• European Robot Makers Adopt NVIDIA Isaac, Omniverse and Halos to Develop Safe, Physical AI-Driven Robot Fleets

    In the face of growing labor shortages and need for sustainability, European manufacturers are racing to reinvent their processes to become software-defined and AI-driven.
    To achieve this, robot developers and industrial digitalization solution providers are working with NVIDIA to build safe, AI-driven robots and industrial technologies to drive modern, sustainable manufacturing.
    At NVIDIA GTC Paris at VivaTech, Europe’s leading robotics companies including Agile Robots, Extend Robotics, Humanoid, idealworks, Neura Robotics, SICK, Universal Robots, Vorwerk and Wandelbots are showcasing their latest AI-driven robots and automation breakthroughs, all accelerated by NVIDIA technologies. In addition, NVIDIA is releasing new models and tools to support the entire robotics ecosystem.
    NVIDIA Releases Tools for Accelerating Robot Development and Safety
    NVIDIA Isaac GR00T N1.5, an open foundation model for humanoid robot reasoning and skills, is now available for download on Hugging Face. This update enhances the model’s adaptability and ability to follow instructions, significantly improving its performance in material handling and manufacturing tasks. The NVIDIA Isaac Sim 5.0 and Isaac Lab 2.2 open-source robotics simulation and learning frameworks, optimized for NVIDIA RTX PRO 6000 workstations, are available on GitHub for developer preview.
    In addition, NVIDIA announced that NVIDIA Halos — a full-stack, comprehensive safety system that unifies hardware architecture, AI models, software, tools and services — now expands to robotics, promoting safety across the entire development lifecycle of AI-driven robots.
    The NVIDIA Halos AI Systems Inspection Lab has earned accreditation from the ANSI National Accreditation Boardto perform inspections across functional safety for robotics, in addition to automotive vehicles.
    “NVIDIA’s latest evaluation with ANAB verifies the demonstration of competence and compliance with internationally recognized standards, helping ensure that developers of autonomous machines — from automotive to robotics — can meet the highest benchmarks for functional safety,” said R. Douglas Leonard Jr., executive director of ANAB.
    Arcbest, Advantech, Bluewhite, Boston Dynamics, FORT, Inxpect, KION, NexCobot — a NEXCOM company, and Synapticon are among the first robotics companies to join the Halos Inspection Lab, ensuring their products meet NVIDIA safety and cybersecurity requirements.
    To support robotics leaders in strengthening safety across the entire development lifecycle of AI-driven robots, Halos will now provide:

    Safety extension packages for the NVIDIA IGX platform, enabling manufacturers to easily program safety functions into their robots, supported by TÜV Rheinland’s inspection of NVIDIA IGX.
    A robotic safety platform, which includes IGX and NVIDIA Holoscan Sensor Bridge for a unified approach to designing sensor-to-compute architecture with built-in AI safety.
    An outside-in safety AI inspector — an AI-powered agent for monitoring robot operations, helping improve worker safety.

