the first wave of infection, and his ex-military ally Marcus, navigating the city from the outskirts. Each path reveals a different part of the story – and only one of them makes it to the end. Environments shift from cramped hallways to burned-out streets and abandoned facilities. Enemy placement and pacing are designed to keep tension high throughout both campaigns. No Shortcuts, No Hand-Holding There are no tutorials. No mini-maps. No regenerating health. Eternal Evil respects your ability to adapt – and punishes those who don’t. If you’re stuck on a puzzle, an optional item allows limited auto-solves – but nothing comes free. Everything in Eternal Evil has a cost. Pure Survival Horror Eternal Evil doesn’t chase spectacle. It builds fear through restraint. Minimalist UI. Cold, comic-style cutscenes. No noise – just tension. This is what defined the golden age of survival horror: constant pressure, deliberate pacing, and the kind of dread that doesn’t let go. Eternal Evil is now available on Xbox Series X|S. Eternal Evil Axyos Games ☆☆☆☆☆ 4 ★★★★★ Get it now In Eternal Evil, you'll immerse yourself in a dark, blood-soaked atmosphere filled with terrifying enemies and a gripping, mysterious storyline. Armed with a diverse arsenal of firearms, you'll experience realistic shooting mechanics as you battle evolving ghouls. The game challenges you with intricate puzzles. As you explore diverse and immersive locations, you'll manage your inventory carefully, all within a classic survival-horror experience. The game also features a physics-based damage system, allowing for enemy dismemberment, adding to the intense and visceral horror. Fans of traditional survival-horror gameplay—featuring tight corridors, limited resources, and a constant sense of dread—will feel right at home. The experience pays homage to the golden age of the genre with a modern edge, offering methodical combat, strategic exploration, and a deeply atmospheric world. Related Stories for “Eternal Evil Hits Xbox Series X|S – Vampires Grow Stronger with Your Blood” Category: Next Week on XboxNext Week on Xbox: New Games for June 2 to 6 Category: ID@XboxA Little Roguelike Fun: Cryptmaster’s Deckbuilder in the Anniversary Update Category: ID@XboxGet Connected: Indie Selects for May 2025 The post Eternal Evil Hits Xbox Series X|S – Vampires Grow Stronger with Your Blood appeared first on Xbox Wire. #eternal #evil #hits #xbox #series
    NEWS.XBOX.COM
    Eternal Evil Hits Xbox Series X|S – Vampires Grow Stronger with Your Blood
    Category: ID@XboxMay 30, 2025 Eternal Evil Hits Xbox Series X|S – Vampires Grow Stronger with Your Blood Imad Khalil, Partner, Human Qube Eternal Evil is a first-person survival horror game that captures the spirit of the genre’s roots. With two playable characters, limited resources, and a city on the edge of collapse, players must think fast, aim carefully, and survive the night. In Eternal Evil, Every Mistake Fuels Your Enemy Vampires don’t just attack – they feed. If you let them get close, they’ll grow faster, tougher and harder to kill. This survival horror FPS turns every encounter into a choice: strike first, or be bled dry. At the core of Eternal Evil is its “feeding mechanic” – the longer a vampire is on you, the stronger it becomes. What starts as a basic fight can quickly become a deadly chase if you hesitate. You’re not just trying to survive. You’re managing your own downfall. Every Bullet Matters Combat is slow, deliberate, and brutal. Ammo is scarce. Headshots are everything. You won’t blast through hordes – you’ll count every round and pray you brought enough. The game demands tight inventory management, attention to detail, and preparation. Puzzles are embedded in the environment. There are no glowing objectives or quest markers. Progress comes from observation, not hand-holding. Two Storylines. One Outbreak. You’ll play as two characters: detective Hank Richards, locked inside a hotel during the first wave of infection, and his ex-military ally Marcus, navigating the city from the outskirts. Each path reveals a different part of the story – and only one of them makes it to the end. Environments shift from cramped hallways to burned-out streets and abandoned facilities. Enemy placement and pacing are designed to keep tension high throughout both campaigns. No Shortcuts, No Hand-Holding There are no tutorials. No mini-maps. No regenerating health. Eternal Evil respects your ability to adapt – and punishes those who don’t. If you’re stuck on a puzzle, an optional item allows limited auto-solves – but nothing comes free. Everything in Eternal Evil has a cost. Pure Survival Horror Eternal Evil doesn’t chase spectacle. It builds fear through restraint. Minimalist UI. Cold, comic-style cutscenes. No noise – just tension. This is what defined the golden age of survival horror: constant pressure, deliberate pacing, and the kind of dread that doesn’t let go. Eternal Evil is now available on Xbox Series X|S. Eternal Evil Axyos Games ☆☆☆☆☆ 4 ★★★★★ $19.99 Get it now In Eternal Evil, you'll immerse yourself in a dark, blood-soaked atmosphere filled with terrifying enemies and a gripping, mysterious storyline. Armed with a diverse arsenal of firearms, you'll experience realistic shooting mechanics as you battle evolving ghouls. The game challenges you with intricate puzzles. As you explore diverse and immersive locations, you'll manage your inventory carefully, all within a classic survival-horror experience. The game also features a physics-based damage system, allowing for enemy dismemberment, adding to the intense and visceral horror. Fans of traditional survival-horror gameplay—featuring tight corridors, limited resources, and a constant sense of dread—will feel right at home. The experience pays homage to the golden age of the genre with a modern edge, offering methodical combat, strategic exploration, and a deeply atmospheric world. Related Stories for “Eternal Evil Hits Xbox Series X|S – Vampires Grow Stronger with Your Blood” Category: Next Week on XboxNext Week on Xbox: New Games for June 2 to 6 Category: ID@XboxA Little Roguelike Fun: Cryptmaster’s Deckbuilder in the Anniversary Update Category: ID@XboxGet Connected: Indie Selects for May 2025 The post Eternal Evil Hits Xbox Series X|S – Vampires Grow Stronger with Your Blood appeared first on Xbox Wire.
    0 Comentários 0 Compartilhamentos
  • Feature: Nintendo Life eShop Selects (May 2025)

    Image: Nintendo LifeThe summer is here, the Switch 2 is almost here, and that means it's eShop Selects time for May.
    This is our very last Switch 1 edition of our monthly feature — but don't worry, things aren't changing with the release of a new console. You'll still be getting your monthly dose of eShop hidden gems that we've reviewed, but Switch 2 eShop exclusives will be joining the party too.
    So, let's jump in — like previous editions, our team of writers and contributors have got together to vote for their top three games from all game releases we reviewed from May 2025. The games with the highest total scores make our top three. It really is that simple.Subscribe to Nintendo Life on YouTube814kWatch on YouTube

    Switch too

    The very best Switch 2 games coming soon

    Honourable mentions
    Let's get something out of the way, first — Fantasy Life i: The Girl Who Steals Time would be eligible for this, but we're currently in the process of reviewing it. As such, because it's also coming to Switch 2 on launch day, it will be eligible for votes in our June edition. So don't panic!
    Another notable release missing is Pipistrello and the Cursed Yoyo, a late-May release that's been reviewing extremely well. This is another one we're working on as we speak, which is why you won't spy it below.
    So what have we got in the running this month? From our 7/10 eShop exclusives... there's quite a lot to choose from! Every single game got at least one vote from our writers, so here's what just missed out on a top-three spot, followed by the podium:

    Arcade Archives NebulasRay | Review: 7/10
    Dunk Dunk | Review: 7/10
    Into the Restless Ruins | Review: 9/10
    Labyrinth of the Demon King | Review: 8/10
    Old Skies | Review: 7/10

    Scoot over, Ness

    3rd Place - Onimusha 2: Samurai's Destiny
    Publisher: Capcom / Developer: CapcomRelease Date: 23rd May 2025/ 23rd May 2025We're living in the samurai renaissance, so why shouldn't one of the most well-known video game samurais return to take the spotlight? Onimusha 2: Samurai's Destiny got a remaster almost 23 years after its original release, and it's still excellent, despite the aspect ratio issues.
    This is largely a no-frills release of the PS2 game, with some nice quality-of-life feature like autosave, better weapon switching, and the ability to swap between new and tank controls. It's perhaps not the most popular game in the series, but we love it, scoring it an 8/10.

    Blade of glory

    2nd Place - Please, Touch The Artwork 2
    Publisher: Studio Waterzooi / Developer: Thomas WaterzooiRelease Date: 23rd May 2025/ 23rd May 2025Ahhh, here's a Nintendo Life favourite. Please, Touch The Artwork 2 is a delightfully wacky expansion of Thomas Waterzooi's predecessor, this time focusing on a skeleton andthe artwork of James Ensor, a Belgian artist. Oh, and the skeleton is the artist himself. Yep.
    That should give you an idea of what to expect from the game — it's surreal, absurd, gentle, and relaxing all in one, and for less that an absolute steal. You can play it on your lunch break with a cuppa and you'll be done in under an hour. A worthy 9/10, if we say so ourselves.

    Touch, I remember touch

    1st Place - Duck Detective: The Ghost of Glamping
    Publisher: Happy Broccoli / Developer: Happy BroccoliRelease Date: 22nd May 2025/ 22nd May 2025Short and sweet seems to be a theme this month, and our eShop Selects winner — and the final Switch 1-only winner — goes to a lovely little 3-hour mystery starring a recovering bread addict duck. Duck Detective: The Ghost of Glamping is the kind of levity we need in the world right now.
    This sequel is a total delight, barmy and silly with a little bit of thought put into it. It's not the most challenging mystery, nor will many of the reveals surprise, but it never failed to make us smile. We scored Duck Detective's second case an 8/10, and we hope to see Eugene McQuacklin return.

    I suspect fowl play

    < Nintendo eShop Selects - April 2025
    Do you agree with our ranking? Tell us about your favourite eShop releases of last month by voting in our poll and sharing your thoughts in the comments.

    What's the best eShop game from our May 2025 picks?No results yet, check back later...

    How we decide our eShop Selects top three: As we reach the end of every month, the Nintendo Life staff vote on their favourite titles from a list of games selected by the editorial team. To qualify for this list, these games must have been released as a digital-only Nintendo Switch eShop title in that particular month, and must have been reviewed on Nintendo Life; we select the qualifying games based on their review scores.
    Staff are then asked to vote for three games that they think deserve to sit right at the very top of that list; first choice gets three points, second choice gets two points, and third choice gets one point. These votes are then tallied to create a top-three list, with the overall winner taking that month's top prize.

    Related Games
    See Also

    Share:0
    0

    Alana has been with Nintendo Life since 2022, and while RPGs are her first love, Nintendo is a close second. She enjoys nothing more than overthinking battle strategies, characters, and stories. She also wishes she was a Sega air pirate.