    Europe’s Robotics Ecosystem Builds on NVIDIA’s Three Computers
    Europe’s leading robotics developers and solution providers are integrating the NVIDIA Isaac robotics platform to train, simulate and deploy robots across different embodiments.
    Agile Robots is post-training the GR00T N1 model in Isaac Lab to train its dual-arm manipulator robots, which run on NVIDIA Jetson hardware, to execute a variety of tasks in industrial environments.
    Meanwhile, idealworks has adopted the Mega NVIDIA Omniverse Blueprint for robotic fleet simulation to extend the blueprint’s capabilities to humanoids. Building on the VDA 5050 framework, idealworks contributes to the development of guidance that supports tasks uniquely enabled by humanoid robots, such as picking, moving and placing objects.
    Neura Robotics is integrating NVIDIA Isaac to further enhance its robot development workflows. The company is using GR00T-Mimic to post-train the Isaac GR00T N1 robot foundation model for its service robot MiPA. Neura is also collaborating with SAP and NVIDIA to integrate SAP’s Joule agents with its robots, using the Mega NVIDIA Omniverse Blueprint to simulate and refine robot behavior in complex, realistic operational scenarios before deployment.
    Vorwerk is using NVIDIA technologies to power its AI-driven collaborative robots. The company is post-training GR00T N1 models in Isaac Lab with its custom synthetic data pipeline, which is built on Isaac GR00T-Mimic and powered by the NVIDIA Omniverse platform. The enhanced models are then deployed on NVIDIA Jetson AGX, Jetson Orin or Jetson Thor modules for advanced, real-time home robotics.
    Humanoid is using NVIDIA’s full robotics stack, including Isaac Sim and Isaac Lab, to cut its prototyping time down by six weeks. The company is training its vision language action models on NVIDIA DGX B200 systems to boost the cognitive abilities of its robots, allowing them to operate autonomously in complex environments using Jetson Thor onboard computing.
    Universal Robots is introducing UR15, its fastest collaborative robot yet, to the European market. Using UR’s AI Accelerator — developed on NVIDIA Isaac’s CUDA-accelerated libraries and AI models, as well as NVIDIA Jetson AGX Orin — manufacturers can build AI applications to embed intelligence into the company’s new cobots.
    Wandelbots is showcasing its NOVA Operating System, now integrated with Omniverse, to simulate, validate and optimize robotic behaviors virtually before deploying them to physical robots. Wandelbots also announced a collaboration with EY and EDAG to offer manufacturers a scalable automation platform on Omniverse that speeds up the transition from proof of concept to full-scale deployment.
    Extend Robotics is using the Isaac GR00T platform to enable customers to control and train robots for industrial tasks like visual inspection and handling radioactive materials. The company’s Advanced Mechanics Assistance System lets users collect demonstration data and generate diverse synthetic datasets with NVIDIA GR00T-Mimic and GR00T-Gen to train the GR00T N1 foundation model.
    SICK is enhancing its autonomous perception solutions by integrating new certified sensor models — as well as 2D and 3D lidars, safety scanners and cameras — into NVIDIA Isaac Sim. This enables engineers to virtually design, test and validate machines using SICK’s sensing models within Omniverse, supporting processes spanning product development to large-scale robotic fleet management.
    Toyota Material Handling Europe is working with SoftServe to simulate its autonomous mobile robots working alongside human workers, using the Mega NVIDIA Omniverse Blueprint. Toyota Material Handling Europe is testing and simulating a multitude of traffic scenarios — allowing the company to refine its AI algorithms before real-world deployment.
    NVIDIA’s partner ecosystem is enabling European industries to tap into intelligent, AI-powered robotics. By harnessing advanced simulation, digital twins and generative AI, manufacturers are rapidly developing and deploying safe, adaptable robot fleets that address labor shortages, boost sustainability and drive operational efficiency.
    Watch the NVIDIA GTC Paris keynote from NVIDIA founder and CEO Jensen Huang at VivaTech, and explore GTC Paris sessions.
    See notice regarding software product information.
    #european #robot #makers #adopt #nvidia
    European Robot Makers Adopt NVIDIA Isaac, Omniverse and Halos to Develop Safe, Physical AI-Driven Robot Fleets
    In the face of growing labor shortages and need for sustainability, European manufacturers are racing to reinvent their processes to become software-defined and AI-driven. To achieve this, robot developers and industrial digitalization solution providers are working with NVIDIA to build safe, AI-driven robots and industrial technologies to drive modern, sustainable manufacturing. At NVIDIA GTC Paris at VivaTech, Europe’s leading robotics companies including Agile Robots, Extend Robotics, Humanoid, idealworks, Neura Robotics, SICK, Universal Robots, Vorwerk and Wandelbots are showcasing their latest AI-driven robots and automation breakthroughs, all accelerated by NVIDIA technologies. In addition, NVIDIA is releasing new models and tools to support the entire robotics ecosystem. NVIDIA Releases Tools for Accelerating Robot Development and Safety NVIDIA Isaac GR00T N1.5, an open foundation model for humanoid robot reasoning and skills, is now available for download on Hugging Face. This update enhances the model’s adaptability and ability to follow instructions, significantly improving its performance in material handling and manufacturing tasks. The NVIDIA Isaac Sim 5.0 and Isaac Lab 2.2 open-source robotics simulation and learning frameworks, optimized for NVIDIA RTX PRO 6000 workstations, are available on GitHub for developer preview. In addition, NVIDIA announced that NVIDIA Halos — a full-stack, comprehensive safety system that unifies hardware architecture, AI models, software, tools and services — now expands to robotics, promoting safety across the entire development lifecycle of AI-driven robots. The NVIDIA Halos AI Systems Inspection Lab has earned accreditation from the ANSI National Accreditation Boardto perform inspections across functional safety for robotics, in addition to automotive vehicles. “NVIDIA’s latest evaluation with ANAB verifies the demonstration of competence and compliance with internationally recognized standards, helping ensure that developers of autonomous machines — from automotive to robotics — can meet the highest benchmarks for functional safety,” said R. Douglas Leonard Jr., executive director of ANAB. Arcbest, Advantech, Bluewhite, Boston Dynamics, FORT, Inxpect, KION, NexCobot — a NEXCOM company, and Synapticon are among the first robotics companies to join the Halos Inspection Lab, ensuring their products meet NVIDIA safety and cybersecurity requirements. To support robotics leaders in strengthening safety across the entire development lifecycle of AI-driven robots, Halos will now provide: Safety extension packages for the NVIDIA IGX platform, enabling manufacturers to easily program safety functions into their robots, supported by TÜV Rheinland’s inspection of NVIDIA IGX. A robotic safety platform, which includes IGX and NVIDIA Holoscan Sensor Bridge for a unified approach to designing sensor-to-compute architecture with built-in AI safety. An outside-in safety AI inspector — an AI-powered agent for monitoring robot operations, helping improve worker safety. Europe’s Robotics Ecosystem Builds on NVIDIA’s Three Computers Europe’s leading robotics developers and solution providers are integrating the NVIDIA Isaac robotics platform to train, simulate and deploy robots across different embodiments. Agile Robots is post-training the GR00T N1 model in Isaac Lab to train its dual-arm manipulator robots, which run on NVIDIA Jetson hardware, to execute a variety of tasks in industrial environments. Meanwhile, idealworks has adopted the Mega NVIDIA Omniverse Blueprint for robotic fleet simulation to extend the blueprint’s capabilities to humanoids. Building on the VDA 5050 framework, idealworks contributes to the development of guidance that supports tasks uniquely enabled by humanoid robots, such as picking, moving and placing objects. Neura Robotics is integrating NVIDIA Isaac to further enhance its robot development workflows. The company is using GR00T-Mimic to post-train the Isaac GR00T N1 robot foundation model for its service robot MiPA. Neura is also collaborating with SAP and NVIDIA to integrate SAP’s Joule agents with its robots, using the Mega NVIDIA Omniverse Blueprint to simulate and refine robot behavior in complex, realistic operational scenarios before deployment. Vorwerk is using NVIDIA technologies to power its AI-driven collaborative robots. The company is post-training GR00T N1 models in Isaac Lab with its custom synthetic data pipeline, which is built on Isaac GR00T-Mimic and powered by the NVIDIA Omniverse platform. The enhanced models are then deployed on NVIDIA Jetson AGX, Jetson Orin or Jetson Thor modules for advanced, real-time home robotics. Humanoid is using NVIDIA’s full robotics stack, including Isaac Sim and Isaac Lab, to cut its prototyping time down by six weeks. The company is training its vision language action models on NVIDIA DGX B200 systems to boost the cognitive abilities of its robots, allowing them to operate autonomously in complex environments using Jetson Thor onboard computing. Universal Robots is introducing UR15, its fastest collaborative robot yet, to the European market. Using UR’s AI Accelerator — developed on NVIDIA Isaac’s CUDA-accelerated libraries and AI models, as well as NVIDIA Jetson AGX Orin — manufacturers can build AI applications to embed intelligence into the company’s new cobots. Wandelbots is showcasing its NOVA Operating System, now integrated with Omniverse, to simulate, validate and optimize robotic behaviors virtually before deploying them to physical robots. Wandelbots also announced a collaboration with EY and EDAG to offer manufacturers a scalable automation platform on Omniverse that speeds up the transition from proof of concept to full-scale deployment. Extend Robotics is using the Isaac GR00T platform to enable customers to control and train robots for industrial tasks like visual inspection and handling radioactive materials. The company’s Advanced Mechanics Assistance System lets users collect demonstration data and generate diverse synthetic datasets with NVIDIA GR00T-Mimic and GR00T-Gen to train the GR00T N1 foundation model. SICK is enhancing its autonomous perception solutions by integrating new certified sensor models — as well as 2D and 3D lidars, safety scanners and cameras — into NVIDIA Isaac Sim. This enables engineers to virtually design, test and validate machines using SICK’s sensing models within Omniverse, supporting processes spanning product development to large-scale robotic fleet management. Toyota Material Handling Europe is working with SoftServe to simulate its autonomous mobile robots working alongside human workers, using the Mega NVIDIA Omniverse Blueprint. Toyota Material Handling Europe is testing and simulating a multitude of traffic scenarios — allowing the company to refine its AI algorithms before real-world deployment. NVIDIA’s partner ecosystem is enabling European industries to tap into intelligent, AI-powered robotics. By harnessing advanced simulation, digital twins and generative AI, manufacturers are rapidly developing and deploying safe, adaptable robot fleets that address labor shortages, boost sustainability and drive operational efficiency. Watch the NVIDIA GTC Paris keynote from NVIDIA founder and CEO Jensen Huang at VivaTech, and explore GTC Paris sessions. See notice regarding software product information. #european #robot #makers #adopt #nvidia
    BLOGS.NVIDIA.COM
    European Robot Makers Adopt NVIDIA Isaac, Omniverse and Halos to Develop Safe, Physical AI-Driven Robot Fleets
    In the face of growing labor shortages and need for sustainability, European manufacturers are racing to reinvent their processes to become software-defined and AI-driven. To achieve this, robot developers and industrial digitalization solution providers are working with NVIDIA to build safe, AI-driven robots and industrial technologies to drive modern, sustainable manufacturing. At NVIDIA GTC Paris at VivaTech, Europe’s leading robotics companies including Agile Robots, Extend Robotics, Humanoid, idealworks, Neura Robotics, SICK, Universal Robots, Vorwerk and Wandelbots are showcasing their latest AI-driven robots and automation breakthroughs, all accelerated by NVIDIA technologies. In addition, NVIDIA is releasing new models and tools to support the entire robotics ecosystem. NVIDIA Releases Tools for Accelerating Robot Development and Safety NVIDIA Isaac GR00T N1.5, an open foundation model for humanoid robot reasoning and skills, is now available for download on Hugging Face. This update enhances the model’s adaptability and ability to follow instructions, significantly improving its performance in material handling and manufacturing tasks. The NVIDIA Isaac Sim 5.0 and Isaac Lab 2.2 open-source robotics simulation and learning frameworks, optimized for NVIDIA RTX PRO 6000 workstations, are available on GitHub for developer preview. In addition, NVIDIA announced that NVIDIA Halos — a full-stack, comprehensive safety system that unifies hardware architecture, AI models, software, tools and services — now expands to robotics, promoting safety across the entire development lifecycle of AI-driven robots. The NVIDIA Halos AI Systems Inspection Lab has earned accreditation from the ANSI National Accreditation Board (ANAB) to perform inspections across functional safety for robotics, in addition to automotive vehicles. “NVIDIA’s latest evaluation with ANAB verifies the demonstration of competence and compliance with internationally recognized standards, helping ensure that developers of autonomous machines — from automotive to robotics — can meet the highest benchmarks for functional safety,” said R. Douglas Leonard Jr., executive director of ANAB. Arcbest, Advantech, Bluewhite, Boston Dynamics, FORT, Inxpect, KION, NexCobot — a NEXCOM company, and Synapticon are among the first robotics companies to join the Halos Inspection Lab, ensuring their products meet NVIDIA safety and cybersecurity requirements. To support robotics leaders in strengthening safety across the entire development lifecycle of AI-driven robots, Halos will now provide: Safety extension packages for the NVIDIA IGX platform, enabling manufacturers to easily program safety functions into their robots, supported by TÜV Rheinland’s inspection of NVIDIA IGX. A robotic safety platform, which includes IGX and NVIDIA Holoscan Sensor Bridge for a unified approach to designing sensor-to-compute architecture with built-in AI safety. An outside-in safety AI inspector — an AI-powered agent for monitoring robot operations, helping improve worker safety. Europe’s Robotics Ecosystem Builds on NVIDIA’s Three Computers Europe’s leading robotics developers and solution providers are integrating the NVIDIA Isaac robotics platform to train, simulate and deploy robots across different embodiments. Agile Robots is post-training the GR00T N1 model in Isaac Lab to train its dual-arm manipulator robots, which run on NVIDIA Jetson hardware, to execute a variety of tasks in industrial environments. Meanwhile, idealworks has adopted the Mega NVIDIA Omniverse Blueprint for robotic fleet simulation to extend the blueprint’s capabilities to humanoids. Building on the VDA 5050 framework, idealworks contributes to the development of guidance that supports tasks uniquely enabled by humanoid robots, such as picking, moving and placing objects. Neura Robotics is integrating NVIDIA Isaac to further enhance its robot development workflows. The company is using GR00T-Mimic to post-train the Isaac GR00T N1 robot foundation model for its service robot MiPA. Neura is also collaborating with SAP and NVIDIA to integrate SAP’s Joule agents with its robots, using the Mega NVIDIA Omniverse Blueprint to simulate and refine robot behavior in complex, realistic operational scenarios before deployment. Vorwerk is using NVIDIA technologies to power its AI-driven collaborative robots. The company is post-training GR00T N1 models in Isaac Lab with its custom synthetic data pipeline, which is built on Isaac GR00T-Mimic and powered by the NVIDIA Omniverse platform. The enhanced models are then deployed on NVIDIA Jetson AGX, Jetson Orin or Jetson Thor modules for advanced, real-time home robotics. Humanoid is using NVIDIA’s full robotics stack, including Isaac Sim and Isaac Lab, to cut its prototyping time down by six weeks. The company is training its vision language action models on NVIDIA DGX B200 systems to boost the cognitive abilities of its robots, allowing them to operate autonomously in complex environments using Jetson Thor onboard computing. Universal Robots is introducing UR15, its fastest collaborative robot yet, to the European market. Using UR’s AI Accelerator — developed on NVIDIA Isaac’s CUDA-accelerated libraries and AI models, as well as NVIDIA Jetson AGX Orin — manufacturers can build AI applications to embed intelligence into the company’s new cobots. Wandelbots is showcasing its NOVA Operating System, now integrated with Omniverse, to simulate, validate and optimize robotic behaviors virtually before deploying them to physical robots. Wandelbots also announced a collaboration with EY and EDAG to offer manufacturers a scalable automation platform on Omniverse that speeds up the transition from proof of concept to full-scale deployment. Extend Robotics is using the Isaac GR00T platform to enable customers to control and train robots for industrial tasks like visual inspection and handling radioactive materials. The company’s Advanced Mechanics Assistance System lets users collect demonstration data and generate diverse synthetic datasets with NVIDIA GR00T-Mimic and GR00T-Gen to train the GR00T N1 foundation model. SICK is enhancing its autonomous perception solutions by integrating new certified sensor models — as well as 2D and 3D lidars, safety scanners and cameras — into NVIDIA Isaac Sim. This enables engineers to virtually design, test and validate machines using SICK’s sensing models within Omniverse, supporting processes spanning product development to large-scale robotic fleet management. Toyota Material Handling Europe is working with SoftServe to simulate its autonomous mobile robots working alongside human workers, using the Mega NVIDIA Omniverse Blueprint. Toyota Material Handling Europe is testing and simulating a multitude of traffic scenarios — allowing the company to refine its AI algorithms before real-world deployment. NVIDIA’s partner ecosystem is enabling European industries to tap into intelligent, AI-powered robotics. By harnessing advanced simulation, digital twins and generative AI, manufacturers are rapidly developing and deploying safe, adaptable robot fleets that address labor shortages, boost sustainability and drive operational efficiency. Watch the NVIDIA GTC Paris keynote from NVIDIA founder and CEO Jensen Huang at VivaTech, and explore GTC Paris sessions. See notice regarding software product information.
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  • Hexagon Taps NVIDIA Robotics and AI Software to Build and Deploy AEON, a New Humanoid

    As a global labor shortage leaves 50 million positions unfilled across industries like manufacturing and logistics, Hexagon — a global leader in measurement technologies — is developing humanoid robots that can lend a helping hand.
    Industrial sectors depend on skilled workers to perform a variety of error-prone tasks, including operating high-precision scanners for reality capture — the process of capturing digital data to replicate the real world in simulation.
    At the Hexagon LIVE Global conference, Hexagon’s robotics division today unveiled AEON — a new humanoid robot built in collaboration with NVIDIA that’s engineered to perform a wide range of industrial applications, from manipulation and asset inspection to reality capture and operator support. Hexagon plans to deploy AEON across automotive, transportation, aerospace, manufacturing, warehousing and logistics.
    Future use cases for AEON include:

    Reality capture, which involves automatic planning and then scanning of assets, industrial spaces and environments to generate 3D models. The captured data is then used for advanced visualization and collaboration in the Hexagon Digital Realityplatform powering Hexagon Reality Cloud Studio.
    Manipulation tasks, such as sorting and moving parts in various industrial and manufacturing settings.
    Part inspection, which includes checking parts for defects or ensuring adherence to specifications.
    Industrial operations, including highly dexterous technical tasks like machinery operations, teleoperation and scanning parts using high-end scanners.