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    Feature: Nintendo Life eShop Selects (May 2025)
    Image: Nintendo LifeThe summer is here, the Switch 2 is almost here, and that means it's eShop Selects time for May. This is our very last Switch 1 edition of our monthly feature — but don't worry, things aren't changing with the release of a new console. You'll still be getting your monthly dose of eShop hidden gems that we've reviewed, but Switch 2 eShop exclusives will be joining the party too. So, let's jump in — like previous editions, our team of writers and contributors have got together to vote for their top three games from all game releases we reviewed from May 2025. The games with the highest total scores make our top three. It really is that simple.Subscribe to Nintendo Life on YouTube814kWatch on YouTube Switch too The very best Switch 2 games coming soon Honourable mentions Let's get something out of the way, first — Fantasy Life i: The Girl Who Steals Time would be eligible for this, but we're currently in the process of reviewing it. As such, because it's also coming to Switch 2 on launch day, it will be eligible for votes in our June edition. So don't panic! Another notable release missing is Pipistrello and the Cursed Yoyo, a late-May release that's been reviewing extremely well. This is another one we're working on as we speak, which is why you won't spy it below. So what have we got in the running this month? From our 7/10 eShop exclusives... there's quite a lot to choose from! Every single game got at least one vote from our writers, so here's what just missed out on a top-three spot, followed by the podium: Arcade Archives NebulasRay | Review: 7/10 Dunk Dunk | Review: 7/10 Into the Restless Ruins | Review: 9/10 Labyrinth of the Demon King | Review: 8/10 Old Skies | Review: 7/10 Scoot over, Ness 3rd Place - Onimusha 2: Samurai's Destiny Publisher: Capcom / Developer: CapcomRelease Date: 23rd May 2025/ 23rd May 2025We're living in the samurai renaissance, so why shouldn't one of the most well-known video game samurais return to take the spotlight? Onimusha 2: Samurai's Destiny got a remaster almost 23 years after its original release, and it's still excellent, despite the aspect ratio issues. This is largely a no-frills release of the PS2 game, with some nice quality-of-life feature like autosave, better weapon switching, and the ability to swap between new and tank controls. It's perhaps not the most popular game in the series, but we love it, scoring it an 8/10. Blade of glory 2nd Place - Please, Touch The Artwork 2 Publisher: Studio Waterzooi / Developer: Thomas WaterzooiRelease Date: 23rd May 2025/ 23rd May 2025Ahhh, here's a Nintendo Life favourite. Please, Touch The Artwork 2 is a delightfully wacky expansion of Thomas Waterzooi's predecessor, this time focusing on a skeleton andthe artwork of James Ensor, a Belgian artist. Oh, and the skeleton is the artist himself. Yep. That should give you an idea of what to expect from the game — it's surreal, absurd, gentle, and relaxing all in one, and for less that an absolute steal. You can play it on your lunch break with a cuppa and you'll be done in under an hour. A worthy 9/10, if we say so ourselves. Touch, I remember touch 1st Place - Duck Detective: The Ghost of Glamping Publisher: Happy Broccoli / Developer: Happy BroccoliRelease Date: 22nd May 2025/ 22nd May 2025Short and sweet seems to be a theme this month, and our eShop Selects winner — and the final Switch 1-only winner — goes to a lovely little 3-hour mystery starring a recovering bread addict duck. Duck Detective: The Ghost of Glamping is the kind of levity we need in the world right now. This sequel is a total delight, barmy and silly with a little bit of thought put into it. It's not the most challenging mystery, nor will many of the reveals surprise, but it never failed to make us smile. We scored Duck Detective's second case an 8/10, and we hope to see Eugene McQuacklin return. I suspect fowl play < Nintendo eShop Selects - April 2025 Do you agree with our ranking? Tell us about your favourite eShop releases of last month by voting in our poll and sharing your thoughts in the comments. What's the best eShop game from our May 2025 picks?No results yet, check back later... How we decide our eShop Selects top three: As we reach the end of every month, the Nintendo Life staff vote on their favourite titles from a list of games selected by the editorial team. To qualify for this list, these games must have been released as a digital-only Nintendo Switch eShop title in that particular month, and must have been reviewed on Nintendo Life; we select the qualifying games based on their review scores. Staff are then asked to vote for three games that they think deserve to sit right at the very top of that list; first choice gets three points, second choice gets two points, and third choice gets one point. These votes are then tallied to create a top-three list, with the overall winner taking that month's top prize. Related Games See Also Share:0 0 Alana has been with Nintendo Life since 2022, and while RPGs are her first love, Nintendo is a close second. She enjoys nothing more than overthinking battle strategies, characters, and stories. She also wishes she was a Sega air pirate. Hold on there, you need to login to post a comment... Related Articles Pokémon Legends: Z-A's Switch 2 And Switch 1 Prices Have Been Revealed And we're pleasantly surprised Nintendo Shares Video Detailing New N64 Features For Switch Online Be kind, rewind Nintendo Switch System Update 20.1.0 Is Now Live, Here Are The Full Patch Notes Stability is back, baby Round Up: The Reviews Are In For Fantasy Life i: The Girl Who Steals Time Here's how this "slow-life RPG" has been received so far... Animal Crossing: New Horizons Update 2.0.7 Patch Notes - Switch & Switch 2 Multiplayer Compatibility "Improved" Return to island life next week #feature #nintendo #life #eshop #selects
    WWW.NINTENDOLIFE.COM
    Feature: Nintendo Life eShop Selects (May 2025)
    Image: Nintendo LifeThe summer is here, the Switch 2 is almost here, and that means it's eShop Selects time for May. This is our very last Switch 1 edition of our monthly feature — but don't worry, things aren't changing with the release of a new console. You'll still be getting your monthly dose of eShop hidden gems that we've reviewed, but Switch 2 eShop exclusives will be joining the party too. So, let's jump in — like previous editions, our team of writers and contributors have got together to vote for their top three games from all game releases we reviewed from May 2025. The games with the highest total scores make our top three. It really is that simple.Subscribe to Nintendo Life on YouTube814kWatch on YouTube Switch too The very best Switch 2 games coming soon Honourable mentions Let's get something out of the way, first — Fantasy Life i: The Girl Who Steals Time would be eligible for this, but we're currently in the process of reviewing it. As such, because it's also coming to Switch 2 on launch day, it will be eligible for votes in our June edition. So don't panic! Another notable release missing is Pipistrello and the Cursed Yoyo, a late-May release that's been reviewing extremely well. This is another one we're working on as we speak, which is why you won't spy it below. So what have we got in the running this month? From our 7/10 eShop exclusives... there's quite a lot to choose from! Every single game got at least one vote from our writers, so here's what just missed out on a top-three spot, followed by the podium: Arcade Archives NebulasRay | Review: 7/10 Dunk Dunk | Review: 7/10 Into the Restless Ruins | Review: 9/10 Labyrinth of the Demon King | Review: 8/10 Old Skies | Review: 7/10 Scoot over, Ness 3rd Place - Onimusha 2: Samurai's Destiny Publisher: Capcom / Developer: CapcomRelease Date: 23rd May 2025 (USA) / 23rd May 2025 (UK/EU)We're living in the samurai renaissance, so why shouldn't one of the most well-known video game samurais return to take the spotlight? Onimusha 2: Samurai's Destiny got a remaster almost 23 years after its original release, and it's still excellent, despite the aspect ratio issues. This is largely a no-frills release of the PS2 game, with some nice quality-of-life feature like autosave, better weapon switching, and the ability to swap between new and tank controls. It's perhaps not the most popular game in the series, but we love it, scoring it an 8/10. Blade of glory 2nd Place - Please, Touch The Artwork 2 Publisher: Studio Waterzooi / Developer: Thomas WaterzooiRelease Date: 23rd May 2025 (USA) / 23rd May 2025 (UK/EU)Ahhh, here's a Nintendo Life favourite. Please, Touch The Artwork 2 is a delightfully wacky expansion of Thomas Waterzooi's predecessor, this time focusing on a skeleton and (mostly) the artwork of James Ensor, a Belgian artist. Oh, and the skeleton is the artist himself. Yep. That should give you an idea of what to expect from the game — it's surreal, absurd, gentle, and relaxing all in one, and for less that $5, an absolute steal. You can play it on your lunch break with a cuppa and you'll be done in under an hour. A worthy 9/10, if we say so ourselves. Touch, I remember touch 1st Place - Duck Detective: The Ghost of Glamping Publisher: Happy Broccoli / Developer: Happy BroccoliRelease Date: 22nd May 2025 (USA) / 22nd May 2025 (UK/EU)Short and sweet seems to be a theme this month, and our eShop Selects winner — and the final Switch 1-only winner — goes to a lovely little 3-hour mystery starring a recovering bread addict duck. Duck Detective: The Ghost of Glamping is the kind of levity we need in the world right now. This sequel is a total delight, barmy and silly with a little bit of thought put into it. It's not the most challenging mystery, nor will many of the reveals surprise, but it never failed to make us smile. We scored Duck Detective's second case an 8/10, and we hope to see Eugene McQuacklin return. I suspect fowl play < Nintendo eShop Selects - April 2025 Do you agree with our ranking? Tell us about your favourite eShop releases of last month by voting in our poll and sharing your thoughts in the comments. What's the best eShop game from our May 2025 picks? (0 votes) No results yet, check back later... How we decide our eShop Selects top three: As we reach the end of every month, the Nintendo Life staff vote on their favourite titles from a list of games selected by the editorial team. To qualify for this list, these games must have been released as a digital-only Nintendo Switch eShop title in that particular month, and must have been reviewed on Nintendo Life; we select the qualifying games based on their review scores. Staff are then asked to vote for three games that they think deserve to sit right at the very top of that list; first choice gets three points, second choice gets two points, and third choice gets one point. These votes are then tallied to create a top-three list, with the overall winner taking that month's top prize. Related Games See Also Share:0 0 Alana has been with Nintendo Life since 2022, and while RPGs are her first love, Nintendo is a close second. She enjoys nothing more than overthinking battle strategies, characters, and stories. She also wishes she was a Sega air pirate. Hold on there, you need to login to post a comment... Related Articles Pokémon Legends: Z-A's Switch 2 And Switch 1 Prices Have Been Revealed And we're pleasantly surprised Nintendo Shares Video Detailing New N64 Features For Switch Online Be kind, rewind Nintendo Switch System Update 20.1.0 Is Now Live, Here Are The Full Patch Notes Stability is back, baby Round Up: The Reviews Are In For Fantasy Life i: The Girl Who Steals Time Here's how this "slow-life RPG" has been received so far... Animal Crossing: New Horizons Update 2.0.7 Patch Notes - Switch & Switch 2 Multiplayer Compatibility "Improved" Return to island life next week
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  • June 2025 Opportunities: Open Calls, Residencies, and Grants for Artists

    Michalina Janoszanka, “Motyl”. Image courtesy of Public Domain Review
    June 2025 Opportunities: Open Calls, Residencies, and Grants for Artists
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    The Vilcek Foundation will award six prizes to young immigrants working in fashion curation, material innovation, makeup, hair, writing, curation, styling, design, and photography. on Colossal.Deadline: June 9, 2025.Art Renewal Center Salon CompetitionDeadline: 11:59 p.m. PST on June 12, 2025.
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    #june #opportunities #open #calls #residencies
    June 2025 Opportunities: Open Calls, Residencies, and Grants for Artists
    Michalina Janoszanka, “Motyl”. Image courtesy of Public Domain Review June 2025 Opportunities: Open Calls, Residencies, and Grants for Artists May 30, 2025 Opportunities Colossal Every month, we share opportunities for artists and designers, including open calls, grants, fellowships, and residencies. Make sure you never miss out by joining our monthly Opportunities Newsletter. Innovate Grant awards two grants each quarter to one visual artist and one photographer. In addition, twelve applicants will receive honorable mentions, be featured on the website, and join a growing community. International artists and photographers working in any medium are eligible.Deadline: 11:59 p.m. PST on June 26, 2025.Open Calls Artadia AwardsArtists receive unrestricted funds of and honoraria will also be provided to finalists.Deadline: June 1, 2025.Artists are welcome to submit proposals for temporary, site-specific public art projects to be showcased throughout Nashville during the Artville festival weekend, September 26 to 28, 2025. Selected artists will be invited to accept a grant to bring their creative visions to life, plus the chance for a cash prize. Total cash prizes equal Deadline: June 4, 2025.Women in Watercolor International Juried CompetitionDeadline: June 8, 2025. The Vilcek Foundation will award six prizes to young immigrants working in fashion curation, material innovation, makeup, hair, writing, curation, styling, design, and photography. on Colossal.Deadline: June 9, 2025.Art Renewal Center Salon CompetitionDeadline: 11:59 p.m. PST on June 12, 2025. Weather Photographer of the YearHosted by the Royal Meteorological Society, this competition showcases the world’s most striking weather and climate photographs and raises awareness about the environmental issues putting our planet at risk. Open to photographers of all ages and abilities, the contest offers a £5,000 cash prize.Deadline: June 19, 2025.AAP Magazine #49 B&W Photography Open CallThe contest is open to any interpretation of black-and-white photography. Winners will receive and their winning imageor full portfolio published in AAP Magazine, vol. 49, There is a entry fee for the first three images, plus for each additional image.Deadline: June 24, 2025.Midwest OpenThe Midwest Open is Woman Made Gallery’s annual exhibition highlighting women and nonbinary artists living in the Midwest. All media and subject matter are eligible, and cash prizes range from to There is a submission fee.Deadline: June 28, 2025.Makers, artists, and crafters are eligible to submit works that demonstrate technical mastery and a connection to cultural tradition through a singular, one-of-a-kind handcrafted piece. The winner will receive and four finalists will also receive grant funding.Deadline: June 30, 2025.16th Epson International Pano AwardsThis panoramic photography contest is open for entries and offering more than in cash and prizes. There is an entry fee.Deadline: July 21, 2025.Grants Art Fluent Evolution GrantArt Fluent awards a grant to one visual artist each cycle. The unrestricted funds may be applied toward any expense to enhance the artist’s ability to create work. There is a entry fee.Deadline: June 6, 2025.Get Ready Grants provide craft artists with up to for activities to safeguard their studios, protect their practices, and prepare for emergencies. Priority is given to applicants who have been underrepresented in the craft community, including BIPOC and folk/traditional artists.Deadline: June 10, 2025.Ian Potter Cultural Trust Emerging Artist GrantsTwo funding rounds annually are open to individual artists working across disciplines who can apply for grants of up to AUD This round funds travel or projects that commence after September 19, 2025.Deadline: June 17, 2025.Grants for Artists’ ProgressThis program offers 65 unrestricted grants of for artists working in all disciplines across Washington State.Deadline: June 23, 2025.This grant is designed to highlight an existing body of work by a Black trans woman visual artist. Four finalists will also receive Deadline: July 2, 2025.Liu Shiming Art Foundation’s Artist GrantsEach year, the Liu Shiming Art Foundation selects up to five artists to receive a grant. Visual artists working for at least two yearsare invited to apply for a grant in support of a current or new project.Deadline: August 21, 2025.Vital Impacts offers one grant to an established environmental photographer, along with six grants to emerging photographers from around the world. These funds are specifically earmarked for the development of documentary projects focusing on environmental stories.Deadline: September 15, 2025.The Adolf and Esther Gottlieb Emergency GrantThis program provides one-time financial assistance to qualified painters, printmakers, and sculptors whose needs resulted from an unforeseen catastrophic incident and who lack the resources to meet that situation. Awardees typically receive up to Deadline: Rolling.This fund commissions visual artists to create company projects on a rolling basis. Awardees will receive between and Deadline: Rolling.Pollock-Krasner Foundation GrantThe foundation welcomes applications from painters, sculptors, and artists working on paper, including printmakers. Grants are intended for one year and range up to The artist’s circumstances determine the size of the grant, and professional exhibition history will be considered.Deadline: Rolling.Residencies, Fellowships, & More The Farm Margaret River ResidencyThis five- to eight-week residency is geared toward site-responsive projects and engagement with the land. Residents receive a stipend, studio space, accommodations, and travel assistance.Deadline: 5 p.m. AWST on June 2, 2025.Wassaic Project 2026 Residency ProgramWassaic Project is accepting proposals for the 2026 summer and winter residencies. Artists receive a semi-private studio space; private room in a shared house; access to a wood shop, print shop, and kiln; staff support; and programming such as our visiting artist program, artist talks, studio visits, open studios, artist presentations, etc. The residency fee is and fellowships are available. There is a entry fee.Deadline: June 2, 2025.Headlands Center for the Art Artist-in-ResidenceResidencies of four to ten weeks include studio space, chef-prepared meals, housing, travel, and living expenses. Artists selected for this program are at all career stages and work in all media, including drawing, painting, sculpture, photography, film, video, new media, installation, fiction and nonfiction writing, poetry, dance, music, interdisciplinary, social practice, arts professions, and architecture. There is a application fee.Deadline: June 2, 2025.Banff Centre Artist in Residence – Winter 2026Individual and duo visual artists at any stage of their career are eligible for this residency, which offers focus in a supportive learning environment. During five weeks, participants are encouraged to self-direct their research and time and cultivate new directions. Studio space is provided.Deadline: June 11, 2025.Prairie Ronde Artist ResidencyThese five- to six-week residencies offer a stipend, travel grant, and housing to artists interested in interacting with the former Lee Paper Company mill in Vicksburg, Michigan. There is a application fee.Deadline: June 15, 2025.Stove Works ResidencyThis program invites eight residents for one to three months. Six studios are designed for artists who require significant space in their practice, while the other two are for writers, curators, and academics. There is a application fee. Deadline: June 15, 2025.Women’s Studio WorkshopWSW is accepting applications for two programs: A studio residency open to artists working in intaglio, letterpress, papermaking, screenprinting, darkroom photography, or ceramics; and an education residency for artists interested in working with local students. Both tracks offer studio space and housing.Deadline: June 15, 2025.Artists, ecological scientists, and scholars wanting to explore connections to nature, land conservation, historic preservation, agriculture, and community building are invited to apply for this program. Studio space, accommodations, a per week stipend, and more are provided.Deadline: 5 p.m. PST on June 20, 2025.Peters Valley School of Craft ResidencyThis program is open to artists working in blacksmithing, ceramics, fibers, jewelry and fine metals, wood, and printmaking. Residents spend two weeks or one month in fully equipped studios, receive a or stipend, and are offered housing. There is a application fee.Deadline: July 1, 2025.Penland School of CraftDeadline: July 2, 2025. The Kyoto RetreatArtists, curators, and writers are eligible for this four-week retreat in Kyoto for research, exploration, and inspiration. Chosen applicants receive a round-trip flight, a private bedroom, and to supplement meals and local transportation.Deadline: July 15, 2025.If you’d like to list an opportunity, please contact . Next article #june #opportunities #open #calls #residencies
    WWW.THISISCOLOSSAL.COM
    June 2025 Opportunities: Open Calls, Residencies, and Grants for Artists
    Michalina Janoszanka, “Motyl (Butterfly)” (ca. 1920s). Image courtesy of Public Domain Review June 2025 Opportunities: Open Calls, Residencies, and Grants for Artists May 30, 2025 Opportunities Colossal Every month, we share opportunities for artists and designers, including open calls, grants, fellowships, and residencies. Make sure you never miss out by joining our monthly Opportunities Newsletter. Innovate Grant awards two $1,800 grants each quarter to one visual artist and one photographer. In addition, twelve applicants will receive honorable mentions, be featured on the website, and join a growing community. International artists and photographers working in any medium are eligible.Deadline: 11:59 p.m. PST on June 26, 2025.Open Calls Artadia Awards (San Francisco Bay area) Artists receive unrestricted funds of $15,000, and honoraria will also be provided to finalists.Deadline: June 1, 2025.Artists are welcome to submit proposals for temporary, site-specific public art projects to be showcased throughout Nashville during the Artville festival weekend, September 26 to 28, 2025. Selected artists will be invited to accept a grant to bring their creative visions to life, plus the chance for a cash prize. Total cash prizes equal $10,000.Deadline: June 4, 2025.Women in Watercolor International Juried Competition (International)Deadline: June 8, 2025. The Vilcek Foundation will award six $50,000 prizes to young immigrants working in fashion curation, material innovation, makeup, hair, writing, curation, styling, design, and photography. Read more on Colossal.Deadline: June 9, 2025.Art Renewal Center Salon Competition (International)Deadline: 11:59 p.m. PST on June 12, 2025. Weather Photographer of the Year (International) Hosted by the Royal Meteorological Society, this competition showcases the world’s most striking weather and climate photographs and raises awareness about the environmental issues putting our planet at risk. Open to photographers of all ages and abilities, the contest offers a £5,000 cash prize.Deadline: June 19, 2025.AAP Magazine #49 B&W Photography Open Call (International) The contest is open to any interpretation of black-and-white photography. Winners will receive $1,000 and their winning image(s) or full portfolio published in AAP Magazine, vol. 49, There is a $35 entry fee for the first three images, plus $5 for each additional image.Deadline: June 24, 2025.Midwest Open (Illinois, Indiana, Michigan, Ohio, Wisconsin, Iowa, Kansas, Minnesota, Missouri, Nebraska, North Dakota, and South Dakota) The Midwest Open is Woman Made Gallery’s annual exhibition highlighting women and nonbinary artists living in the Midwest. All media and subject matter are eligible, and cash prizes range from $100 to $300. There is a $35 submission fee.Deadline: June 28, 2025.Makers, artists, and crafters are eligible to submit works that demonstrate technical mastery and a connection to cultural tradition through a singular, one-of-a-kind handcrafted piece. The winner will receive $25,000, and four finalists will also receive grant funding.Deadline: June 30, 2025.16th Epson International Pano Awards (International) This panoramic photography contest is open for entries and offering more than $50,000 in cash and prizes. There is an $18 entry fee.Deadline: July 21, 2025.Grants Art Fluent Evolution Grant (International) Art Fluent awards a $1,000 grant to one visual artist each cycle. The unrestricted funds may be applied toward any expense to enhance the artist’s ability to create work. There is a $35 entry fee.Deadline: June 6, 2025.Get Ready Grants provide craft artists with up to $1,000 for activities to safeguard their studios, protect their practices, and prepare for emergencies. Priority is given to applicants who have been underrepresented in the craft community, including BIPOC and folk/traditional artists.Deadline: June 10, 2025.Ian Potter Cultural Trust Emerging Artist Grants (Australia) Two funding rounds annually are open to individual artists working across disciplines who can apply for grants of up to AUD $15,000. This round funds travel or projects that commence after September 19, 2025.Deadline: June 17, 2025.Grants for Artists’ Progress (Washington State) This program offers 65 unrestricted grants of $1,500 for artists working in all disciplines across Washington State.Deadline: June 23, 2025.This $10,000 grant is designed to highlight an existing body of work by a Black trans woman visual artist. Four finalists will also receive $1,250.Deadline: July 2, 2025.Liu Shiming Art Foundation’s Artist Grants (International) Each year, the Liu Shiming Art Foundation selects up to five artists to receive a $5,000 grant. Visual artists working for at least two years (but not more than 10) are invited to apply for a grant in support of a current or new project.Deadline: August 21, 2025.Vital Impacts offers one $20,000 grant to an established environmental photographer, along with six $5,000 grants to emerging photographers from around the world. These funds are specifically earmarked for the development of documentary projects focusing on environmental stories.Deadline: September 15, 2025.The Adolf and Esther Gottlieb Emergency Grant (International) This program provides one-time financial assistance to qualified painters, printmakers, and sculptors whose needs resulted from an unforeseen catastrophic incident and who lack the resources to meet that situation. Awardees typically receive $5,000, up to $15,000.Deadline: Rolling.This fund commissions visual artists to create company projects on a rolling basis. Awardees will receive between $500 and $5,000.Deadline: Rolling.Pollock-Krasner Foundation Grant (International) The foundation welcomes applications from painters, sculptors, and artists working on paper, including printmakers. Grants are intended for one year and range up to $50,000. The artist’s circumstances determine the size of the grant, and professional exhibition history will be considered.Deadline: Rolling.Residencies, Fellowships, & More The Farm Margaret River Residency (International) This five- to eight-week residency is geared toward site-responsive projects and engagement with the land. Residents receive a $7,500 stipend, studio space, accommodations, and travel assistance.Deadline: 5 p.m. AWST on June 2, 2025.Wassaic Project 2026 Residency Program (International) Wassaic Project is accepting proposals for the 2026 summer and winter residencies. Artists receive a semi-private studio space; private room in a shared house (the Family program receives a private house); access to a wood shop, print shop, and kiln; staff support; and programming such as our visiting artist program, artist talks, studio visits, open studios, artist presentations, etc. The residency fee is $900, and fellowships are available. There is a $25 entry fee.Deadline: June 2, 2025.Headlands Center for the Art Artist-in-Residence (International) Residencies of four to ten weeks include studio space, chef-prepared meals, housing, travel, and living expenses. Artists selected for this program are at all career stages and work in all media, including drawing, painting, sculpture, photography, film, video, new media, installation, fiction and nonfiction writing, poetry, dance, music, interdisciplinary, social practice, arts professions, and architecture. There is a $45 application fee.Deadline: June 2, 2025.Banff Centre Artist in Residence – Winter 2026 (International) Individual and duo visual artists at any stage of their career are eligible for this residency, which offers focus in a supportive learning environment. During five weeks, participants are encouraged to self-direct their research and time and cultivate new directions. Studio space is provided.Deadline: June 11, 2025.Prairie Ronde Artist Residency (International) These five- to six-week residencies offer a $2,000 stipend, $500 travel grant, and housing to artists interested in interacting with the former Lee Paper Company mill in Vicksburg, Michigan. There is a $25 application fee.Deadline: June 15, 2025.Stove Works Residency (International) This program invites eight residents for one to three months. Six studios are designed for artists who require significant space in their practice, while the other two are for writers, curators, and academics. There is a $30 application fee. Deadline: June 15, 2025.Women’s Studio Workshop (International) WSW is accepting applications for two programs: A studio residency open to artists working in intaglio, letterpress, papermaking, screenprinting, darkroom photography, or ceramics; and an education residency for artists interested in working with local students. Both tracks offer studio space and housing.Deadline: June 15, 2025.Artists, ecological scientists, and scholars wanting to explore connections to nature, land conservation, historic preservation, agriculture, and community building are invited to apply for this program. Studio space, accommodations, a $200 per week stipend, and more are provided.Deadline: 5 p.m. PST on June 20, 2025.Peters Valley School of Craft Residency (International) This program is open to artists working in blacksmithing, ceramics, fibers, jewelry and fine metals, wood, and printmaking. Residents spend two weeks or one month in fully equipped studios, receive a $500 or $1,000 stipend, and are offered housing. There is a $10 application fee.Deadline: July 1, 2025.Penland School of Craft (International)Deadline: July 2, 2025. The Kyoto Retreat (International) Artists, curators, and writers are eligible for this four-week retreat in Kyoto for research, exploration, and inspiration. Chosen applicants receive a round-trip flight, a private bedroom, and $800 to supplement meals and local transportation.Deadline: July 15, 2025.If you’d like to list an opportunity, please contact [email protected]. Next article
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  • Atomfall Story Expansion Arrives Next Week – Dare You Visit Wicked Isle?

    Category: GamesMay 30, 2025 Atomfall Story Expansion Arrives Next Week – Dare You Visit Wicked Isle?

    Ben Fisher, Head of Design, Rebellion

    For those of you who are new to the game, Atomfall is an action-survival mystery set in the UK. The story takes place five years after the real-life events of the 1957 Windscale Disaster in the North of England. In the world of Atomfall, a quarantine zone has been established around the Atom Plant and no one has been allowed in or out for five years. Life and society have changed and adapted under these trying circumstances and gangs of strange folk now wander the countryside.

    You wake up in a bunker with no idea who you are or how you got there. Given the circumstances you have little choice but to set out on a journey to discover what really happened at Windscale and maybe try to find out who you are in the process.

    The Wicked Isle expansion adds a whole new location, with its own set of characters and enemies as well as additional leads, weapons, skills, items and multiple new endings for the main game.

    What is the Wicked Isle?

    Surrounded by murky and perilous waters lies a wicked isle… a mysterious new region to explore, nestled off the Cumberland coast. They say there was a creepy old fishing village out there, but the locals haven’t seen anyone from there for years.

    The Wicked Isle is an entirely new area for players to explore in Atomfall, accessible by boat from the village of Wyndham. It’s a region that gave us an opportunity to really double down on the Folk Horror influences that you find throughout the game, as well as hints of sci-fi and cold war paranoia for good measure.

    When developing the Wicked Isle, there were two real-world locations that acted as key inspirations. The first was Lindisfarne – the “Holy Island” – which is a monastery on an island off the coast of Britain and was famously raided by Vikings in the 9th century. On the wicked isle, an Abbey towers over everything and constantly entices you to explore what secrets it holds within.

    The other major inspiration was Anthrax Island, a real-world island off the coast of Scotland that was used for military experiments during the Second World War. The entire island was quarantined until the 1990s as a result of the tests, and you might find evidence of similar experiments as you explore Wicked Isle.

    Explore the Isle’s Mysteries

    Shrouded by dense fog, this strange isle holds secrets that lead to the heart of the mystery of what really happened at the Windscale Plant.

    The Wicked Isle is located close to the Atom Plant and as a result, infection had spread rapidly and had a significant effect on the environment and the people that live there. You will have to tread carefully!

    As you investigate the island you will uncover new leads and story threads. While some of these are standalone stories, some leads link back to the overarching narrative of Atomfall as you seek to uncover what really happened.

    You will have to travel back to the mainland in search of clues and items which will in turn unlock multiple new potential endings for the main game.

    Uncover New Treasures

    While exploring you will find new items, weapons, and skills to help you as you survive in the Quarantine Zone. Deadly blunderbusses, upgraded metal detectors, and otherworldly abilities are just some of the things you’ll find on the isle.

    In creating these new weapons, we had an immediate and impactful opportunity to link to the key themes we were exploring in this story expansion – whether it be the Blunderbuss and Cutlass tying to the nautical history of the isle itself or some of the stranger ritualistic weapons used by the pagan druids who have made this their home.

    However, I’m most excited to see how people interact with the new abilities that the Wicked Isle brings. I don’t want to give any spoilers, but you’re going to find some pretty weird stuff going on out there.

    Face Fearsome Foes

    The inhabitants of the isle have not escaped the impact of the disaster. A deranged druid cult has become even more powerful through their pagan rituals; roaming bandits have embraced the island’s nautical past and strange creatures lurk in the watery depths. If you want to survive, you’ll need to be prepared to fight back.

    The response from the community to Atomfall has been incredible and we cannot wait for players to experience Wicked Isle. The stories and leads you uncover there and the people you will meet along the way add even greater depth to the mystery of Atomfall.

    Available from June 3, the Wicked Isle Story Expansion Pack can be bought separately and is also included in the Atomfall Deluxe Edition and Atomfall Deluxe Upgrade. Game Pass subscribers will also receive a 10% discount. We hope you enjoy visiting the dark and lonely waters.