    “The age of general-purpose robotics has arrived, due to technological advances in simulation and physical AI,” said Deepu Talla, vice president of robotics and edge AI at NVIDIA. “Hexagon’s new AEON humanoid embodies the integration of NVIDIA’s three-computer robotics platform and is making a significant leap forward in addressing industry-critical challenges.”

    Using NVIDIA’s Three Computers to Develop AEON 
    To build AEON, Hexagon used NVIDIA’s three computers for developing and deploying physical AI systems. They include AI supercomputers to train and fine-tune powerful foundation models; the NVIDIA Omniverse platform, running on NVIDIA OVX servers, for testing and optimizing these models in simulation environments using real and physically based synthetic data; and NVIDIA IGX Thor robotic computers to run the models.
    Hexagon is exploring using NVIDIA accelerated computing to post-train the NVIDIA Isaac GR00T N1.5 open foundation model to improve robot reasoning and policies, and tapping Isaac GR00T-Mimic to generate vast amounts of synthetic motion data from a few human demonstrations.
    AEON learns many of its skills through simulations powered by the NVIDIA Isaac platform. Hexagon uses NVIDIA Isaac Sim, a reference robotic simulation application built on Omniverse, to simulate complex robot actions like navigation, locomotion and manipulation. These skills are then refined using reinforcement learning in NVIDIA Isaac Lab, an open-source framework for robot learning.


    This simulation-first approach enabled Hexagon to fast-track its robotic development, allowing AEON to master core locomotion skills in just 2-3 weeks — rather than 5-6 months — before real-world deployment.
    In addition, AEON taps into NVIDIA Jetson Orin onboard computers to autonomously move, navigate and perform its tasks in real time, enhancing its speed and accuracy while operating in complex and dynamic environments. Hexagon is also planning to upgrade AEON with NVIDIA IGX Thor to enable functional safety for collaborative operation.
    “Our goal with AEON was to design an intelligent, autonomous humanoid that addresses the real-world challenges industrial leaders have shared with us over the past months,” said Arnaud Robert, president of Hexagon’s robotics division. “By leveraging NVIDIA’s full-stack robotics and simulation platforms, we were able to deliver a best-in-class humanoid that combines advanced mechatronics, multimodal sensor fusion and real-time AI.”
    Data Comes to Life Through Reality Capture and Omniverse Integration 
    AEON will be piloted in factories and warehouses to scan everything from small precision parts and automotive components to large assembly lines and storage areas.

    Captured data comes to life in RCS, a platform that allows users to collaborate, visualize and share reality-capture data by tapping into HxDR and NVIDIA Omniverse running in the cloud. This removes the constraint of local infrastructure.
    “Digital twins offer clear advantages, but adoption has been challenging in several industries,” said Lucas Heinzle, vice president of research and development at Hexagon’s robotics division. “AEON’s sophisticated sensor suite enables the integration of reality data capture with NVIDIA Omniverse, streamlining workflows for our customers and moving us closer to making digital twins a mainstream tool for collaboration and innovation.”
    AEON’s Next Steps
    By adopting the OpenUSD framework and developing on Omniverse, Hexagon can generate high-fidelity digital twins from scanned data — establishing a data flywheel to continuously train AEON.
    This latest work with Hexagon is helping shape the future of physical AI — delivering scalable, efficient solutions to address the challenges faced by industries that depend on capturing real-world data.
    Watch the Hexagon LIVE keynote, explore presentations and read more about AEON.
    All imagery courtesy of Hexagon.
    #hexagon #taps #nvidia #robotics #software
    Hexagon Taps NVIDIA Robotics and AI Software to Build and Deploy AEON, a New Humanoid
    As a global labor shortage leaves 50 million positions unfilled across industries like manufacturing and logistics, Hexagon — a global leader in measurement technologies — is developing humanoid robots that can lend a helping hand. Industrial sectors depend on skilled workers to perform a variety of error-prone tasks, including operating high-precision scanners for reality capture — the process of capturing digital data to replicate the real world in simulation. At the Hexagon LIVE Global conference, Hexagon’s robotics division today unveiled AEON — a new humanoid robot built in collaboration with NVIDIA that’s engineered to perform a wide range of industrial applications, from manipulation and asset inspection to reality capture and operator support. Hexagon plans to deploy AEON across automotive, transportation, aerospace, manufacturing, warehousing and logistics. Future use cases for AEON include: Reality capture, which involves automatic planning and then scanning of assets, industrial spaces and environments to generate 3D models. The captured data is then used for advanced visualization and collaboration in the Hexagon Digital Realityplatform powering Hexagon Reality Cloud Studio. Manipulation tasks, such as sorting and moving parts in various industrial and manufacturing settings. Part inspection, which includes checking parts for defects or ensuring adherence to specifications. Industrial operations, including highly dexterous technical tasks like machinery operations, teleoperation and scanning parts using high-end scanners. “The age of general-purpose robotics has arrived, due to technological advances in simulation and physical AI,” said Deepu Talla, vice president of robotics and edge AI at NVIDIA. “Hexagon’s new AEON humanoid embodies the integration of NVIDIA’s three-computer robotics platform and is making a significant leap forward in addressing industry-critical challenges.” Using NVIDIA’s Three Computers to Develop AEON  To build AEON, Hexagon used NVIDIA’s three computers for developing and deploying physical AI systems. They include AI supercomputers to train and fine-tune powerful foundation models; the NVIDIA Omniverse platform, running on NVIDIA OVX servers, for testing and optimizing these models in simulation environments using real and physically based synthetic data; and NVIDIA IGX Thor robotic computers to run the models. Hexagon is exploring using NVIDIA accelerated computing to post-train the NVIDIA Isaac GR00T N1.5 open foundation model to improve robot reasoning and policies, and tapping Isaac GR00T-Mimic to generate vast amounts of synthetic motion data from a few human demonstrations. AEON learns many of its skills through simulations powered by the NVIDIA Isaac platform. Hexagon uses NVIDIA Isaac Sim, a reference robotic simulation application built on Omniverse, to simulate complex robot actions like navigation, locomotion and manipulation. These skills are then refined using reinforcement learning in NVIDIA Isaac Lab, an open-source framework for robot learning. This simulation-first approach enabled Hexagon to fast-track its robotic development, allowing AEON to master core locomotion skills in just 2-3 weeks — rather than 5-6 months — before real-world deployment. In addition, AEON taps into NVIDIA Jetson Orin onboard computers to autonomously move, navigate and perform its tasks in real time, enhancing its speed and accuracy while operating in complex and dynamic environments. Hexagon is also planning to upgrade AEON with NVIDIA IGX Thor to enable functional safety for collaborative operation. “Our goal with AEON was to design an intelligent, autonomous humanoid that addresses the real-world challenges industrial leaders have shared with us over the past months,” said Arnaud Robert, president of Hexagon’s robotics division. “By leveraging NVIDIA’s full-stack robotics and simulation platforms, we were able to deliver a best-in-class humanoid that combines advanced mechatronics, multimodal sensor fusion and real-time AI.” Data Comes to Life Through Reality Capture and Omniverse Integration  AEON will be piloted in factories and warehouses to scan everything from small precision parts and automotive components to large assembly lines and storage areas. Captured data comes to life in RCS, a platform that allows users to collaborate, visualize and share reality-capture data by tapping into HxDR and NVIDIA Omniverse running in the cloud. This removes the constraint of local infrastructure. “Digital twins offer clear advantages, but adoption has been challenging in several industries,” said Lucas Heinzle, vice president of research and development at Hexagon’s robotics division. “AEON’s sophisticated sensor suite enables the integration of reality data capture with NVIDIA Omniverse, streamlining workflows for our customers and moving us closer to making digital twins a mainstream tool for collaboration and innovation.” AEON’s Next Steps By adopting the OpenUSD framework and developing on Omniverse, Hexagon can generate high-fidelity digital twins from scanned data — establishing a data flywheel to continuously train AEON. This latest work with Hexagon is helping shape the future of physical AI — delivering scalable, efficient solutions to address the challenges faced by industries that depend on capturing real-world data. Watch the Hexagon LIVE keynote, explore presentations and read more about AEON. All imagery courtesy of Hexagon. #hexagon #taps #nvidia #robotics #software
    BLOGS.NVIDIA.COM
    Hexagon Taps NVIDIA Robotics and AI Software to Build and Deploy AEON, a New Humanoid
    As a global labor shortage leaves 50 million positions unfilled across industries like manufacturing and logistics, Hexagon — a global leader in measurement technologies — is developing humanoid robots that can lend a helping hand. Industrial sectors depend on skilled workers to perform a variety of error-prone tasks, including operating high-precision scanners for reality capture — the process of capturing digital data to replicate the real world in simulation. At the Hexagon LIVE Global conference, Hexagon’s robotics division today unveiled AEON — a new humanoid robot built in collaboration with NVIDIA that’s engineered to perform a wide range of industrial applications, from manipulation and asset inspection to reality capture and operator support. Hexagon plans to deploy AEON across automotive, transportation, aerospace, manufacturing, warehousing and logistics. Future use cases for AEON include: Reality capture, which involves automatic planning and then scanning of assets, industrial spaces and environments to generate 3D models. The captured data is then used for advanced visualization and collaboration in the Hexagon Digital Reality (HxDR) platform powering Hexagon Reality Cloud Studio (RCS). Manipulation tasks, such as sorting and moving parts in various industrial and manufacturing settings. Part inspection, which includes checking parts for defects or ensuring adherence to specifications. Industrial operations, including highly dexterous technical tasks like machinery operations, teleoperation and scanning parts using high-end scanners. “The age of general-purpose robotics has arrived, due to technological advances in simulation and physical AI,” said Deepu Talla, vice president of robotics and edge AI at NVIDIA. “Hexagon’s new AEON humanoid embodies the integration of NVIDIA’s three-computer robotics platform and is making a significant leap forward in addressing industry-critical challenges.” Using NVIDIA’s Three Computers to Develop AEON  To build AEON, Hexagon used NVIDIA’s three computers for developing and deploying physical AI systems. They include AI supercomputers to train and fine-tune powerful foundation models; the NVIDIA Omniverse platform, running on NVIDIA OVX servers, for testing and optimizing these models in simulation environments using real and physically based synthetic data; and NVIDIA IGX Thor robotic computers to run the models. Hexagon is exploring using NVIDIA accelerated computing to post-train the NVIDIA Isaac GR00T N1.5 open foundation model to improve robot reasoning and policies, and tapping Isaac GR00T-Mimic to generate vast amounts of synthetic motion data from a few human demonstrations. AEON learns many of its skills through simulations powered by the NVIDIA Isaac platform. Hexagon uses NVIDIA Isaac Sim, a reference robotic simulation application built on Omniverse, to simulate complex robot actions like navigation, locomotion and manipulation. These skills are then refined using reinforcement learning in NVIDIA Isaac Lab, an open-source framework for robot learning. https://blogs.nvidia.com/wp-content/uploads/2025/06/Copy-of-robotics-hxgn-live-blog-1920x1080-1.mp4 This simulation-first approach enabled Hexagon to fast-track its robotic development, allowing AEON to master core locomotion skills in just 2-3 weeks — rather than 5-6 months — before real-world deployment. In addition, AEON taps into NVIDIA Jetson Orin onboard computers to autonomously move, navigate and perform its tasks in real time, enhancing its speed and accuracy while operating in complex and dynamic environments. Hexagon is also planning to upgrade AEON with NVIDIA IGX Thor to enable functional safety for collaborative operation. “Our goal with AEON was to design an intelligent, autonomous humanoid that addresses the real-world challenges industrial leaders have shared with us over the past months,” said Arnaud Robert, president of Hexagon’s robotics division. “By leveraging NVIDIA’s full-stack robotics and simulation platforms, we were able to deliver a best-in-class humanoid that combines advanced mechatronics, multimodal sensor fusion and real-time AI.” Data Comes to Life Through Reality Capture and Omniverse Integration  AEON will be piloted in factories and warehouses to scan everything from small precision parts and automotive components to large assembly lines and storage areas. Captured data comes to life in RCS, a platform that allows users to collaborate, visualize and share reality-capture data by tapping into HxDR and NVIDIA Omniverse running in the cloud. This removes the constraint of local infrastructure. “Digital twins offer clear advantages, but adoption has been challenging in several industries,” said Lucas Heinzle, vice president of research and development at Hexagon’s robotics division. “AEON’s sophisticated sensor suite enables the integration of reality data capture with NVIDIA Omniverse, streamlining workflows for our customers and moving us closer to making digital twins a mainstream tool for collaboration and innovation.” AEON’s Next Steps By adopting the OpenUSD framework and developing on Omniverse, Hexagon can generate high-fidelity digital twins from scanned data — establishing a data flywheel to continuously train AEON. This latest work with Hexagon is helping shape the future of physical AI — delivering scalable, efficient solutions to address the challenges faced by industries that depend on capturing real-world data. Watch the Hexagon LIVE keynote, explore presentations and read more about AEON. All imagery courtesy of Hexagon.
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  • Into the Omniverse: World Foundation Models Advance Autonomous Vehicle Simulation and Safety