    Atomfall: Story Expansion Pack Wicked Isle

    Rebellion

    ☆☆☆☆☆

    ★★★★★

    Get it now

    Surrounded by murky and perilous waters lies a wicked isle… a mysterious new region to explore, nestled off the Cumberland coast. They say there was a creepy old fishing village out there, but the locals haven’t seen anyone from there for years. There is a boat from the Wyndham Village shore for anyone brave enough to go and look for themselves. New mysteries, new supplies and new possibilities of escape could lie ahead for anyone who dares.
    The Atomfall story continues with the “Wicked Isle” Story Expansion Pack, introducing a new location, enemies, quests, characters, items, weapons, and more.
    Explore the isle’s mysteries
    Shrouded by dense fog, this strange isle holds secrets that lead to the heart of the mystery. Uncover leads that intertwine with the Atomfall narrative, expanding the story and unlocking new routes out of the Quarantine Zone.
    Uncover new treasures
    While exploring you will find new items, weapons, and skills to help you as you survive in the Quarantine Zone. Deadly blunderbusses, upgraded metal detectors, and otherworldly abilities are just some of the things you’ll find on the isle.
    Face fearsome foes
    The inhabitants of the isle have not escaped the impact of the disaster. A deranged druid cult has become even more powerful through their pagan rituals; roaming bandits have embraced the island’s nautical past and strange creatures lurk in the watery depths. If you want to survive, you’ll need to be prepared to fight back.

    Related Stories for “Atomfall Story Expansion Arrives Next Week – Dare You Visit Wicked Isle?”

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    Category: GamesFree Play Days – Call of Duty: Black Ops 6, The Division 2, ARK: Survival Ascended, and More

    The post Atomfall Story Expansion Arrives Next Week – Dare You Visit Wicked Isle? appeared first on Xbox Wire.
    #atomfall #story #expansion #arrives #next
    Atomfall Story Expansion Arrives Next Week – Dare You Visit Wicked Isle?
    Category: GamesMay 30, 2025 Atomfall Story Expansion Arrives Next Week – Dare You Visit Wicked Isle? Ben Fisher, Head of Design, Rebellion For those of you who are new to the game, Atomfall is an action-survival mystery set in the UK. The story takes place five years after the real-life events of the 1957 Windscale Disaster in the North of England. In the world of Atomfall, a quarantine zone has been established around the Atom Plant and no one has been allowed in or out for five years. Life and society have changed and adapted under these trying circumstances and gangs of strange folk now wander the countryside. You wake up in a bunker with no idea who you are or how you got there. Given the circumstances you have little choice but to set out on a journey to discover what really happened at Windscale and maybe try to find out who you are in the process. The Wicked Isle expansion adds a whole new location, with its own set of characters and enemies as well as additional leads, weapons, skills, items and multiple new endings for the main game. What is the Wicked Isle? Surrounded by murky and perilous waters lies a wicked isle… a mysterious new region to explore, nestled off the Cumberland coast. They say there was a creepy old fishing village out there, but the locals haven’t seen anyone from there for years. The Wicked Isle is an entirely new area for players to explore in Atomfall, accessible by boat from the village of Wyndham. It’s a region that gave us an opportunity to really double down on the Folk Horror influences that you find throughout the game, as well as hints of sci-fi and cold war paranoia for good measure. When developing the Wicked Isle, there were two real-world locations that acted as key inspirations. The first was Lindisfarne – the “Holy Island” – which is a monastery on an island off the coast of Britain and was famously raided by Vikings in the 9th century. On the wicked isle, an Abbey towers over everything and constantly entices you to explore what secrets it holds within. The other major inspiration was Anthrax Island, a real-world island off the coast of Scotland that was used for military experiments during the Second World War. The entire island was quarantined until the 1990s as a result of the tests, and you might find evidence of similar experiments as you explore Wicked Isle. Explore the Isle’s Mysteries Shrouded by dense fog, this strange isle holds secrets that lead to the heart of the mystery of what really happened at the Windscale Plant. The Wicked Isle is located close to the Atom Plant and as a result, infection had spread rapidly and had a significant effect on the environment and the people that live there. You will have to tread carefully! As you investigate the island you will uncover new leads and story threads. While some of these are standalone stories, some leads link back to the overarching narrative of Atomfall as you seek to uncover what really happened. You will have to travel back to the mainland in search of clues and items which will in turn unlock multiple new potential endings for the main game. Uncover New Treasures While exploring you will find new items, weapons, and skills to help you as you survive in the Quarantine Zone. Deadly blunderbusses, upgraded metal detectors, and otherworldly abilities are just some of the things you’ll find on the isle. In creating these new weapons, we had an immediate and impactful opportunity to link to the key themes we were exploring in this story expansion – whether it be the Blunderbuss and Cutlass tying to the nautical history of the isle itself or some of the stranger ritualistic weapons used by the pagan druids who have made this their home. However, I’m most excited to see how people interact with the new abilities that the Wicked Isle brings. I don’t want to give any spoilers, but you’re going to find some pretty weird stuff going on out there. Face Fearsome Foes The inhabitants of the isle have not escaped the impact of the disaster. A deranged druid cult has become even more powerful through their pagan rituals; roaming bandits have embraced the island’s nautical past and strange creatures lurk in the watery depths. If you want to survive, you’ll need to be prepared to fight back. The response from the community to Atomfall has been incredible and we cannot wait for players to experience Wicked Isle. The stories and leads you uncover there and the people you will meet along the way add even greater depth to the mystery of Atomfall. Available from June 3, the Wicked Isle Story Expansion Pack can be bought separately and is also included in the Atomfall Deluxe Edition and Atomfall Deluxe Upgrade. Game Pass subscribers will also receive a 10% discount. We hope you enjoy visiting the dark and lonely waters. Atomfall: Story Expansion Pack Wicked Isle Rebellion ☆☆☆☆☆ ★★★★★ Get it now Surrounded by murky and perilous waters lies a wicked isle… a mysterious new region to explore, nestled off the Cumberland coast. They say there was a creepy old fishing village out there, but the locals haven’t seen anyone from there for years. There is a boat from the Wyndham Village shore for anyone brave enough to go and look for themselves. New mysteries, new supplies and new possibilities of escape could lie ahead for anyone who dares. The Atomfall story continues with the “Wicked Isle” Story Expansion Pack, introducing a new location, enemies, quests, characters, items, weapons, and more. Explore the isle’s mysteries Shrouded by dense fog, this strange isle holds secrets that lead to the heart of the mystery. Uncover leads that intertwine with the Atomfall narrative, expanding the story and unlocking new routes out of the Quarantine Zone. Uncover new treasures While exploring you will find new items, weapons, and skills to help you as you survive in the Quarantine Zone. Deadly blunderbusses, upgraded metal detectors, and otherworldly abilities are just some of the things you’ll find on the isle. Face fearsome foes The inhabitants of the isle have not escaped the impact of the disaster. A deranged druid cult has become even more powerful through their pagan rituals; roaming bandits have embraced the island’s nautical past and strange creatures lurk in the watery depths. If you want to survive, you’ll need to be prepared to fight back. Related Stories for “Atomfall Story Expansion Arrives Next Week – Dare You Visit Wicked Isle?” Category: ID@XboxA Little Roguelike Fun: Cryptmaster’s Deckbuilder in the Anniversary Update Category: ID@XboxGet Connected: Indie Selects for May 2025 Category: GamesFree Play Days – Call of Duty: Black Ops 6, The Division 2, ARK: Survival Ascended, and More The post Atomfall Story Expansion Arrives Next Week – Dare You Visit Wicked Isle? appeared first on Xbox Wire. #atomfall #story #expansion #arrives #next
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    Atomfall Story Expansion Arrives Next Week – Dare You Visit Wicked Isle?
    Category: GamesMay 30, 2025 Atomfall Story Expansion Arrives Next Week – Dare You Visit Wicked Isle? Ben Fisher, Head of Design, Rebellion For those of you who are new to the game, Atomfall is an action-survival mystery set in the UK. The story takes place five years after the real-life events of the 1957 Windscale Disaster in the North of England. In the world of Atomfall, a quarantine zone has been established around the Atom Plant and no one has been allowed in or out for five years. Life and society have changed and adapted under these trying circumstances and gangs of strange folk now wander the countryside. You wake up in a bunker with no idea who you are or how you got there. Given the circumstances you have little choice but to set out on a journey to discover what really happened at Windscale and maybe try to find out who you are in the process. The Wicked Isle expansion adds a whole new location, with its own set of characters and enemies as well as additional leads, weapons, skills, items and multiple new endings for the main game. What is the Wicked Isle? Surrounded by murky and perilous waters lies a wicked isle… a mysterious new region to explore, nestled off the Cumberland coast. They say there was a creepy old fishing village out there, but the locals haven’t seen anyone from there for years. The Wicked Isle is an entirely new area for players to explore in Atomfall, accessible by boat from the village of Wyndham. It’s a region that gave us an opportunity to really double down on the Folk Horror influences that you find throughout the game, as well as hints of sci-fi and cold war paranoia for good measure. When developing the Wicked Isle, there were two real-world locations that acted as key inspirations. The first was Lindisfarne – the “Holy Island” – which is a monastery on an island off the coast of Britain and was famously raided by Vikings in the 9th century. On the wicked isle, an Abbey towers over everything and constantly entices you to explore what secrets it holds within. The other major inspiration was Anthrax Island, a real-world island off the coast of Scotland that was used for military experiments during the Second World War. The entire island was quarantined until the 1990s as a result of the tests, and you might find evidence of similar experiments as you explore Wicked Isle. Explore the Isle’s Mysteries Shrouded by dense fog, this strange isle holds secrets that lead to the heart of the mystery of what really happened at the Windscale Plant. The Wicked Isle is located close to the Atom Plant and as a result, infection had spread rapidly and had a significant effect on the environment and the people that live there. You will have to tread carefully! As you investigate the island you will uncover new leads and story threads. While some of these are standalone stories, some leads link back to the overarching narrative of Atomfall as you seek to uncover what really happened. You will have to travel back to the mainland in search of clues and items which will in turn unlock multiple new potential endings for the main game. Uncover New Treasures While exploring you will find new items, weapons, and skills to help you as you survive in the Quarantine Zone. Deadly blunderbusses, upgraded metal detectors, and otherworldly abilities are just some of the things you’ll find on the isle. In creating these new weapons, we had an immediate and impactful opportunity to link to the key themes we were exploring in this story expansion – whether it be the Blunderbuss and Cutlass tying to the nautical history of the isle itself or some of the stranger ritualistic weapons used by the pagan druids who have made this their home. However, I’m most excited to see how people interact with the new abilities that the Wicked Isle brings. I don’t want to give any spoilers, but you’re going to find some pretty weird stuff going on out there. Face Fearsome Foes The inhabitants of the isle have not escaped the impact of the disaster. A deranged druid cult has become even more powerful through their pagan rituals; roaming bandits have embraced the island’s nautical past and strange creatures lurk in the watery depths. If you want to survive, you’ll need to be prepared to fight back. The response from the community to Atomfall has been incredible and we cannot wait for players to experience Wicked Isle. The stories and leads you uncover there and the people you will meet along the way add even greater depth to the mystery of Atomfall. Available from June 3, the Wicked Isle Story Expansion Pack can be bought separately and is also included in the Atomfall Deluxe Edition and Atomfall Deluxe Upgrade. Game Pass subscribers will also receive a 10% discount. We hope you enjoy visiting the dark and lonely waters. Atomfall: Story Expansion Pack Wicked Isle Rebellion ☆☆☆☆☆ ★★★★★ Get it now Surrounded by murky and perilous waters lies a wicked isle… a mysterious new region to explore, nestled off the Cumberland coast. They say there was a creepy old fishing village out there, but the locals haven’t seen anyone from there for years. There is a boat from the Wyndham Village shore for anyone brave enough to go and look for themselves. New mysteries, new supplies and new possibilities of escape could lie ahead for anyone who dares. The Atomfall story continues with the “Wicked Isle” Story Expansion Pack, introducing a new location, enemies, quests, characters, items, weapons, and more. Explore the isle’s mysteries Shrouded by dense fog, this strange isle holds secrets that lead to the heart of the mystery. Uncover leads that intertwine with the Atomfall narrative, expanding the story and unlocking new routes out of the Quarantine Zone. Uncover new treasures While exploring you will find new items, weapons, and skills to help you as you survive in the Quarantine Zone. Deadly blunderbusses, upgraded metal detectors, and otherworldly abilities are just some of the things you’ll find on the isle. Face fearsome foes The inhabitants of the isle have not escaped the impact of the disaster. A deranged druid cult has become even more powerful through their pagan rituals; roaming bandits have embraced the island’s nautical past and strange creatures lurk in the watery depths. If you want to survive, you’ll need to be prepared to fight back. Related Stories for “Atomfall Story Expansion Arrives Next Week – Dare You Visit Wicked Isle?” Category: ID@XboxA Little Roguelike Fun: Cryptmaster’s Deckbuilder in the Anniversary Update Category: ID@XboxGet Connected: Indie Selects for May 2025 Category: GamesFree Play Days – Call of Duty: Black Ops 6 (MP & Zombies Only), The Division 2, ARK: Survival Ascended, and More The post Atomfall Story Expansion Arrives Next Week – Dare You Visit Wicked Isle? appeared first on Xbox Wire.
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  • Step-by-Step Guide to Build a Customizable Multi-Tool AI Agent with LangGraph and Claude for Dynamic Agent Creation

    In this comprehensive tutorial, we guide users through creating a powerful multi-tool AI agent using LangGraph and Claude, optimized for diverse tasks including mathematical computations, web searches, weather inquiries, text analysis, and real-time information retrieval. It begins by simplifying dependency installations to ensure effortless setup, even for beginners. Users are then introduced to structured implementations of specialized tools, such as a safe calculator, an efficient web-search utility leveraging DuckDuckGo, a mock weather information provider, a detailed text analyzer, and a time-fetching function. The tutorial also clearly delineates the integration of these tools within a sophisticated agent architecture built using LangGraph, illustrating practical usage through interactive examples and clear explanations, facilitating both beginners and advanced developers to deploy custom multi-functional AI agents rapidly.
    import subprocess
    import sys

    def install_packages:
    packages =for package in packages:
    try:
    subprocess.check_callprintexcept subprocess.CalledProcessError:
    printprintinstall_packagesprintWe automate the installation of essential Python packages required for building a LangGraph-based multi-tool AI agent. It leverages a subprocess to run pip commands silently and ensures each package, ranging from long-chain components to web search and environment handling tools, is installed successfully. This setup streamlines the environment preparation process, making the notebook portable and beginner-friendly.
    import os
    import json
    import math
    import requests
    from typing import Dict, List, Any, Annotated, TypedDict
    from datetime import datetime
    import operator

    from langchain_core.messages import BaseMessage, HumanMessage, AIMessage, ToolMessage
    from langchain_core.tools import tool
    from langchain_anthropic import ChatAnthropic
    from langgraph.graph import StateGraph, START, END
    from langgraph.prebuilt import ToolNode
    from langgraph.checkpoint.memory import MemorySaver
    from duckduckgo_search import DDGS
    We import all the necessary libraries and modules for constructing the multi-tool AI agent. It includes Python standard libraries such as os, json, math, and datetime for general-purpose functionality and external libraries like requests for HTTP calls and duckduckgo_search for implementing web search. The LangChain and LangGraph ecosystems bring in message types, tool decorators, state graph components, and checkpointing utilities, while ChatAnthropic enables integration with the Claude model for conversational intelligence. These imports form the foundational building blocks for defining tools, agent workflows, and interactions.
    os.environ= "Use Your API Key Here"

    ANTHROPIC_API_KEY = os.getenvWe set and retrieve the Anthropic API key required to authenticate and interact with Claude models. The os.environ line assigns your API key, while os.getenv securely retrieves it for later use in model initialization. This approach ensures the key is accessible throughout the script without hardcoding it multiple times.
    from typing import TypedDict

    class AgentState:
    messages: Annotated, operator.add]

    @tool
    def calculator-> str:
    """
    Perform mathematical calculations. Supports basic arithmetic, trigonometry, and more.