    Editor’s note: This blog is a part of Into the Omniverse, a series focused on how developers, 3D practitioners and enterprises can transform their workflows using the latest advances in OpenUSD and NVIDIA Omniverse.
    Simulated driving environments enable engineers to safely and efficiently train, test and validate autonomous vehiclesacross countless real-world and edge-case scenarios without the risks and costs of physical testing.
    These simulated environments can be created through neural reconstruction of real-world data from AV fleets or generated with world foundation models— neural networks that understand physics and real-world properties. WFMs can be used to generate synthetic datasets for enhanced AV simulation.
    To help physical AI developers build such simulated environments, NVIDIA unveiled major advances in WFMs at the GTC Paris and CVPR conferences earlier this month. These new capabilities enhance NVIDIA Cosmos — a platform of generative WFMs, advanced tokenizers, guardrails and accelerated data processing tools.
    Key innovations like Cosmos Predict-2, the Cosmos Transfer-1 NVIDIA preview NIM microservice and Cosmos Reason are improving how AV developers generate synthetic data, build realistic simulated environments and validate safety systems at unprecedented scale.
    Universal Scene Description, a unified data framework and standard for physical AI applications, enables seamless integration and interoperability of simulation assets across the development pipeline. OpenUSD standardization plays a critical role in ensuring 3D pipelines are built to scale.
    NVIDIA Omniverse, a platform of application programming interfaces, software development kits and services for building OpenUSD-based physical AI applications, enables simulations from WFMs and neural reconstruction at world scale.
    Leading AV organizations — including Foretellix, Mcity, Oxa, Parallel Domain, Plus AI and Uber — are among the first to adopt Cosmos models.

    Foundations for Scalable, Realistic Simulation
    Cosmos Predict-2, NVIDIA’s latest WFM, generates high-quality synthetic data by predicting future world states from multimodal inputs like text, images and video. This capability is critical for creating temporally consistent, realistic scenarios that accelerate training and validation of AVs and robots.

    In addition, Cosmos Transfer, a control model that adds variations in weather, lighting and terrain to existing scenarios, will soon be available to 150,000 developers on CARLA, a leading open-source AV simulator. This greatly expands the broad AV developer community’s access to advanced AI-powered simulation tools.
    Developers can start integrating synthetic data into their own pipelines using the NVIDIA Physical AI Dataset. The latest release includes 40,000 clips generated using Cosmos.
    Building on these foundations, the Omniverse Blueprint for AV simulation provides a standardized, API-driven workflow for constructing rich digital twins, replaying real-world sensor data and generating new ground-truth data for closed-loop testing.
    The blueprint taps into OpenUSD’s layer-stacking and composition arcs, which enable developers to collaborate asynchronously and modify scenes nondestructively. This helps create modular, reusable scenario variants to efficiently generate different weather conditions, traffic patterns and edge cases.
    Driving the Future of AV Safety
    To bolster the operational safety of AV systems, NVIDIA earlier this year introduced NVIDIA Halos — a comprehensive safety platform that integrates the company’s full automotive hardware and software stack with AI research focused on AV safety.
    The new Cosmos models — Cosmos Predict- 2, Cosmos Transfer- 1 NIM and Cosmos Reason — deliver further safety enhancements to the Halos platform, enabling developers to create diverse, controllable and realistic scenarios for training and validating AV systems.
    These models, trained on massive multimodal datasets including driving data, amplify the breadth and depth of simulation, allowing for robust scenario coverage — including rare and safety-critical events — while supporting post-training customization for specialized AV tasks.

    At CVPR, NVIDIA was recognized as an Autonomous Grand Challenge winner, highlighting its leadership in advancing end-to-end AV workflows. The challenge used OpenUSD’s robust metadata and interoperability to simulate sensor inputs and vehicle trajectories in semi-reactive environments, achieving state-of-the-art results in safety and compliance.
    Learn more about how developers are leveraging tools like CARLA, Cosmos, and Omniverse to advance AV simulation in this livestream replay:

    Hear NVIDIA Director of Autonomous Vehicle Research Marco Pavone on the NVIDIA AI Podcast share how digital twins and high-fidelity simulation are improving vehicle testing, accelerating development and reducing real-world risks.
    Get Plugged Into the World of OpenUSD
    Learn more about what’s next for AV simulation with OpenUSD by watching the replay of NVIDIA founder and CEO Jensen Huang’s GTC Paris keynote.
    Looking for more live opportunities to learn more about OpenUSD? Don’t miss sessions and labs happening at SIGGRAPH 2025, August 10–14.
    Discover why developers and 3D practitioners are using OpenUSD and learn how to optimize 3D workflows with the self-paced “Learn OpenUSD” curriculum for 3D developers and practitioners, available for free through the NVIDIA Deep Learning Institute.
    Explore the Alliance for OpenUSD forum and the AOUSD website.
    Stay up to date by subscribing to NVIDIA Omniverse news, joining the community and following NVIDIA Omniverse on Instagram, LinkedIn, Medium and X.
    #into #omniverse #world #foundation #models
    Into the Omniverse: World Foundation Models Advance Autonomous Vehicle Simulation and Safety
    Editor’s note: This blog is a part of Into the Omniverse, a series focused on how developers, 3D practitioners and enterprises can transform their workflows using the latest advances in OpenUSD and NVIDIA Omniverse. Simulated driving environments enable engineers to safely and efficiently train, test and validate autonomous vehiclesacross countless real-world and edge-case scenarios without the risks and costs of physical testing. These simulated environments can be created through neural reconstruction of real-world data from AV fleets or generated with world foundation models— neural networks that understand physics and real-world properties. WFMs can be used to generate synthetic datasets for enhanced AV simulation. To help physical AI developers build such simulated environments, NVIDIA unveiled major advances in WFMs at the GTC Paris and CVPR conferences earlier this month. These new capabilities enhance NVIDIA Cosmos — a platform of generative WFMs, advanced tokenizers, guardrails and accelerated data processing tools. Key innovations like Cosmos Predict-2, the Cosmos Transfer-1 NVIDIA preview NIM microservice and Cosmos Reason are improving how AV developers generate synthetic data, build realistic simulated environments and validate safety systems at unprecedented scale. Universal Scene Description, a unified data framework and standard for physical AI applications, enables seamless integration and interoperability of simulation assets across the development pipeline. OpenUSD standardization plays a critical role in ensuring 3D pipelines are built to scale. NVIDIA Omniverse, a platform of application programming interfaces, software development kits and services for building OpenUSD-based physical AI applications, enables simulations from WFMs and neural reconstruction at world scale. Leading AV organizations — including Foretellix, Mcity, Oxa, Parallel Domain, Plus AI and Uber — are among the first to adopt Cosmos models. Foundations for Scalable, Realistic Simulation Cosmos Predict-2, NVIDIA’s latest WFM, generates high-quality synthetic data by predicting future world states from multimodal inputs like text, images and video. This capability is critical for creating temporally consistent, realistic scenarios that accelerate training and validation of AVs and robots. In addition, Cosmos Transfer, a control model that adds variations in weather, lighting and terrain to existing scenarios, will soon be available to 150,000 developers on CARLA, a leading open-source AV simulator. This greatly expands the broad AV developer community’s access to advanced AI-powered simulation tools. Developers can start integrating synthetic data into their own pipelines using the NVIDIA Physical AI Dataset. The latest release includes 40,000 clips generated using Cosmos. Building on these foundations, the Omniverse Blueprint for AV simulation provides a standardized, API-driven workflow for constructing rich digital twins, replaying real-world sensor data and generating new ground-truth data for closed-loop testing. The blueprint taps into OpenUSD’s layer-stacking and composition arcs, which enable developers to collaborate asynchronously and modify scenes nondestructively. This helps create modular, reusable scenario variants to efficiently generate different weather conditions, traffic patterns and edge cases. Driving the Future of AV Safety To bolster the operational safety of AV systems, NVIDIA earlier this year introduced NVIDIA Halos — a comprehensive safety platform that integrates the company’s full automotive hardware and software stack with AI research focused on AV safety. The new Cosmos models — Cosmos Predict- 2, Cosmos Transfer- 1 NIM and Cosmos Reason — deliver further safety enhancements to the Halos platform, enabling developers to create diverse, controllable and realistic scenarios for training and validating AV systems. These models, trained on massive multimodal datasets including driving data, amplify the breadth and depth of simulation, allowing for robust scenario coverage — including rare and safety-critical events — while supporting post-training customization for specialized AV tasks. At CVPR, NVIDIA was recognized as an Autonomous Grand Challenge winner, highlighting its leadership in advancing end-to-end AV workflows. The challenge used OpenUSD’s robust metadata and interoperability to simulate sensor inputs and vehicle trajectories in semi-reactive environments, achieving state-of-the-art results in safety and compliance. Learn more about how developers are leveraging tools like CARLA, Cosmos, and Omniverse to advance AV simulation in this livestream replay: Hear NVIDIA Director of Autonomous Vehicle Research Marco Pavone on the NVIDIA AI Podcast share how digital twins and high-fidelity simulation are improving vehicle testing, accelerating development and reducing real-world risks. Get Plugged Into the World of OpenUSD Learn more about what’s next for AV simulation with OpenUSD by watching the replay of NVIDIA founder and CEO Jensen Huang’s GTC Paris keynote. Looking for more live opportunities to learn more about OpenUSD? Don’t miss sessions and labs happening at SIGGRAPH 2025, August 10–14. Discover why developers and 3D practitioners are using OpenUSD and learn how to optimize 3D workflows with the self-paced “Learn OpenUSD” curriculum for 3D developers and practitioners, available for free through the NVIDIA Deep Learning Institute. Explore the Alliance for OpenUSD forum and the AOUSD website. Stay up to date by subscribing to NVIDIA Omniverse news, joining the community and following NVIDIA Omniverse on Instagram, LinkedIn, Medium and X. #into #omniverse #world #foundation #models
    BLOGS.NVIDIA.COM
    Into the Omniverse: World Foundation Models Advance Autonomous Vehicle Simulation and Safety
    Editor’s note: This blog is a part of Into the Omniverse, a series focused on how developers, 3D practitioners and enterprises can transform their workflows using the latest advances in OpenUSD and NVIDIA Omniverse. Simulated driving environments enable engineers to safely and efficiently train, test and validate autonomous vehicles (AVs) across countless real-world and edge-case scenarios without the risks and costs of physical testing. These simulated environments can be created through neural reconstruction of real-world data from AV fleets or generated with world foundation models (WFMs) — neural networks that understand physics and real-world properties. WFMs can be used to generate synthetic datasets for enhanced AV simulation. To help physical AI developers build such simulated environments, NVIDIA unveiled major advances in WFMs at the GTC Paris and CVPR conferences earlier this month. These new capabilities enhance NVIDIA Cosmos — a platform of generative WFMs, advanced tokenizers, guardrails and accelerated data processing tools. Key innovations like Cosmos Predict-2, the Cosmos Transfer-1 NVIDIA preview NIM microservice and Cosmos Reason are improving how AV developers generate synthetic data, build realistic simulated environments and validate safety systems at unprecedented scale. Universal Scene Description (OpenUSD), a unified data framework and standard for physical AI applications, enables seamless integration and interoperability of simulation assets across the development pipeline. OpenUSD standardization plays a critical role in ensuring 3D pipelines are built to scale. NVIDIA Omniverse, a platform of application programming interfaces, software development kits and services for building OpenUSD-based physical AI applications, enables simulations from WFMs and neural reconstruction at world scale. Leading AV organizations — including Foretellix, Mcity, Oxa, Parallel Domain, Plus AI and Uber — are among the first to adopt Cosmos models. Foundations for Scalable, Realistic Simulation Cosmos Predict-2, NVIDIA’s latest WFM, generates high-quality synthetic data by predicting future world states from multimodal inputs like text, images and video. This capability is critical for creating temporally consistent, realistic scenarios that accelerate training and validation of AVs and robots. In addition, Cosmos Transfer, a control model that adds variations in weather, lighting and terrain to existing scenarios, will soon be available to 150,000 developers on CARLA, a leading open-source AV simulator. This greatly expands the broad AV developer community’s access to advanced AI-powered simulation tools. Developers can start integrating synthetic data into their own pipelines using the NVIDIA Physical AI Dataset. The latest release includes 40,000 clips generated using Cosmos. Building on these foundations, the Omniverse Blueprint for AV simulation provides a standardized, API-driven workflow for constructing rich digital twins, replaying real-world sensor data and generating new ground-truth data for closed-loop testing. The blueprint taps into OpenUSD’s layer-stacking and composition arcs, which enable developers to collaborate asynchronously and modify scenes nondestructively. This helps create modular, reusable scenario variants to efficiently generate different weather conditions, traffic patterns and edge cases. Driving the Future of AV Safety To bolster the operational safety of AV systems, NVIDIA earlier this year introduced NVIDIA Halos — a comprehensive safety platform that integrates the company’s full automotive hardware and software stack with AI research focused on AV safety. The new Cosmos models — Cosmos Predict- 2, Cosmos Transfer- 1 NIM and Cosmos Reason — deliver further safety enhancements to the Halos platform, enabling developers to create diverse, controllable and realistic scenarios for training and validating AV systems. These models, trained on massive multimodal datasets including driving data, amplify the breadth and depth of simulation, allowing for robust scenario coverage — including rare and safety-critical events — while supporting post-training customization for specialized AV tasks. At CVPR, NVIDIA was recognized as an Autonomous Grand Challenge winner, highlighting its leadership in advancing end-to-end AV workflows. The challenge used OpenUSD’s robust metadata and interoperability to simulate sensor inputs and vehicle trajectories in semi-reactive environments, achieving state-of-the-art results in safety and compliance. Learn more about how developers are leveraging tools like CARLA, Cosmos, and Omniverse to advance AV simulation in this livestream replay: Hear NVIDIA Director of Autonomous Vehicle Research Marco Pavone on the NVIDIA AI Podcast share how digital twins and high-fidelity simulation are improving vehicle testing, accelerating development and reducing real-world risks. Get Plugged Into the World of OpenUSD Learn more about what’s next for AV simulation with OpenUSD by watching the replay of NVIDIA founder and CEO Jensen Huang’s GTC Paris keynote. Looking for more live opportunities to learn more about OpenUSD? Don’t miss sessions and labs happening at SIGGRAPH 2025, August 10–14. Discover why developers and 3D practitioners are using OpenUSD and learn how to optimize 3D workflows with the self-paced “Learn OpenUSD” curriculum for 3D developers and practitioners, available for free through the NVIDIA Deep Learning Institute. Explore the Alliance for OpenUSD forum and the AOUSD website. Stay up to date by subscribing to NVIDIA Omniverse news, joining the community and following NVIDIA Omniverse on Instagram, LinkedIn, Medium and X.
    0 Commenti 0 condivisioni
  • EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs

    Originally published at EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs by Anush Yolyan.

    The integration will deliver simple, accessible, and streamlined email security for vulnerable inboxes

    Global, 4 November 2024 – US-based email security firm EasyDMARC has today announced its integration with Pax8 Marketplace, the leading cloud commerce marketplace. As one of the first DMARC solution providers on the Pax8 Marketplace, EasyDMARC is expanding its mission to protect inboxes from the rising threat of phishing attacks with a rigorous, user-friendly DMARC solution.

    The integration comes as Google highlights the impressive results of recently implemented email authentication measures for bulk senders: a 65% reduction in unauthenticated messages to Gmail users, a 50% increase in bulk senders following best security practices, and 265 billion fewer unauthenticated messages sent in 2024. With email being such a crucial communication channel for businesses, email authentication measures are an essential part of any business’s cybersecurity offering. 

    Key features of the integration include:

    Centralized billing

    With centralized billing, customers can now streamline their cloud services under a single pane of glass, simplifying the management and billing of their EasyDMARC solution. This consolidated approach enables partners to reduce administrative complexity and manage all cloud expenses through one interface, providing a seamless billing and support experience.

    Automated provisioning 

    Through automated provisioning, Pax8’s automation capabilities make deploying DMARC across client accounts quick and hassle-free. By eliminating manual configurations, this integration ensures that customers can implement email security solutions rapidly, allowing them to safeguard client inboxes without delay.

    Bundled offerings

    The bundled offerings available through Pax8 allow partners to enhance their service portfolios by combining EasyDMARC with complementary security solutions. By creating all-in-one security packages, partners can offer their clients more robust protection, addressing a broader range of security needs from a single, trusted platform.

    Gerasim Hovhannisyan, Co-Founder and CEO of EasyDMARC, said:

    “We’re thrilled to be working with Pax8  to provide MSPs with a streamlined, effective way to deliver top-tier email security to their clients, all within a platform that equips them with everything needed to stay secure.  As phishing attacks grow in frequency and sophistication, businesses can no longer afford to overlook the importance of email security. Email authentication is a vital defense against the evolving threat of phishing and is crucial in preserving the integrity of email communication. This integration is designed to allow businesses of all sizes to benefit from DMARC’s extensive capabilities.”