    Args:
    expression: Mathematical expression as a string")

    Returns:
    Result of the calculation as a string
    """
    try:
    allowed_names = {
    'abs': abs, 'round': round, 'min': min, 'max': max,
    'sum': sum, 'pow': pow, 'sqrt': math.sqrt,
    'sin': math.sin, 'cos': math.cos, 'tan': math.tan,
    'log': math.log, 'log10': math.log10, 'exp': math.exp,
    'pi': math.pi, 'e': math.e
    }

    expression = expression.replaceresult = evalreturn f"Result: {result}"
    except Exception as e:
    return f"Error in calculation: {str}"
    We define the agent’s internal state and implement a robust calculator tool. The AgentState class uses TypedDict to structure agent memory, specifically tracking messages exchanged during the conversation. The calculator function, decorated with @tool to register it as an AI-usable utility, securely evaluates mathematical expressions. It allows for safe computation by limiting available functions to a predefined set from the math module and replacing common syntax like ^ with Python’s exponentiation operator. This ensures the tool can handle simple arithmetic and advanced functions like trigonometry or logarithms while preventing unsafe code execution.
    @tool
    def web_search-> str:
    """
    Search the web for information using DuckDuckGo.

    Args:
    query: Search query string
    num_results: Number of results to returnReturns:
    Search results as formatted string
    """
    try:
    num_results = min, 10)

    with DDGSas ddgs:
    results = list)

    if not results:
    return f"No search results found for: {query}"

    formatted_results = f"Search results for '{query}':\n\n"
    for i, result in enumerate:
    formatted_results += f"{i}. **{result}**\n"
    formatted_results += f" {result}\n"
    formatted_results += f" Source: {result}\n\n"

    return formatted_results
    except Exception as e:
    return f"Error performing web search: {str}"
    We define a web_search tool that enables the agent to fetch real-time information from the internet using the DuckDuckGo Search API via the duckduckgo_search Python package. The tool accepts a search query and an optional num_results parameter, ensuring that the number of results returned is between 1 and 10. It opens a DuckDuckGo search session, retrieves the results, and formats them neatly for user-friendly display. If no results are found or an error occurs, the function handles it gracefully by returning an informative message. This tool equips the agent with real-time search capabilities, enhancing responsiveness and utility.
    @tool
    def weather_info-> str:
    """
    Get current weather information for a city using OpenWeatherMap API.
    Note: This is a mock implementation for demo purposes.

    Args:
    city: Name of the city

    Returns:
    Weather information as a string
    """
    mock_weather = {
    "new york": {"temp": 22, "condition": "Partly Cloudy", "humidity": 65},
    "london": {"temp": 15, "condition": "Rainy", "humidity": 80},
    "tokyo": {"temp": 28, "condition": "Sunny", "humidity": 70},
    "paris": {"temp": 18, "condition": "Overcast", "humidity": 75}
    }

    city_lower = city.lowerif city_lower in mock_weather:
    weather = mock_weatherreturn f"Weather in {city}:\n" \
    f"Temperature: {weather}°C\n" \
    f"Condition: {weather}\n" \
    f"Humidity: {weather}%"
    else:
    return f"Weather data not available for {city}."
    We define a weather_info tool that simulates retrieving current weather data for a given city. While it does not connect to a live weather API, it uses a predefined dictionary of mock data for major cities like New York, London, Tokyo, and Paris. Upon receiving a city name, the function normalizes it to lowercase and checks for its presence in the mock dataset. It returns temperature, weather condition, and humidity in a readable format if found. Otherwise, it notifies the user that weather data is unavailable. This tool serves as a placeholder and can later be upgraded to fetch live data from an actual weather API.
    @tool
    def text_analyzer-> str:
    """
    Analyze text and provide statistics like word count, character count, etc.

    Args:
    text: Text to analyze

    Returns:
    Text analysis results
    """
    if not text.strip:
    return "Please provide text to analyze."

    words = text.splitsentences = text.split+ text.split+ text.splitsentences =analysis = f"Text Analysis Results:\n"
    analysis += f"• Characters: {len}\n"
    analysis += f"• Characters: {len)}\n"
    analysis += f"• Words: {len}\n"
    analysis += f"• Sentences: {len}\n"
    analysis += f"• Average words per sentence: {len/ max, 1):.1f}\n"
    analysis += f"• Most common word: {max, key=words.count) if words else 'N/A'}"

    return analysis
    The text_analyzer tool provides a detailed statistical analysis of a given text input. It calculates metrics such as character count, word count, sentence count, and average words per sentence, and it identifies the most frequently occurring word. The tool handles empty input gracefully by prompting the user to provide valid text. It uses simple string operations and Python’s set and max functions to extract meaningful insights. It is a valuable utility for language analysis or content quality checks in the AI agent’s toolkit.
    @tool
    def current_time-> str:
    """
    Get the current date and time.

    Returns:
    Current date and time as a formatted string
    """
    now = datetime.nowreturn f"Current date and time: {now.strftime}"
    The current_time tool provides a straightforward way to retrieve the current system date and time in a human-readable format. Using Python’s datetime module, it captures the present moment and formats it as YYYY-MM-DD HH:MM:SS. This utility is particularly useful for time-stamping responses or answering user queries about the current date and time within the AI agent’s interaction flow.
    tools =def create_llm:
    if ANTHROPIC_API_KEY:
    return ChatAnthropicelse:
    class MockLLM:
    def invoke:
    last_message = messages.content if messages else ""

    if anyfor word in):
    import re
    numbers = re.findall\s\w]+', last_message)
    expr = numbersif numbers else "2+2"
    return AIMessage}, "id": "calc1"}])
    elif anyfor word in):
    query = last_message.replace.replace.replace.stripif not query or len< 3:
    query = "python programming"
    return AIMessageelif anyfor word in):
    city = "New York"
    words = last_message.lower.splitfor i, word in enumerate:
    if word == 'in' and i + 1 < len:
    city = words.titlebreak
    return AIMessageelif anyfor word in):
    return AIMessageelif anyfor word in):
    text = last_message.replace.replace.stripif not text:
    text = "Sample text for analysis"
    return AIMessageelse:
    return AIMessagedef bind_tools:
    return self

    printreturn MockLLMllm = create_llmllm_with_tools = llm.bind_toolsWe initialize the language model that powers the AI agent. If a valid Anthropic API key is available, it uses the Claude 3 Haiku model for high-quality responses. Without an API key, a MockLLM is defined to simulate basic tool-routing behavior based on keyword matching, allowing the agent to function offline with limited capabilities. The bind_tools method links the defined tools to the model, enabling it to invoke them as needed.
    def agent_node-> Dict:
    """Main agent node that processes messages and decides on tool usage."""
    messages = stateresponse = llm_with_tools.invokereturn {"messages":}

    def should_continue-> str:
    """Determine whether to continue with tool calls or end."""
    last_message = stateif hasattrand last_message.tool_calls:
    return "tools"
    return END
    We define the agent’s core decision-making logic. The agent_node function handles incoming messages, invokes the language model, and returns the model’s response. The should_continue function then evaluates whether the model’s response includes tool calls. If so, it routes control to the tool execution node; otherwise, it directs the flow to end the interaction. These functions enable dynamic and conditional transitions within the agent’s workflow.
    def create_agent_graph:
    tool_node = ToolNodeworkflow = StateGraphworkflow.add_nodeworkflow.add_nodeworkflow.add_edgeworkflow.add_conditional_edgesworkflow.add_edgememory = MemorySaverapp = workflow.compilereturn app

    printagent = create_agent_graphprintWe construct the LangGraph-powered workflow that defines the AI agent’s operational structure. It initializes a ToolNode to handle tool executions and uses a StateGraph to organize the flow between agent decisions and tool usage. Nodes and edges are added to manage transitions: starting with the agent, conditionally routing to tools, and looping back as needed. A MemorySaver is integrated for persistent state tracking across turns. The graph is compiled into an executable application, enabling a structured, memory-aware multi-tool agent ready for deployment.
    def test_agent:
    """Test the agent with various queries."""
    config = {"configurable": {"thread_id": "test-thread"}}

    test_queries =printfor i, query in enumerate:
    printprinttry:
    response = agent.invoke]},
    config=config
    )

    last_message = responseprintexcept Exception as e:
    print}\n")
    The test_agent function is a validation utility that ensures that the LangGraph agent responds correctly across different use cases. It runs predefined queries, arithmetic, web search, weather, time, and text analysis, and prints the agent’s responses. Using a consistent thread_id for configuration, it invokes the agent with each query. It neatly displays the results, helping developers verify tool integration and conversational logic before moving to interactive or production use.
    def chat_with_agent:
    """Interactive chat function."""
    config = {"configurable": {"thread_id": "interactive-thread"}}

    printprintprintwhile True:
    try:
    user_input = input.stripif user_input.lowerin:
    printbreak
    elif user_input.lower== 'help':
    printprint?'")
    printprintprintprintprintcontinue
    elif not user_input:
    continue

    response = agent.invoke]},
    config=config
    )

    last_message = responseprintexcept KeyboardInterrupt:
    printbreak
    except Exception as e:
    print}\n")
    The chat_with_agent function provides an interactive command-line interface for real-time conversations with the LangGraph multi-tool agent. It supports natural language queries and recognizes commands like “help” for usage guidance and “quit” to exit. Each user input is processed through the agent, which dynamically selects and invokes appropriate response tools. The function enhances user engagement by simulating a conversational experience and showcasing the agent’s capabilities in handling various queries, from math and web search to weather, text analysis, and time retrieval.
    if __name__ == "__main__":
    test_agentprintprintprintchat_with_agentdef quick_demo:
    """Quick demonstration of agent capabilities."""
    config = {"configurable": {"thread_id": "demo"}}

    demos =printfor category, query in demos:
    printtry:
    response = agent.invoke]},
    config=config
    )
    printexcept Exception as e:
    print}\n")

    printprintprintprintprintfor a quick demonstration")
    printfor interactive chat")
    printprintprintFinally, we orchestrate the execution of the LangGraph multi-tool agent. If the script is run directly, it initiates test_agentto validate functionality with sample queries, followed by launching the interactive chat_with_agentmode for real-time interaction. The quick_demofunction also briefly showcases the agent’s capabilities in math, search, and time queries. Clear usage instructions are printed at the end, guiding users on configuring the API key, running demonstrations, and interacting with the agent. This provides a smooth onboarding experience for users to explore and extend the agent’s functionality.
    In conclusion, this step-by-step tutorial gives valuable insights into building an effective multi-tool AI agent leveraging LangGraph and Claude’s generative capabilities. With straightforward explanations and hands-on demonstrations, the guide empowers users to integrate diverse utilities into a cohesive and interactive system. The agent’s flexibility in performing tasks, from complex calculations to dynamic information retrieval, showcases the versatility of modern AI development frameworks. Also, the inclusion of user-friendly functions for both testing and interactive chat enhances practical understanding, enabling immediate application in various contexts. Developers can confidently extend and customize their AI agents with this foundational knowledge.

    Check out the Notebook on GitHub. 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 Comprehensive Coding Guide to Crafting Advanced Round-Robin Multi-Agent Workflows with Microsoft AutoGenAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Microsoft AI Introduces Magentic-UI: An Open-Source Agent Prototype that Works with People to Complete Complex Tasks that Require Multi-Step Planning and Browser UseAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Anthropic Releases Claude Opus 4 and Claude Sonnet 4: A Technical Leap in Reasoning, Coding, and AI Agent DesignAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Technology Innovation Institute TII Releases Falcon-H1: Hybrid Transformer-SSM Language Models for Scalable, Multilingual, and Long-Context Understanding
    #stepbystep #guide #build #customizable #multitool
    Step-by-Step Guide to Build a Customizable Multi-Tool AI Agent with LangGraph and Claude for Dynamic Agent Creation
    In this comprehensive tutorial, we guide users through creating a powerful multi-tool AI agent using LangGraph and Claude, optimized for diverse tasks including mathematical computations, web searches, weather inquiries, text analysis, and real-time information retrieval. It begins by simplifying dependency installations to ensure effortless setup, even for beginners. Users are then introduced to structured implementations of specialized tools, such as a safe calculator, an efficient web-search utility leveraging DuckDuckGo, a mock weather information provider, a detailed text analyzer, and a time-fetching function. The tutorial also clearly delineates the integration of these tools within a sophisticated agent architecture built using LangGraph, illustrating practical usage through interactive examples and clear explanations, facilitating both beginners and advanced developers to deploy custom multi-functional AI agents rapidly. import subprocess import sys def install_packages: packages =for package in packages: try: subprocess.check_callprintexcept subprocess.CalledProcessError: printprintinstall_packagesprintWe automate the installation of essential Python packages required for building a LangGraph-based multi-tool AI agent. It leverages a subprocess to run pip commands silently and ensures each package, ranging from long-chain components to web search and environment handling tools, is installed successfully. This setup streamlines the environment preparation process, making the notebook portable and beginner-friendly. import os import json import math import requests from typing import Dict, List, Any, Annotated, TypedDict from datetime import datetime import operator from langchain_core.messages import BaseMessage, HumanMessage, AIMessage, ToolMessage from langchain_core.tools import tool from langchain_anthropic import ChatAnthropic from langgraph.graph import StateGraph, START, END from langgraph.prebuilt import ToolNode from langgraph.checkpoint.memory import MemorySaver from duckduckgo_search import DDGS We import all the necessary libraries and modules for constructing the multi-tool AI agent. It includes Python standard libraries such as os, json, math, and datetime for general-purpose functionality and external libraries like requests for HTTP calls and duckduckgo_search for implementing web search. The LangChain and LangGraph ecosystems bring in message types, tool decorators, state graph components, and checkpointing utilities, while ChatAnthropic enables integration with the Claude model for conversational intelligence. These imports form the foundational building blocks for defining tools, agent workflows, and interactions. os.environ= "Use Your API Key Here" ANTHROPIC_API_KEY = os.getenvWe set and retrieve the Anthropic API key required to authenticate and interact with Claude models. The os.environ line assigns your API key, while os.getenv securely retrieves it for later use in model initialization. This approach ensures the key is accessible throughout the script without hardcoding it multiple times. from typing import TypedDict class AgentState: messages: Annotated, operator.add] @tool def calculator-> str: """ Perform mathematical calculations. Supports basic arithmetic, trigonometry, and more. Args: expression: Mathematical expression as a string") Returns: Result of the calculation as a string """ try: allowed_names = { 'abs': abs, 'round': round, 'min': min, 'max': max, 'sum': sum, 'pow': pow, 'sqrt': math.sqrt, 'sin': math.sin, 'cos': math.cos, 'tan': math.tan, 'log': math.log, 'log10': math.log10, 'exp': math.exp, 'pi': math.pi, 'e': math.e } expression = expression.replaceresult = evalreturn f"Result: {result}" except Exception as e: return f"Error in calculation: {str}" We define the agent’s internal state and implement a robust calculator tool. The AgentState class uses TypedDict to structure agent memory, specifically tracking messages exchanged during the conversation. The calculator function, decorated with @tool to register it as an AI-usable utility, securely evaluates mathematical expressions. It allows for safe computation by limiting available functions to a predefined set from the math module and replacing common syntax like ^ with Python’s exponentiation operator. This ensures the tool can handle simple arithmetic and advanced functions like trigonometry or logarithms while preventing unsafe code execution. @tool def web_search-> str: """ Search the web for information using DuckDuckGo. Args: query: Search query string num_results: Number of results to returnReturns: Search results as formatted string """ try: num_results = min, 10) with DDGSas ddgs: results = list) if not results: return f"No search results found for: {query}" formatted_results = f"Search results for '{query}':\n\n" for i, result in enumerate: formatted_results += f"{i}. **{result}**\n" formatted_results += f" {result}\n" formatted_results += f" Source: {result}\n\n" return formatted_results except Exception as e: return f"Error performing web search: {str}" We define a web_search tool that enables the agent to fetch real-time information from the internet using the DuckDuckGo Search API via the duckduckgo_search Python package. The tool accepts a search query and an optional num_results parameter, ensuring that the number of results returned is between 1 and 10. It opens a DuckDuckGo search session, retrieves the results, and formats them neatly for user-friendly display. If no results are found or an error occurs, the function handles it gracefully by returning an informative message. This tool equips the agent with real-time search capabilities, enhancing responsiveness and utility. @tool def weather_info-> str: """ Get current weather information for a city using OpenWeatherMap API. Note: This is a mock implementation for demo purposes. Args: city: Name of the city Returns: Weather information as a string """ mock_weather = { "new york": {"temp": 22, "condition": "Partly Cloudy", "humidity": 65}, "london": {"temp": 15, "condition": "Rainy", "humidity": 80}, "tokyo": {"temp": 28, "condition": "Sunny", "humidity": 70}, "paris": {"temp": 18, "condition": "Overcast", "humidity": 75} } city_lower = city.lowerif city_lower in mock_weather: weather = mock_weatherreturn f"Weather in {city}:\n" \ f"Temperature: {weather}°C\n" \ f"Condition: {weather}\n" \ f"Humidity: {weather}%" else: return f"Weather data not available for {city}." We define a weather_info tool that simulates retrieving current weather data for a given city. While it does not connect to a live weather API, it uses a predefined dictionary of mock data for major cities like New York, London, Tokyo, and Paris. Upon receiving a city name, the function normalizes it to lowercase and checks for its presence in the mock dataset. It returns temperature, weather condition, and humidity in a readable format if found. Otherwise, it notifies the user that weather data is unavailable. This tool serves as a placeholder and can later be upgraded to fetch live data from an actual weather API. @tool def text_analyzer-> str: """ Analyze text and provide statistics like word count, character count, etc. Args: text: Text to analyze Returns: Text analysis results """ if not text.strip: return "Please provide text to analyze." words = text.splitsentences = text.split+ text.split+ text.splitsentences =analysis = f"Text Analysis Results:\n" analysis += f"• Characters: {len}\n" analysis += f"• Characters: {len)}\n" analysis += f"• Words: {len}\n" analysis += f"• Sentences: {len}\n" analysis += f"• Average words per sentence: {len/ max, 1):.1f}\n" analysis += f"• Most common word: {max, key=words.count) if words else 'N/A'}" return analysis The text_analyzer tool provides a detailed statistical analysis of a given text input. It calculates metrics such as character count, word count, sentence count, and average words per sentence, and it identifies the most frequently occurring word. The tool handles empty input gracefully by prompting the user to provide valid text. It uses simple string operations and Python’s set and max functions to extract meaningful insights. It is a valuable utility for language analysis or content quality checks in the AI agent’s toolkit. @tool def current_time-> str: """ Get the current date and time. Returns: Current date and time as a formatted string """ now = datetime.nowreturn f"Current date and time: {now.strftime}" The current_time tool provides a straightforward way to retrieve the current system date and time in a human-readable format. Using Python’s datetime module, it captures the present moment and formats it as YYYY-MM-DD HH:MM:SS. This utility is particularly useful for time-stamping responses or answering user queries about the current date and time within the AI agent’s interaction flow. tools =def create_llm: if ANTHROPIC_API_KEY: return ChatAnthropicelse: class MockLLM: def invoke: last_message = messages.content if messages else "" if anyfor word in): import re numbers = re.findall\s\w]+', last_message) expr = numbersif numbers else "2+2" return AIMessage}, "id": "calc1"}]) elif anyfor word in): query = last_message.replace.replace.replace.stripif not query or len< 3: query = "python programming" return AIMessageelif anyfor word in): city = "New York" words = last_message.lower.splitfor i, word in enumerate: if word == 'in' and i + 1 < len: city = words.titlebreak return AIMessageelif anyfor word in): return AIMessageelif anyfor word in): text = last_message.replace.replace.stripif not text: text = "Sample text for analysis" return AIMessageelse: return AIMessagedef bind_tools: return self printreturn MockLLMllm = create_llmllm_with_tools = llm.bind_toolsWe initialize the language model that powers the AI agent. If a valid Anthropic API key is available, it uses the Claude 3 Haiku model for high-quality responses. Without an API key, a MockLLM is defined to simulate basic tool-routing behavior based on keyword matching, allowing the agent to function offline with limited capabilities. The bind_tools method links the defined tools to the model, enabling it to invoke them as needed. def agent_node-> Dict: """Main agent node that processes messages and decides on tool usage.""" messages = stateresponse = llm_with_tools.invokereturn {"messages":} def should_continue-> str: """Determine whether to continue with tool calls or end.""" last_message = stateif hasattrand last_message.tool_calls: return "tools" return END We define the agent’s core decision-making logic. The agent_node function handles incoming messages, invokes the language model, and returns the model’s response. The should_continue function then evaluates whether the model’s response includes tool calls. If so, it routes control to the tool execution node; otherwise, it directs the flow to end the interaction. These functions enable dynamic and conditional transitions within the agent’s workflow. def create_agent_graph: tool_node = ToolNodeworkflow = StateGraphworkflow.add_nodeworkflow.add_nodeworkflow.add_edgeworkflow.add_conditional_edgesworkflow.add_edgememory = MemorySaverapp = workflow.compilereturn app printagent = create_agent_graphprintWe construct the LangGraph-powered workflow that defines the AI agent’s operational structure. It initializes a ToolNode to handle tool executions and uses a StateGraph to organize the flow between agent decisions and tool usage. Nodes and edges are added to manage transitions: starting with the agent, conditionally routing to tools, and looping back as needed. A MemorySaver is integrated for persistent state tracking across turns. The graph is compiled into an executable application, enabling a structured, memory-aware multi-tool agent ready for deployment. def test_agent: """Test the agent with various queries.""" config = {"configurable": {"thread_id": "test-thread"}} test_queries =printfor i, query in enumerate: printprinttry: response = agent.invoke]}, config=config ) last_message = responseprintexcept Exception as e: print}\n") The test_agent function is a validation utility that ensures that the LangGraph agent responds correctly across different use cases. It runs predefined queries, arithmetic, web search, weather, time, and text analysis, and prints the agent’s responses. Using a consistent thread_id for configuration, it invokes the agent with each query. It neatly displays the results, helping developers verify tool integration and conversational logic before moving to interactive or production use. def chat_with_agent: """Interactive chat function.""" config = {"configurable": {"thread_id": "interactive-thread"}} printprintprintwhile True: try: user_input = input.stripif user_input.lowerin: printbreak elif user_input.lower== 'help': printprint?'") printprintprintprintprintcontinue elif not user_input: continue response = agent.invoke]}, config=config ) last_message = responseprintexcept KeyboardInterrupt: printbreak except Exception as e: print}\n") The chat_with_agent function provides an interactive command-line interface for real-time conversations with the LangGraph multi-tool agent. It supports natural language queries and recognizes commands like “help” for usage guidance and “quit” to exit. Each user input is processed through the agent, which dynamically selects and invokes appropriate response tools. The function enhances user engagement by simulating a conversational experience and showcasing the agent’s capabilities in handling various queries, from math and web search to weather, text analysis, and time retrieval. if __name__ == "__main__": test_agentprintprintprintchat_with_agentdef quick_demo: """Quick demonstration of agent capabilities.""" config = {"configurable": {"thread_id": "demo"}} demos =printfor category, query in demos: printtry: response = agent.invoke]}, config=config ) printexcept Exception as e: print}\n") printprintprintprintprintfor a quick demonstration") printfor interactive chat") printprintprintFinally, we orchestrate the execution of the LangGraph multi-tool agent. If the script is run directly, it initiates test_agentto validate functionality with sample queries, followed by launching the interactive chat_with_agentmode for real-time interaction. The quick_demofunction also briefly showcases the agent’s capabilities in math, search, and time queries. Clear usage instructions are printed at the end, guiding users on configuring the API key, running demonstrations, and interacting with the agent. This provides a smooth onboarding experience for users to explore and extend the agent’s functionality. In conclusion, this step-by-step tutorial gives valuable insights into building an effective multi-tool AI agent leveraging LangGraph and Claude’s generative capabilities. With straightforward explanations and hands-on demonstrations, the guide empowers users to integrate diverse utilities into a cohesive and interactive system. The agent’s flexibility in performing tasks, from complex calculations to dynamic information retrieval, showcases the versatility of modern AI development frameworks. Also, the inclusion of user-friendly functions for both testing and interactive chat enhances practical understanding, enabling immediate application in various contexts. Developers can confidently extend and customize their AI agents with this foundational knowledge. Check out the Notebook on GitHub. 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 Comprehensive Coding Guide to Crafting Advanced Round-Robin Multi-Agent Workflows with Microsoft AutoGenAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Microsoft AI Introduces Magentic-UI: An Open-Source Agent Prototype that Works with People to Complete Complex Tasks that Require Multi-Step Planning and Browser UseAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Anthropic Releases Claude Opus 4 and Claude Sonnet 4: A Technical Leap in Reasoning, Coding, and AI Agent DesignAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Technology Innovation Institute TII Releases Falcon-H1: Hybrid Transformer-SSM Language Models for Scalable, Multilingual, and Long-Context Understanding #stepbystep #guide #build #customizable #multitool
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    Step-by-Step Guide to Build a Customizable Multi-Tool AI Agent with LangGraph and Claude for Dynamic Agent Creation
    In this comprehensive tutorial, we guide users through creating a powerful multi-tool AI agent using LangGraph and Claude, optimized for diverse tasks including mathematical computations, web searches, weather inquiries, text analysis, and real-time information retrieval. It begins by simplifying dependency installations to ensure effortless setup, even for beginners. Users are then introduced to structured implementations of specialized tools, such as a safe calculator, an efficient web-search utility leveraging DuckDuckGo, a mock weather information provider, a detailed text analyzer, and a time-fetching function. The tutorial also clearly delineates the integration of these tools within a sophisticated agent architecture built using LangGraph, illustrating practical usage through interactive examples and clear explanations, facilitating both beginners and advanced developers to deploy custom multi-functional AI agents rapidly. import subprocess import sys def install_packages(): packages = [ "langgraph", "langchain", "langchain-anthropic", "langchain-community", "requests", "python-dotenv", "duckduckgo-search" ] for package in packages: try: subprocess.check_call([sys.executable, "-m", "pip", "install", package, "-q"]) print(f"✓ Installed {package}") except subprocess.CalledProcessError: print(f"✗ Failed to install {package}") print("Installing required packages...") install_packages() print("Installation complete!\n") We automate the installation of essential Python packages required for building a LangGraph-based multi-tool AI agent. It leverages a subprocess to run pip commands silently and ensures each package, ranging from long-chain components to web search and environment handling tools, is installed successfully. This setup streamlines the environment preparation process, making the notebook portable and beginner-friendly. import os import json import math import requests from typing import Dict, List, Any, Annotated, TypedDict from datetime import datetime import operator from langchain_core.messages import BaseMessage, HumanMessage, AIMessage, ToolMessage from langchain_core.tools import tool from langchain_anthropic import ChatAnthropic from langgraph.graph import StateGraph, START, END from langgraph.prebuilt import ToolNode from langgraph.checkpoint.memory import MemorySaver from duckduckgo_search import DDGS We import all the necessary libraries and modules for constructing the multi-tool AI agent. It includes Python standard libraries such as os, json, math, and datetime for general-purpose functionality and external libraries like requests for HTTP calls and duckduckgo_search for implementing web search. The LangChain and LangGraph ecosystems bring in message types, tool decorators, state graph components, and checkpointing utilities, while ChatAnthropic enables integration with the Claude model for conversational intelligence. These imports form the foundational building blocks for defining tools, agent workflows, and interactions. os.environ["ANTHROPIC_API_KEY"] = "Use Your API Key Here" ANTHROPIC_API_KEY = os.getenv("ANTHROPIC_API_KEY") We set and retrieve the Anthropic API key required to authenticate and interact with Claude models. The os.environ line assigns your API key (which you should replace with a valid key), while os.getenv securely retrieves it for later use in model initialization. This approach ensures the key is accessible throughout the script without hardcoding it multiple times. from typing import TypedDict class AgentState(TypedDict): messages: Annotated[List[BaseMessage], operator.add] @tool def calculator(expression: str) -> str: """ Perform mathematical calculations. Supports basic arithmetic, trigonometry, and more. Args: expression: Mathematical expression as a string (e.g., "2 + 3 * 4", "sin(3.14159/2)") Returns: Result of the calculation as a string """ try: allowed_names = { 'abs': abs, 'round': round, 'min': min, 'max': max, 'sum': sum, 'pow': pow, 'sqrt': math.sqrt, 'sin': math.sin, 'cos': math.cos, 'tan': math.tan, 'log': math.log, 'log10': math.log10, 'exp': math.exp, 'pi': math.pi, 'e': math.e } expression = expression.replace('^', '**') result = eval(expression, {"__builtins__": {}}, allowed_names) return f"Result: {result}" except Exception as e: return f"Error in calculation: {str(e)}" We define the agent’s internal state and implement a robust calculator tool. The AgentState class uses TypedDict to structure agent memory, specifically tracking messages exchanged during the conversation. The calculator function, decorated with @tool to register it as an AI-usable utility, securely evaluates mathematical expressions. It allows for safe computation by limiting available functions to a predefined set from the math module and replacing common syntax like ^ with Python’s exponentiation operator. This ensures the tool can handle simple arithmetic and advanced functions like trigonometry or logarithms while preventing unsafe code execution. @tool def web_search(query: str, num_results: int = 3) -> str: """ Search the web for information using DuckDuckGo. Args: query: Search query string num_results: Number of results to return (default: 3, max: 10) Returns: Search results as formatted string """ try: num_results = min(max(num_results, 1), 10) with DDGS() as ddgs: results = list(ddgs.text(query, max_results=num_results)) if not results: return f"No search results found for: {query}" formatted_results = f"Search results for '{query}':\n\n" for i, result in enumerate(results, 1): formatted_results += f"{i}. **{result['title']}**\n" formatted_results += f" {result['body']}\n" formatted_results += f" Source: {result['href']}\n\n" return formatted_results except Exception as e: return f"Error performing web search: {str(e)}" We define a web_search tool that enables the agent to fetch real-time information from the internet using the DuckDuckGo Search API via the duckduckgo_search Python package. The tool accepts a search query and an optional num_results parameter, ensuring that the number of results returned is between 1 and 10. It opens a DuckDuckGo search session, retrieves the results, and formats them neatly for user-friendly display. If no results are found or an error occurs, the function handles it gracefully by returning an informative message. This tool equips the agent with real-time search capabilities, enhancing responsiveness and utility. @tool def weather_info(city: str) -> str: """ Get current weather information for a city using OpenWeatherMap API. Note: This is a mock implementation for demo purposes. Args: city: Name of the city Returns: Weather information as a string """ mock_weather = { "new york": {"temp": 22, "condition": "Partly Cloudy", "humidity": 65}, "london": {"temp": 15, "condition": "Rainy", "humidity": 80}, "tokyo": {"temp": 28, "condition": "Sunny", "humidity": 70}, "paris": {"temp": 18, "condition": "Overcast", "humidity": 75} } city_lower = city.lower() if city_lower in mock_weather: weather = mock_weather[city_lower] return f"Weather in {city}:\n" \ f"Temperature: {weather['temp']}°C\n" \ f"Condition: {weather['condition']}\n" \ f"Humidity: {weather['humidity']}%" else: return f"Weather data not available for {city}. (This is a demo with limited cities: New York, London, Tokyo, Paris)" We define a weather_info tool that simulates retrieving current weather data for a given city. While it does not connect to a live weather API, it uses a predefined dictionary of mock data for major cities like New York, London, Tokyo, and Paris. Upon receiving a city name, the function normalizes it to lowercase and checks for its presence in the mock dataset. It returns temperature, weather condition, and humidity in a readable format if found. Otherwise, it notifies the user that weather data is unavailable. This tool serves as a placeholder and can later be upgraded to fetch live data from an actual weather API. @tool def text_analyzer(text: str) -> str: """ Analyze text and provide statistics like word count, character count, etc. Args: text: Text to analyze Returns: Text analysis results """ if not text.strip(): return "Please provide text to analyze." words = text.split() sentences = text.split('.') + text.split('!') + text.split('?') sentences = [s.strip() for s in sentences if s.strip()] analysis = f"Text Analysis Results:\n" analysis += f"• Characters (with spaces): {len(text)}\n" analysis += f"• Characters (without spaces): {len(text.replace(' ', ''))}\n" analysis += f"• Words: {len(words)}\n" analysis += f"• Sentences: {len(sentences)}\n" analysis += f"• Average words per sentence: {len(words) / max(len(sentences), 1):.1f}\n" analysis += f"• Most common word: {max(set(words), key=words.count) if words else 'N/A'}" return analysis The text_analyzer tool provides a detailed statistical analysis of a given text input. It calculates metrics such as character count (with and without spaces), word count, sentence count, and average words per sentence, and it identifies the most frequently occurring word. The tool handles empty input gracefully by prompting the user to provide valid text. It uses simple string operations and Python’s set and max functions to extract meaningful insights. It is a valuable utility for language analysis or content quality checks in the AI agent’s toolkit. @tool def current_time() -> str: """ Get the current date and time. Returns: Current date and time as a formatted string """ now = datetime.now() return f"Current date and time: {now.strftime('%Y-%m-%d %H:%M:%S')}" The current_time tool provides a straightforward way to retrieve the current system date and time in a human-readable format. Using Python’s datetime module, it captures the present moment and formats it as YYYY-MM-DD HH:MM:SS. This utility is particularly useful for time-stamping responses or answering user queries about the current date and time within the AI agent’s interaction flow. tools = [calculator, web_search, weather_info, text_analyzer, current_time] def create_llm(): if ANTHROPIC_API_KEY: return ChatAnthropic( model="claude-3-haiku-20240307", temperature=0.1, max_tokens=1024 ) else: class MockLLM: def invoke(self, messages): last_message = messages[-1].content if messages else "" if any(word in last_message.lower() for word in ['calculate', 'math', '+', '-', '*', '/', 'sqrt', 'sin', 'cos']): import re numbers = re.findall(r'[\d\+\-\*/\.\(\)\s\w]+', last_message) expr = numbers[0] if numbers else "2+2" return AIMessage(content="I'll help you with that calculation.", tool_calls=[{"name": "calculator", "args": {"expression": expr.strip()}, "id": "calc1"}]) elif any(word in last_message.lower() for word in ['search', 'find', 'look up', 'information about']): query = last_message.replace('search for', '').replace('find', '').replace('look up', '').strip() if not query or len(query) < 3: query = "python programming" return AIMessage(content="I'll search for that information.", tool_calls=[{"name": "web_search", "args": {"query": query}, "id": "search1"}]) elif any(word in last_message.lower() for word in ['weather', 'temperature']): city = "New York" words = last_message.lower().split() for i, word in enumerate(words): if word == 'in' and i + 1 < len(words): city = words[i + 1].title() break return AIMessage(content="I'll get the weather information.", tool_calls=[{"name": "weather_info", "args": {"city": city}, "id": "weather1"}]) elif any(word in last_message.lower() for word in ['time', 'date']): return AIMessage(content="I'll get the current time.", tool_calls=[{"name": "current_time", "args": {}, "id": "time1"}]) elif any(word in last_message.lower() for word in ['analyze', 'analysis']): text = last_message.replace('analyze this text:', '').replace('analyze', '').strip() if not text: text = "Sample text for analysis" return AIMessage(content="I'll analyze that text for you.", tool_calls=[{"name": "text_analyzer", "args": {"text": text}, "id": "analyze1"}]) else: return AIMessage(content="Hello! I'm a multi-tool agent powered by Claude. I can help with:\n• Mathematical calculations\n• Web searches\n• Weather information\n• Text analysis\n• Current time/date\n\nWhat would you like me to help you with?") def bind_tools(self, tools): return self print("⚠️ Note: Using mock LLM for demo. Add your ANTHROPIC_API_KEY for full functionality.") return MockLLM() llm = create_llm() llm_with_tools = llm.bind_tools(tools) We initialize the language model that powers the AI agent. If a valid Anthropic API key is available, it uses the Claude 3 Haiku model for high-quality responses. Without an API key, a MockLLM is defined to simulate basic tool-routing behavior based on keyword matching, allowing the agent to function offline with limited capabilities. The bind_tools method links the defined tools to the model, enabling it to invoke them as needed. def agent_node(state: AgentState) -> Dict[str, Any]: """Main agent node that processes messages and decides on tool usage.""" messages = state["messages"] response = llm_with_tools.invoke(messages) return {"messages": [response]} def should_continue(state: AgentState) -> str: """Determine whether to continue with tool calls or end.""" last_message = state["messages"][-1] if hasattr(last_message, 'tool_calls') and last_message.tool_calls: return "tools" return END We define the agent’s core decision-making logic. The agent_node function handles incoming messages, invokes the language model (with tools), and returns the model’s response. The should_continue function then evaluates whether the model’s response includes tool calls. If so, it routes control to the tool execution node; otherwise, it directs the flow to end the interaction. These functions enable dynamic and conditional transitions within the agent’s workflow. def create_agent_graph(): tool_node = ToolNode(tools) workflow = StateGraph(AgentState) workflow.add_node("agent", agent_node) workflow.add_node("tools", tool_node) workflow.add_edge(START, "agent") workflow.add_conditional_edges("agent", should_continue, {"tools": "tools", END: END}) workflow.add_edge("tools", "agent") memory = MemorySaver() app = workflow.compile(checkpointer=memory) return app print("Creating LangGraph Multi-Tool Agent...") agent = create_agent_graph() print("✓ Agent created successfully!\n") We construct the LangGraph-powered workflow that defines the AI agent’s operational structure. It initializes a ToolNode to handle tool executions and uses a StateGraph to organize the flow between agent decisions and tool usage. Nodes and edges are added to manage transitions: starting with the agent, conditionally routing to tools, and looping back as needed. A MemorySaver is integrated for persistent state tracking across turns. The graph is compiled into an executable application (app), enabling a structured, memory-aware multi-tool agent ready for deployment. def test_agent(): """Test the agent with various queries.""" config = {"configurable": {"thread_id": "test-thread"}} test_queries = [ "What's 15 * 7 + 23?", "Search for information about Python programming", "What's the weather like in Tokyo?", "What time is it?", "Analyze this text: 'LangGraph is an amazing framework for building AI agents.'" ] print("🧪 Testing the agent with sample queries...\n") for i, query in enumerate(test_queries, 1): print(f"Query {i}: {query}") print("-" * 50) try: response = agent.invoke( {"messages": [HumanMessage(content=query)]}, config=config ) last_message = response["messages"][-1] print(f"Response: {last_message.content}\n") except Exception as e: print(f"Error: {str(e)}\n") The test_agent function is a validation utility that ensures that the LangGraph agent responds correctly across different use cases. It runs predefined queries, arithmetic, web search, weather, time, and text analysis, and prints the agent’s responses. Using a consistent thread_id for configuration, it invokes the agent with each query. It neatly displays the results, helping developers verify tool integration and conversational logic before moving to interactive or production use. def chat_with_agent(): """Interactive chat function.""" config = {"configurable": {"thread_id": "interactive-thread"}} print("🤖 Multi-Tool Agent Chat") print("Available tools: Calculator, Web Search, Weather Info, Text Analyzer, Current Time") print("Type 'quit' to exit, 'help' for available commands\n") while True: try: user_input = input("You: ").strip() if user_input.lower() in ['quit', 'exit', 'q']: print("Goodbye!") break elif user_input.lower() == 'help': print("\nAvailable commands:") print("• Calculator: 'Calculate 15 * 7 + 23' or 'What's sin(pi/2)?'") print("• Web Search: 'Search for Python tutorials' or 'Find information about AI'") print("• Weather: 'Weather in Tokyo' or 'What's the temperature in London?'") print("• Text Analysis: 'Analyze this text: [your text]'") print("• Current Time: 'What time is it?' or 'Current date'") print("• quit: Exit the chat\n") continue elif not user_input: continue response = agent.invoke( {"messages": [HumanMessage(content=user_input)]}, config=config ) last_message = response["messages"][-1] print(f"Agent: {last_message.content}\n") except KeyboardInterrupt: print("\nGoodbye!") break except Exception as e: print(f"Error: {str(e)}\n") The chat_with_agent function provides an interactive command-line interface for real-time conversations with the LangGraph multi-tool agent. It supports natural language queries and recognizes commands like “help” for usage guidance and “quit” to exit. Each user input is processed through the agent, which dynamically selects and invokes appropriate response tools. The function enhances user engagement by simulating a conversational experience and showcasing the agent’s capabilities in handling various queries, from math and web search to weather, text analysis, and time retrieval. if __name__ == "__main__": test_agent() print("=" * 60) print("🎉 LangGraph Multi-Tool Agent is ready!") print("=" * 60) chat_with_agent() def quick_demo(): """Quick demonstration of agent capabilities.""" config = {"configurable": {"thread_id": "demo"}} demos = [ ("Math", "Calculate the square root of 144 plus 5 times 3"), ("Search", "Find recent news about artificial intelligence"), ("Time", "What's the current date and time?") ] print("🚀 Quick Demo of Agent Capabilities\n") for category, query in demos: print(f"[{category}] Query: {query}") try: response = agent.invoke( {"messages": [HumanMessage(content=query)]}, config=config ) print(f"Response: {response['messages'][-1].content}\n") except Exception as e: print(f"Error: {str(e)}\n") print("\n" + "="*60) print("🔧 Usage Instructions:") print("1. Add your ANTHROPIC_API_KEY to use Claude model") print(" os.environ['ANTHROPIC_API_KEY'] = 'your-anthropic-api-key'") print("2. Run quick_demo() for a quick demonstration") print("3. Run chat_with_agent() for interactive chat") print("4. The agent supports: calculations, web search, weather, text analysis, and time") print("5. Example: 'Calculate 15*7+23' or 'Search for Python tutorials'") print("="*60) Finally, we orchestrate the execution of the LangGraph multi-tool agent. If the script is run directly, it initiates test_agent() to validate functionality with sample queries, followed by launching the interactive chat_with_agent() mode for real-time interaction. The quick_demo() function also briefly showcases the agent’s capabilities in math, search, and time queries. Clear usage instructions are printed at the end, guiding users on configuring the API key, running demonstrations, and interacting with the agent. This provides a smooth onboarding experience for users to explore and extend the agent’s functionality. In conclusion, this step-by-step tutorial gives valuable insights into building an effective multi-tool AI agent leveraging LangGraph and Claude’s generative capabilities. With straightforward explanations and hands-on demonstrations, the guide empowers users to integrate diverse utilities into a cohesive and interactive system. The agent’s flexibility in performing tasks, from complex calculations to dynamic information retrieval, showcases the versatility of modern AI development frameworks. Also, the inclusion of user-friendly functions for both testing and interactive chat enhances practical understanding, enabling immediate application in various contexts. Developers can confidently extend and customize their AI agents with this foundational knowledge. Check out the Notebook on GitHub. 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 Comprehensive Coding Guide to Crafting Advanced Round-Robin Multi-Agent Workflows with Microsoft AutoGenAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Microsoft AI Introduces Magentic-UI: An Open-Source Agent Prototype that Works with People to Complete Complex Tasks that Require Multi-Step Planning and Browser UseAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Anthropic Releases Claude Opus 4 and Claude Sonnet 4: A Technical Leap in Reasoning, Coding, and AI Agent DesignAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Technology Innovation Institute TII Releases Falcon-H1: Hybrid Transformer-SSM Language Models for Scalable, Multilingual, and Long-Context Understanding
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  • AEWIN Selects Fabric8Labs’ ECAM Technology for Edge AI Thermal Management