    Ryan Burton, Vice President of Marketplace Vendor Strategy, at Pax8 said: 

    “We’re delighted to welcome EasyDMARC to the Pax8 Marketplace as an enterprise-class DMARC solution provider. This integration gives MSPs the tools they need to meet the growing demand for email security, with simplified deployment, billing, and bundling benefits. With EasyDMARC’s technical capabilities and intelligence, MSPs can deliver robust protection against phishing threats without the technical hassle that often holds businesses back.”

    About EasyDMARC

    EasyDMARC is a cloud-native B2B SaaS solution that addresses email security and deliverability problems with just a few clicks. For Managed Service Providers seeking to increase their revenue, EasyDMARC presents an ideal solution. The email authentication platform streamlines domain management, providing capabilities such as organizational control, domain grouping, and access management.

    Additionally, EasyDMARC offers a comprehensive sales and marketing enablement program designed to boost DMARC sales. All of these features are available for MSPs on a scalable platform with a flexible pay-as-you-go pricing model.

    For more information on the EasyDMARC, visit: /

    About Pax8 

    Pax8 is the technology marketplace of the future, linking partners, vendors, and small to midsized businessesthrough AI-powered insights and comprehensive product support. With a global partner ecosystem of over 38,000 managed service providers, Pax8 empowers SMBs worldwide by providing software and services that unlock their growth potential and enhance their security. Committed to innovating cloud commerce at scale, Pax8 drives customer acquisition and solution consumption across its entire ecosystem.

    Find out more: /

    The post EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs appeared first on EasyDMARC.
    #easydmarc #integrates #with #pax8 #marketplace
    EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs
    Originally published at EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs by Anush Yolyan. The integration will deliver simple, accessible, and streamlined email security for vulnerable inboxes Global, 4 November 2024 – US-based email security firm EasyDMARC has today announced its integration with Pax8 Marketplace, the leading cloud commerce marketplace. As one of the first DMARC solution providers on the Pax8 Marketplace, EasyDMARC is expanding its mission to protect inboxes from the rising threat of phishing attacks with a rigorous, user-friendly DMARC solution. The integration comes as Google highlights the impressive results of recently implemented email authentication measures for bulk senders: a 65% reduction in unauthenticated messages to Gmail users, a 50% increase in bulk senders following best security practices, and 265 billion fewer unauthenticated messages sent in 2024. With email being such a crucial communication channel for businesses, email authentication measures are an essential part of any business’s cybersecurity offering.  Key features of the integration include: Centralized billing With centralized billing, customers can now streamline their cloud services under a single pane of glass, simplifying the management and billing of their EasyDMARC solution. This consolidated approach enables partners to reduce administrative complexity and manage all cloud expenses through one interface, providing a seamless billing and support experience. Automated provisioning  Through automated provisioning, Pax8’s automation capabilities make deploying DMARC across client accounts quick and hassle-free. By eliminating manual configurations, this integration ensures that customers can implement email security solutions rapidly, allowing them to safeguard client inboxes without delay. Bundled offerings The bundled offerings available through Pax8 allow partners to enhance their service portfolios by combining EasyDMARC with complementary security solutions. By creating all-in-one security packages, partners can offer their clients more robust protection, addressing a broader range of security needs from a single, trusted platform. Gerasim Hovhannisyan, Co-Founder and CEO of EasyDMARC, said: “We’re thrilled to be working with Pax8  to provide MSPs with a streamlined, effective way to deliver top-tier email security to their clients, all within a platform that equips them with everything needed to stay secure.  As phishing attacks grow in frequency and sophistication, businesses can no longer afford to overlook the importance of email security. Email authentication is a vital defense against the evolving threat of phishing and is crucial in preserving the integrity of email communication. This integration is designed to allow businesses of all sizes to benefit from DMARC’s extensive capabilities.” Ryan Burton, Vice President of Marketplace Vendor Strategy, at Pax8 said:  “We’re delighted to welcome EasyDMARC to the Pax8 Marketplace as an enterprise-class DMARC solution provider. This integration gives MSPs the tools they need to meet the growing demand for email security, with simplified deployment, billing, and bundling benefits. With EasyDMARC’s technical capabilities and intelligence, MSPs can deliver robust protection against phishing threats without the technical hassle that often holds businesses back.” About EasyDMARC EasyDMARC is a cloud-native B2B SaaS solution that addresses email security and deliverability problems with just a few clicks. For Managed Service Providers seeking to increase their revenue, EasyDMARC presents an ideal solution. The email authentication platform streamlines domain management, providing capabilities such as organizational control, domain grouping, and access management. Additionally, EasyDMARC offers a comprehensive sales and marketing enablement program designed to boost DMARC sales. All of these features are available for MSPs on a scalable platform with a flexible pay-as-you-go pricing model. For more information on the EasyDMARC, visit: / About Pax8  Pax8 is the technology marketplace of the future, linking partners, vendors, and small to midsized businessesthrough AI-powered insights and comprehensive product support. With a global partner ecosystem of over 38,000 managed service providers, Pax8 empowers SMBs worldwide by providing software and services that unlock their growth potential and enhance their security. Committed to innovating cloud commerce at scale, Pax8 drives customer acquisition and solution consumption across its entire ecosystem. Find out more: / The post EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs appeared first on EasyDMARC. #easydmarc #integrates #with #pax8 #marketplace
    EASYDMARC.COM
    EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs
    Originally published at EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs by Anush Yolyan. The integration will deliver simple, accessible, and streamlined email security for vulnerable inboxes Global, 4 November 2024 – US-based email security firm EasyDMARC has today announced its integration with Pax8 Marketplace, the leading cloud commerce marketplace. As one of the first DMARC solution providers on the Pax8 Marketplace, EasyDMARC is expanding its mission to protect inboxes from the rising threat of phishing attacks with a rigorous, user-friendly DMARC solution. The integration comes as Google highlights the impressive results of recently implemented email authentication measures for bulk senders: a 65% reduction in unauthenticated messages to Gmail users, a 50% increase in bulk senders following best security practices, and 265 billion fewer unauthenticated messages sent in 2024. With email being such a crucial communication channel for businesses, email authentication measures are an essential part of any business’s cybersecurity offering.  Key features of the integration include: Centralized billing With centralized billing, customers can now streamline their cloud services under a single pane of glass, simplifying the management and billing of their EasyDMARC solution. This consolidated approach enables partners to reduce administrative complexity and manage all cloud expenses through one interface, providing a seamless billing and support experience. Automated provisioning  Through automated provisioning, Pax8’s automation capabilities make deploying DMARC across client accounts quick and hassle-free. By eliminating manual configurations, this integration ensures that customers can implement email security solutions rapidly, allowing them to safeguard client inboxes without delay. Bundled offerings The bundled offerings available through Pax8 allow partners to enhance their service portfolios by combining EasyDMARC with complementary security solutions. By creating all-in-one security packages, partners can offer their clients more robust protection, addressing a broader range of security needs from a single, trusted platform. Gerasim Hovhannisyan, Co-Founder and CEO of EasyDMARC, said: “We’re thrilled to be working with Pax8  to provide MSPs with a streamlined, effective way to deliver top-tier email security to their clients, all within a platform that equips them with everything needed to stay secure.  As phishing attacks grow in frequency and sophistication, businesses can no longer afford to overlook the importance of email security. Email authentication is a vital defense against the evolving threat of phishing and is crucial in preserving the integrity of email communication. This integration is designed to allow businesses of all sizes to benefit from DMARC’s extensive capabilities.” Ryan Burton, Vice President of Marketplace Vendor Strategy, at Pax8 said:  “We’re delighted to welcome EasyDMARC to the Pax8 Marketplace as an enterprise-class DMARC solution provider. This integration gives MSPs the tools they need to meet the growing demand for email security, with simplified deployment, billing, and bundling benefits. With EasyDMARC’s technical capabilities and intelligence, MSPs can deliver robust protection against phishing threats without the technical hassle that often holds businesses back.” About EasyDMARC EasyDMARC is a cloud-native B2B SaaS solution that addresses email security and deliverability problems with just a few clicks. For Managed Service Providers seeking to increase their revenue, EasyDMARC presents an ideal solution. The email authentication platform streamlines domain management, providing capabilities such as organizational control, domain grouping, and access management. Additionally, EasyDMARC offers a comprehensive sales and marketing enablement program designed to boost DMARC sales. All of these features are available for MSPs on a scalable platform with a flexible pay-as-you-go pricing model. For more information on the EasyDMARC, visit: https://easydmarc.com/ About Pax8  Pax8 is the technology marketplace of the future, linking partners, vendors, and small to midsized businesses (SMBs) through AI-powered insights and comprehensive product support. With a global partner ecosystem of over 38,000 managed service providers, Pax8 empowers SMBs worldwide by providing software and services that unlock their growth potential and enhance their security. Committed to innovating cloud commerce at scale, Pax8 drives customer acquisition and solution consumption across its entire ecosystem. Find out more: https://www.pax8.com/en-us/ The post EasyDMARC Integrates With Pax8 Marketplace To Simplify Email Security For MSPs appeared first on EasyDMARC.
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  • Unity Technical VFX Artist at No Brakes Games

    Unity Technical VFX ArtistNo Brakes GamesVilnius, Lithuania or Remote3 hours agoApplyWe are No Brakes Games, the creators of Human Fall Flat.We are looking for a Unity Technical VFX Artist to join our team to work on Human Fall Flat 2.FULL-TIME POSITION - Vilnius, Lithuania or RemoteRole Overview:As a Unity Technical Artist specializing in VFX and rendering, you will develop and optimize real-time visual effects, create advanced shaders and materials, and ensure a balance between visual fidelity and performance. You will solve complex technical challenges, optimizing effects for real-time execution while collaborating with artists, designers, and engineers to push Unity’s rendering capabilities to the next level.Responsibilities:Develop and optimize real-time VFX solutions that are both visually striking and performant.Create scalable shaders and materials for water, fog, atmospheric effects, and dynamic lighting.Debug and resolve VFX performance bottlenecks using Unity Profiler, RenderDoc, and other tools.Optimize particle systems, volumetric effects, and GPU simulations for multi-platform performance.Document best practices and educate the team on efficient asset and shader workflows.Collaborate with engineers to develop and implement custom rendering solutions.Stay updated on Unity’s latest advancements in rendering, HDRP, and the Visual Effect Graph.Requirements:2+ years of experience as a Technical Artist in game development, with a focus on Unity.Strong understanding of Unity’s rendering pipelineand shader development.Experience developing performance-conscious visual effects, including particle systems, volumetric lighting, and dynamic environmental effects.Proficiency in GPU/CPU optimization techniques, LODs for VFX.Hands-on experience with real-time lighting and atmospheric effects.Ability to debug and profile complex rendering issues effectively.Excellent communication skills and ability to work collaboratively within a multi-disciplinary team.A flexible, R&D-driven mindset, able to iterate quickly in both prototyping and production environments.Nice-to-Have:Experience working on at least one released game project.Experience with Unity HDRP and SRP.Experience with multi-platform development.Knowledge of C#, Python, or C++ for extending Unity’s capabilities.Experience developing custom node-based tools or extending Unity’s Visual Effect Graph.Background in procedural animation, physics-based effects, or fluid simulations.Apply today by sending your Portfolio & CV to jobs@nobrakesgames.com
    Create Your Profile — Game companies can contact you with their relevant job openings.
    Apply
    #unity #technical #vfx #artist #brakes
    Unity Technical VFX Artist at No Brakes Games
    Unity Technical VFX ArtistNo Brakes GamesVilnius, Lithuania or Remote3 hours agoApplyWe are No Brakes Games, the creators of Human Fall Flat.We are looking for a Unity Technical VFX Artist to join our team to work on Human Fall Flat 2.FULL-TIME POSITION - Vilnius, Lithuania or RemoteRole Overview:As a Unity Technical Artist specializing in VFX and rendering, you will develop and optimize real-time visual effects, create advanced shaders and materials, and ensure a balance between visual fidelity and performance. You will solve complex technical challenges, optimizing effects for real-time execution while collaborating with artists, designers, and engineers to push Unity’s rendering capabilities to the next level.Responsibilities:Develop and optimize real-time VFX solutions that are both visually striking and performant.Create scalable shaders and materials for water, fog, atmospheric effects, and dynamic lighting.Debug and resolve VFX performance bottlenecks using Unity Profiler, RenderDoc, and other tools.Optimize particle systems, volumetric effects, and GPU simulations for multi-platform performance.Document best practices and educate the team on efficient asset and shader workflows.Collaborate with engineers to develop and implement custom rendering solutions.Stay updated on Unity’s latest advancements in rendering, HDRP, and the Visual Effect Graph.Requirements:2+ years of experience as a Technical Artist in game development, with a focus on Unity.Strong understanding of Unity’s rendering pipelineand shader development.Experience developing performance-conscious visual effects, including particle systems, volumetric lighting, and dynamic environmental effects.Proficiency in GPU/CPU optimization techniques, LODs for VFX.Hands-on experience with real-time lighting and atmospheric effects.Ability to debug and profile complex rendering issues effectively.Excellent communication skills and ability to work collaboratively within a multi-disciplinary team.A flexible, R&D-driven mindset, able to iterate quickly in both prototyping and production environments.Nice-to-Have:Experience working on at least one released game project.Experience with Unity HDRP and SRP.Experience with multi-platform development.Knowledge of C#, Python, or C++ for extending Unity’s capabilities.Experience developing custom node-based tools or extending Unity’s Visual Effect Graph.Background in procedural animation, physics-based effects, or fluid simulations.Apply today by sending your Portfolio & CV to jobs@nobrakesgames.com Create Your Profile — Game companies can contact you with their relevant job openings. Apply #unity #technical #vfx #artist #brakes
    Unity Technical VFX Artist at No Brakes Games
    Unity Technical VFX ArtistNo Brakes GamesVilnius, Lithuania or Remote3 hours agoApplyWe are No Brakes Games, the creators of Human Fall Flat.We are looking for a Unity Technical VFX Artist to join our team to work on Human Fall Flat 2.FULL-TIME POSITION - Vilnius, Lithuania or RemoteRole Overview:As a Unity Technical Artist specializing in VFX and rendering, you will develop and optimize real-time visual effects, create advanced shaders and materials, and ensure a balance between visual fidelity and performance. You will solve complex technical challenges, optimizing effects for real-time execution while collaborating with artists, designers, and engineers to push Unity’s rendering capabilities to the next level.Responsibilities:Develop and optimize real-time VFX solutions that are both visually striking and performant.Create scalable shaders and materials for water, fog, atmospheric effects, and dynamic lighting.Debug and resolve VFX performance bottlenecks using Unity Profiler, RenderDoc, and other tools.Optimize particle systems, volumetric effects, and GPU simulations for multi-platform performance.Document best practices and educate the team on efficient asset and shader workflows.Collaborate with engineers to develop and implement custom rendering solutions.Stay updated on Unity’s latest advancements in rendering, HDRP, and the Visual Effect Graph.Requirements:2+ years of experience as a Technical Artist in game development, with a focus on Unity.Strong understanding of Unity’s rendering pipeline (HDRP, URP, Built-in) and shader development (HLSL, Shader Graph).Experience developing performance-conscious visual effects, including particle systems, volumetric lighting, and dynamic environmental effects.Proficiency in GPU/CPU optimization techniques, LODs for VFX.Hands-on experience with real-time lighting and atmospheric effects.Ability to debug and profile complex rendering issues effectively.Excellent communication skills and ability to work collaboratively within a multi-disciplinary team.A flexible, R&D-driven mindset, able to iterate quickly in both prototyping and production environments.Nice-to-Have:Experience working on at least one released game project.Experience with Unity HDRP and SRP.Experience with multi-platform development (PC, console, mobile, VR/AR).Knowledge of C#, Python, or C++ for extending Unity’s capabilities.Experience developing custom node-based tools or extending Unity’s Visual Effect Graph.Background in procedural animation, physics-based effects, or fluid simulations.Apply today by sending your Portfolio & CV to jobs@nobrakesgames.com Create Your Profile — Game companies can contact you with their relevant job openings. Apply
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  • Executives from Meta, OpenAI, and Palantir Commissioned Into The US Army Reserve

    Meta's CTO, Palantir's CTO, and OpenAI's chief product officer are being appointed as lieutenant colonels in America's Army Reserve, reports The Register..

    They've all signed up for Detachment 201: Executive Innovation Corps, "an effort to recruit senior tech executives to serve part-time in the Army Reserve as senior advisors," according to the official statement. "In this role they will work on targeted projects to help guide rapid and scalable tech solutions to complex problems..."

    "Our primary role will be to serve as technical experts advising the Army's modernization efforts,"said on X...
    As for Open AI's involvement, the company has been building its ties with the military-technology complex for some years now. Like Meta, OpenAI is working with Anduril on military ideas and last year scandalized some by watering down its past commitment to developing non-military products only. The Army wasn't answering questions on Friday but an article referenced byWeil indicated that the four will have to serve a minimum of 120 hours a year, can work remotely, and won't have to pass basic training...

    "America wins when we unite the dynamism of American innovation with the military's vital missions,"Sankar said on X. "This was the key to our triumphs in the 20th century. It can help us win again. I'm humbled by this new opportunity to serve my country, my home, America."

    of this story at Slashdot.
    #executives #meta #openai #palantir #commissioned
    Executives from Meta, OpenAI, and Palantir Commissioned Into The US Army Reserve
    Meta's CTO, Palantir's CTO, and OpenAI's chief product officer are being appointed as lieutenant colonels in America's Army Reserve, reports The Register.. They've all signed up for Detachment 201: Executive Innovation Corps, "an effort to recruit senior tech executives to serve part-time in the Army Reserve as senior advisors," according to the official statement. "In this role they will work on targeted projects to help guide rapid and scalable tech solutions to complex problems..." "Our primary role will be to serve as technical experts advising the Army's modernization efforts,"said on X... As for Open AI's involvement, the company has been building its ties with the military-technology complex for some years now. Like Meta, OpenAI is working with Anduril on military ideas and last year scandalized some by watering down its past commitment to developing non-military products only. The Army wasn't answering questions on Friday but an article referenced byWeil indicated that the four will have to serve a minimum of 120 hours a year, can work remotely, and won't have to pass basic training... "America wins when we unite the dynamism of American innovation with the military's vital missions,"Sankar said on X. "This was the key to our triumphs in the 20th century. It can help us win again. I'm humbled by this new opportunity to serve my country, my home, America." of this story at Slashdot. #executives #meta #openai #palantir #commissioned
    NEWS.SLASHDOT.ORG
    Executives from Meta, OpenAI, and Palantir Commissioned Into The US Army Reserve
    Meta's CTO, Palantir's CTO, and OpenAI's chief product officer are being appointed as lieutenant colonels in America's Army Reserve, reports The Register. (Along with OpenAI's former chief revenue officer). They've all signed up for Detachment 201: Executive Innovation Corps, "an effort to recruit senior tech executives to serve part-time in the Army Reserve as senior advisors," according to the official statement. "In this role they will work on targeted projects to help guide rapid and scalable tech solutions to complex problems..." "Our primary role will be to serve as technical experts advising the Army's modernization efforts," [Meta CTO Andrew Bosworth] said on X... As for Open AI's involvement, the company has been building its ties with the military-technology complex for some years now. Like Meta, OpenAI is working with Anduril on military ideas and last year scandalized some by watering down its past commitment to developing non-military products only. The Army wasn't answering questions on Friday but an article referenced by [OpenAI Chief Product Officer Kevin] Weil indicated that the four will have to serve a minimum of 120 hours a year, can work remotely, and won't have to pass basic training... "America wins when we unite the dynamism of American innovation with the military's vital missions," [Palantir CTO Shyam] Sankar said on X. "This was the key to our triumphs in the 20th century. It can help us win again. I'm humbled by this new opportunity to serve my country, my home, America." Read more of this story at Slashdot.
    0 Commenti 0 condivisioni
  • Mirela Cialai Q&A: Customer Engagement Book Interview

    Reading Time: 9 minutes
    In the ever-evolving landscape of customer engagement, staying ahead of the curve is not just advantageous, it’s essential.
    That’s why, for Chapter 7 of “The Customer Engagement Book: Adapt or Die,” we sat down with Mirela Cialai, a seasoned expert in CRM and Martech strategies at brands like Equinox. Mirela brings a wealth of knowledge in aligning technology roadmaps with business goals, shifting organizational focuses from acquisition to retention, and leveraging hyper-personalization to drive success.
    In this interview, Mirela dives deep into building robust customer engagement technology roadmaps. She unveils the “PAPER” framework—Plan, Audit, Prioritize, Execute, Refine—a simple yet effective strategy for marketers.
    You’ll gain insights into identifying gaps in your Martech stack, ensuring data accuracy, and prioritizing initiatives that deliver the greatest impact and ROI.
    Whether you’re navigating data silos, striving for cross-functional alignment, or aiming for seamless tech integration, Mirela’s expertise provides practical solutions and actionable takeaways.