    Fabric8Labs, a San Diego-based manufacturer specializing in Electrochemical Additive Manufacturing, has been selected by AEWIN Technologies to supply thermal management components for its next generation of Edge AI systems. AEWIN, a provider of high-performance network platforms and a member of the Qisda Business Group, will integrate ECAM-produced copper components into its upcoming cooling infrastructure.
    The partnership addresses increasing thermal challenges in high-density computing environments. Fabric8Labs’ ECAM process enables the additive manufacturing of pure copper structures with high geometric resolution. AEWIN is deploying ECAM-based 3D micro-mesh boiler plates that increase heat exchanger surface area by over 900% and provide thermal improvements greater than 1.3 °C per 100W compared to leading conventional alternatives.
    “Our collaboration with AEWIN represents a significant step forward toward the future of thermal management. We are thrilled to support AEWIN by enabling them to achieve their sustainability targets and meet the growing power demands of advanced AI accelerators,” said Ian Winfield, Vice President of Product & Applications at Fabric8Labs.
    ECAM enables high-resolution, customized designs. Photo via Fabric8Labs.
    AEWIN’s system-level designs are optimized for both PFAS and PFAS-free coolants, supporting various two-phase immersion cooling methodologies. According to Dr. Liu, Director of the Advanced Technical Development Division at AEWIN Technologies, “The exponential growth of data and Edge AI complexity requires the most advanced on-premises computing. Through our advanced system-level design, we are able to leverage Fabric8Labs’ ECAM technology to optimize solutions for high efficiency, power usage effectiveness, and reduced total cost of ownership.”
    The ECAM manufacturing platform enables the production of 3D cooling structures without requiring powder beds or laser-based processes. Fabric8Labs’ approach allows for the fabrication of complex copper geometries suitable for thermal management applications, including capillary network designs that enhance coolant flow at the boiling interface. AEWIN reports that the use of these ECAM-enabled boiler plates supports achieving Power Usage Effectivenessbelow 1.02.
    Founded in 2015, Fabric8Labs develops ECAM systems for electronics, medical devices, communications equipment, and semiconductor manufacturing. Its technology is designed to support dense thermal architectures in data centers and Edge AI infrastructure. The additive process is capable of producing detailed structures with reduced material waste compared to conventional subtractive or powder-based methods.
    AEWIN will exhibit its advanced immersion cooling platform utilizing ECAM-enabled thermal components at Computex 2025, Booth No. M0120.
    3D Printed Thermal Components Expand Across Sectors
    Donkervoort Automobielen, a Dutch supercar manufacturer, recently partnered with Australia-based Conflux Technology to integrate 3D printed water-charge air coolersinto its P24 RS model. Using aluminum alloys and tailored fin geometries, the Conflux-designed WCAC units reduce weight from 16 kg to just 1.4 kg per cooler. By relocating the system into the engine bay and shortening the inlet tract, the new thermal architecture enhances throttle response and packaging efficiency. The additively manufactured design, inspired by Formula 1 cooling technology, was adapted for a road-legal vehicle.
    In another recent example, Alloy Enterprises developed a high-efficiency cold plate for NVIDIA’s H100 PCIe card, addressing power density challenges in advanced computing. The component was fabricated from 6061 aluminum using the company’s proprietary Stack Forging process. It features 180-micron microcapillaries, gyroid infill, and monolithic inlet/outlet channels—all optimized using nTop’s generative design software. With a final weight under 550 grams, the liquid cold plate delivers targeted cooling through simulation-derived internal structures.
    The 3D printed aluminum cold plate. Photo via nTop.
    Ready to discover who won the 20243D Printing Industry Awards?
    Subscribe to the 3D Printing Industry newsletter to stay updated with the latest news and insights.
    Take the 3DPI Reader Survey — shape the future of AM reporting in under 5 minutes.
    Featured photo shows ECAM enables high-resolution, customized designs. Photo via Fabric8Labs.

    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.
    #aewin #selects #fabric8labs #ecam #technology
    AEWIN Selects Fabric8Labs’ ECAM Technology for Edge AI Thermal Management
    Fabric8Labs, a San Diego-based manufacturer specializing in Electrochemical Additive Manufacturing, has been selected by AEWIN Technologies to supply thermal management components for its next generation of Edge AI systems. AEWIN, a provider of high-performance network platforms and a member of the Qisda Business Group, will integrate ECAM-produced copper components into its upcoming cooling infrastructure. The partnership addresses increasing thermal challenges in high-density computing environments. Fabric8Labs’ ECAM process enables the additive manufacturing of pure copper structures with high geometric resolution. AEWIN is deploying ECAM-based 3D micro-mesh boiler plates that increase heat exchanger surface area by over 900% and provide thermal improvements greater than 1.3 °C per 100W compared to leading conventional alternatives. “Our collaboration with AEWIN represents a significant step forward toward the future of thermal management. We are thrilled to support AEWIN by enabling them to achieve their sustainability targets and meet the growing power demands of advanced AI accelerators,” said Ian Winfield, Vice President of Product & Applications at Fabric8Labs. ECAM enables high-resolution, customized designs. Photo via Fabric8Labs. AEWIN’s system-level designs are optimized for both PFAS and PFAS-free coolants, supporting various two-phase immersion cooling methodologies. According to Dr. Liu, Director of the Advanced Technical Development Division at AEWIN Technologies, “The exponential growth of data and Edge AI complexity requires the most advanced on-premises computing. Through our advanced system-level design, we are able to leverage Fabric8Labs’ ECAM technology to optimize solutions for high efficiency, power usage effectiveness, and reduced total cost of ownership.” The ECAM manufacturing platform enables the production of 3D cooling structures without requiring powder beds or laser-based processes. Fabric8Labs’ approach allows for the fabrication of complex copper geometries suitable for thermal management applications, including capillary network designs that enhance coolant flow at the boiling interface. AEWIN reports that the use of these ECAM-enabled boiler plates supports achieving Power Usage Effectivenessbelow 1.02. Founded in 2015, Fabric8Labs develops ECAM systems for electronics, medical devices, communications equipment, and semiconductor manufacturing. Its technology is designed to support dense thermal architectures in data centers and Edge AI infrastructure. The additive process is capable of producing detailed structures with reduced material waste compared to conventional subtractive or powder-based methods. AEWIN will exhibit its advanced immersion cooling platform utilizing ECAM-enabled thermal components at Computex 2025, Booth No. M0120. 3D Printed Thermal Components Expand Across Sectors Donkervoort Automobielen, a Dutch supercar manufacturer, recently partnered with Australia-based Conflux Technology to integrate 3D printed water-charge air coolersinto its P24 RS model. Using aluminum alloys and tailored fin geometries, the Conflux-designed WCAC units reduce weight from 16 kg to just 1.4 kg per cooler. By relocating the system into the engine bay and shortening the inlet tract, the new thermal architecture enhances throttle response and packaging efficiency. The additively manufactured design, inspired by Formula 1 cooling technology, was adapted for a road-legal vehicle. In another recent example, Alloy Enterprises developed a high-efficiency cold plate for NVIDIA’s H100 PCIe card, addressing power density challenges in advanced computing. The component was fabricated from 6061 aluminum using the company’s proprietary Stack Forging process. It features 180-micron microcapillaries, gyroid infill, and monolithic inlet/outlet channels—all optimized using nTop’s generative design software. With a final weight under 550 grams, the liquid cold plate delivers targeted cooling through simulation-derived internal structures. The 3D printed aluminum cold plate. Photo via nTop. Ready to discover who won the 20243D Printing Industry Awards? Subscribe to the 3D Printing Industry newsletter to stay updated with the latest news and insights. Take the 3DPI Reader Survey — shape the future of AM reporting in under 5 minutes. Featured photo shows ECAM enables high-resolution, customized designs. Photo via Fabric8Labs. 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. #aewin #selects #fabric8labs #ecam #technology
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    AEWIN Selects Fabric8Labs’ ECAM Technology for Edge AI Thermal Management
    Fabric8Labs, a San Diego-based manufacturer specializing in Electrochemical Additive Manufacturing (ECAM), has been selected by AEWIN Technologies to supply thermal management components for its next generation of Edge AI systems. AEWIN, a provider of high-performance network platforms and a member of the Qisda Business Group, will integrate ECAM-produced copper components into its upcoming cooling infrastructure. The partnership addresses increasing thermal challenges in high-density computing environments. Fabric8Labs’ ECAM process enables the additive manufacturing of pure copper structures with high geometric resolution. AEWIN is deploying ECAM-based 3D micro-mesh boiler plates that increase heat exchanger surface area by over 900% and provide thermal improvements greater than 1.3 °C per 100W compared to leading conventional alternatives. “Our collaboration with AEWIN represents a significant step forward toward the future of thermal management. We are thrilled to support AEWIN by enabling them to achieve their sustainability targets and meet the growing power demands of advanced AI accelerators,” said Ian Winfield, Vice President of Product & Applications at Fabric8Labs. ECAM enables high-resolution, customized designs. Photo via Fabric8Labs. AEWIN’s system-level designs are optimized for both PFAS and PFAS-free coolants, supporting various two-phase immersion cooling methodologies. According to Dr. Liu, Director of the Advanced Technical Development Division at AEWIN Technologies, “The exponential growth of data and Edge AI complexity requires the most advanced on-premises computing. Through our advanced system-level design, we are able to leverage Fabric8Labs’ ECAM technology to optimize solutions for high efficiency, power usage effectiveness, and reduced total cost of ownership.” The ECAM manufacturing platform enables the production of 3D cooling structures without requiring powder beds or laser-based processes. Fabric8Labs’ approach allows for the fabrication of complex copper geometries suitable for thermal management applications, including capillary network designs that enhance coolant flow at the boiling interface. AEWIN reports that the use of these ECAM-enabled boiler plates supports achieving Power Usage Effectiveness (PUE) below 1.02. Founded in 2015, Fabric8Labs develops ECAM systems for electronics, medical devices, communications equipment, and semiconductor manufacturing. Its technology is designed to support dense thermal architectures in data centers and Edge AI infrastructure. The additive process is capable of producing detailed structures with reduced material waste compared to conventional subtractive or powder-based methods. AEWIN will exhibit its advanced immersion cooling platform utilizing ECAM-enabled thermal components at Computex 2025, Booth No. M0120. 3D Printed Thermal Components Expand Across Sectors Donkervoort Automobielen, a Dutch supercar manufacturer, recently partnered with Australia-based Conflux Technology to integrate 3D printed water-charge air coolers (WCAC) into its P24 RS model. Using aluminum alloys and tailored fin geometries, the Conflux-designed WCAC units reduce weight from 16 kg to just 1.4 kg per cooler. By relocating the system into the engine bay and shortening the inlet tract, the new thermal architecture enhances throttle response and packaging efficiency. The additively manufactured design, inspired by Formula 1 cooling technology, was adapted for a road-legal vehicle. In another recent example, Alloy Enterprises developed a high-efficiency cold plate for NVIDIA’s H100 PCIe card, addressing power density challenges in advanced computing. The component was fabricated from 6061 aluminum using the company’s proprietary Stack Forging process. It features 180-micron microcapillaries, gyroid infill, and monolithic inlet/outlet channels—all optimized using nTop’s generative design software. With a final weight under 550 grams, the liquid cold plate delivers targeted cooling through simulation-derived internal structures. The 3D printed aluminum cold plate. Photo via nTop. Ready to discover who won the 20243D Printing Industry Awards? Subscribe to the 3D Printing Industry newsletter to stay updated with the latest news and insights. Take the 3DPI Reader Survey — shape the future of AM reporting in under 5 minutes. Featured photo shows ECAM enables high-resolution, customized designs. Photo via Fabric8Labs. 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.
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