     
    Mirela Cialai Q&A Interview
    1. How do you define the vision for a customer engagement platform roadmap in alignment with the broader business goals? Can you share any examples of successful visions from your experience?

    Defining the vision for the roadmap in alignment with the broader business goals involves creating a strategic framework that connects the team’s objectives with the organization’s overarching mission or primary objectives.

    This could be revenue growth, customer retention, market expansion, or operational efficiency.
    We then break down these goals into actionable areas where the team can contribute, such as improving engagement, increasing lifetime value, or driving acquisition.
    We articulate how the team will support business goals by defining the KPIs that link CRM outcomes — the team’s outcomes — to business goals.
    In a previous role, the CRM team I was leading faced significant challenges due to the lack of attribution capabilities and a reliance on surface-level metrics such as open rates and click-through rates to measure performance.
    This approach made it difficult to quantify the impact of our efforts on broader business objectives such as revenue growth.
    Recognizing this gap, I worked on defining a vision for the CRM team to address these shortcomings.
    Our vision was to drive measurable growth through enhanced data accuracy and improved attribution capabilities, which allowed us to deliver targeted, data-driven, and personalized customer experiences.
    To bring this vision to life, I developed a roadmap that focused on first improving data accuracy, building our attribution capabilities, and delivering personalization at scale.

    By aligning the vision with these strategic priorities, we were able to demonstrate the tangible impact of our efforts on the key business goals.

    2. What steps did you take to ensure data accuracy?
    The data team was very diligent in ensuring that our data warehouse had accurate data.
    So taking that as the source of truth, we started cleaning the data in all the other platforms that were integrated with our data warehouse — our CRM platform, our attribution analytics platform, etc.

    That’s where we started, looking at all the different integrations and ensuring that the data flows were correct and that we had all the right flows in place. And also validating and cleaning our email database — that helped, having more accurate data.

    3. How do you recommend shifting organizational focus from acquisition to retention within a customer engagement strategy?
    Shifting an organization’s focus from acquisition to retention requires a cultural and strategic shift, emphasizing the immense value that existing customers bring to long-term growth and profitability.
    I would start by quantifying the value of retention, showcasing how retaining customers is significantly more cost-effective than acquiring new ones. Research consistently shows that increasing retention rates by just 5% can boost profits by at least 25 to 95%.
    This data helps make a compelling case to stakeholders about the importance of prioritizing retention.
    Next, I would link retention to core business goals by demonstrating how enhancing customer lifetime value and loyalty can directly drive revenue growth.
    This involves shifting the organization’s focus to retention-specific metrics such as churn rate, repeat purchase rate, and customer LTV. These metrics provide actionable insights into customer behaviors and highlight the financial impact of retention initiatives, ensuring alignment with the broader company objectives.

    By framing retention as a driver of sustainable growth, the organization can see it not as a competing priority, but as a complementary strategy to acquisition, ultimately leading to a more balanced and effective customer engagement strategy.

    4. What are the key steps in analyzing a brand’s current Martech stack capabilities to identify gaps and opportunities for improvement?
    Developing a clear understanding of the Martech stack’s current state and ensuring it aligns with a brand’s strategic needs and future goals requires a structured and strategic approach.
    The process begins with defining what success looks like in terms of technology capabilities such as scalability, integration, automation, and data accessibility, and linking these capabilities directly to the brand’s broader business objectives.
    I start by doing an inventory of all tools currently in use, including their purpose, owner, and key functionalities, assessing if these tools are being used to their full potential or if there are features that remain unused, and reviewing how well tools integrate with one another and with our core systems, the data warehouse.
    Also, comparing the capabilities of each tool and results against industry standards and competitor practices and looking for missing functionalities such as personalization, omnichannel orchestration, or advanced analytics, and identifying overlapping tools that could be consolidated to save costs and streamline workflows.
    Finally, review the costs of the current tools against their impact on business outcomes and identify technologies that could reduce costs, increase efficiency, or deliver higher ROI through enhanced capabilities.

    Establish a regular review cycle for the Martech stack to ensure it evolves alongside the business and the technological landscape.

    5. How do you evaluate whether a company’s tech stack can support innovative customer-focused campaigns, and what red flags should marketers look out for?
    I recommend taking a structured approach and first ensure there is seamless integration across all tools to support a unified customer view and data sharing across the different channels.
    Determine if the stack can handle increasing data volumes, larger audiences, and additional channels as the campaigns grow, and check if it supports dynamic content, behavior-based triggers, and advanced segmentation and can process and act on data in real time through emerging technologies like AI/ML predictive analytics to enable marketers to launch responsive and timely campaigns.
    Most importantly, we need to ensure that the stack offers robust reporting tools that provide actionable insights, allowing teams to track performance and optimize campaigns.
    Some of the red flags are: data silos where customer data is fragmented across platforms and not easily accessible or integrated, inability to process or respond to customer behavior in real time, a reliance on manual intervention for tasks like segmentation, data extraction, campaign deployment, and poor scalability.

    If the stack struggles with growing data volumes or expanding to new channels, it won’t support the company’s evolving needs.

    6. What role do hyper-personalization and timely communication play in a successful customer engagement strategy? How do you ensure they’re built into the technology roadmap?
    Hyper-personalization and timely communication are essential components of a successful customer engagement strategy because they create meaningful, relevant, and impactful experiences that deepen the relationship with customers, enhance loyalty, and drive business outcomes.
    Hyper-personalization leverages data to deliver tailored content that resonates with each individual based on their preferences, behavior, or past interactions, and timely communication ensures these personalized interactions occur at the most relevant moments, which ultimately increases their impact.
    Customers are more likely to engage with messages that feel relevant and align with their needs, and real-time triggers such as cart abandonment or post-purchase upsells capitalize on moments when customers are most likely to convert.

    By embedding these capabilities into the roadmap through data integration, AI-driven insights, automation, and continuous optimization, we can deliver impactful, relevant, and timely experiences that foster deeper customer relationships and drive long-term success.

    7. What’s your approach to breaking down the customer engagement technology roadmap into manageable phases? How do you prioritize the initiatives?
    To create a manageable roadmap, we need to divide it into distinct phases, starting with building the foundation by addressing data cleanup, system integrations, and establishing metrics, which lays the groundwork for success.
    Next, we can focus on early wins and quick impact by launching behavior-based campaigns, automating workflows, and improving personalization to drive immediate value.
    Then we can move to optimization and expansion, incorporating predictive analytics, cross-channel orchestration, and refined attribution models to enhance our capabilities.
    Finally, prioritize innovation and scalability, leveraging AI/ML for hyper-personalization, scaling campaigns to new markets, and ensuring the system is equipped for future growth.
    By starting with foundational projects, delivering quick wins, and building towards scalable innovation, we can drive measurable outcomes while maintaining our agility to adapt to evolving needs.

    In terms of prioritizing initiatives effectively, I would focus on projects that deliver the greatest impact on business goals, on customer experience and ROI, while we consider feasibility, urgency, and resource availability.

    In the past, I’ve used frameworks like Impact Effort Matrix to identify the high-impact, low-effort initiatives and ensure that the most critical projects are addressed first.
    8. How do you ensure cross-functional alignment around this roadmap? What processes have worked best for you?
    Ensuring cross-functional alignment requires clear communication, collaborative planning, and shared accountability.
    We need to establish a shared understanding of the roadmap’s purpose and how it ties to the company’s overall goals by clearly articulating the “why” behind the roadmap and how each team can contribute to its success.
    To foster buy-in and ensure the roadmap reflects diverse perspectives and needs, we need to involve all stakeholders early on during the roadmap development and clearly outline each team’s role in executing the roadmap to ensure accountability across the different teams.

    To keep teams informed and aligned, we use meetings such as roadmap kickoff sessions and regular check-ins to share updates, address challenges collaboratively, and celebrate milestones together.

    9. If you were to outline a simple framework for marketers to follow when building a customer engagement technology roadmap, what would it look like?
    A simple framework for marketers to follow when building the roadmap can be summarized in five clear steps: Plan, Audit, Prioritize, Execute, and Refine.
    In one word: PAPER. Here’s how it breaks down.

    Plan: We lay the groundwork for the roadmap by defining the CRM strategy and aligning it with the business goals.
    Audit: We evaluate the current state of our CRM capabilities. We conduct a comprehensive assessment of our tools, our data, the processes, and team workflows to identify any potential gaps.
    Prioritize: initiatives based on impact, feasibility, and ROI potential.
    Execute: by implementing the roadmap in manageable phases.
    Refine: by continuously improving CRM performance and refining the roadmap.

    So the PAPER framework — Plan, Audit, Prioritize, Execute, and Refine — provides a structured, iterative approach allowing marketers to create a scalable and impactful customer engagement strategy.

    10. What are the most common challenges marketers face in creating or executing a customer engagement strategy, and how can they address these effectively?
    The most critical is when the customer data is siloed across different tools and platforms, making it very difficult to get a unified view of the customer. This limits the ability to deliver personalized and consistent experiences.

    The solution is to invest in tools that can centralize data from all touchpoints and ensure seamless integration between different platforms to create a single source of truth.

    Another challenge is the lack of clear metrics and ROI measurement and the inability to connect engagement efforts to tangible business outcomes, making it very hard to justify investment or optimize strategies.
    The solution for that is to define clear KPIs at the outset and use attribution models to link customer interactions to revenue and other key outcomes.
    Overcoming internal silos is another challenge where there is misalignment between teams, which can lead to inconsistent messaging and delayed execution.
    A solution to this is to foster cross-functional collaboration through shared goals, regular communication, and joint planning sessions.
    Besides these, other challenges marketers can face are delivering personalization at scale, keeping up with changing customer expectations, resource and budget constraints, resistance to change, and others.
    While creating and executing a customer engagement strategy can be challenging, these obstacles can be addressed through strategic planning, leveraging the right tools, fostering collaboration, and staying adaptable to customer needs and industry trends.

    By tackling these challenges proactively, marketers can deliver impactful customer-centric strategies that drive long-term success.

    11. What are the top takeaways or lessons that you’ve learned from building customer engagement technology roadmaps that others should keep in mind?
    I would say one of the most important takeaways is to ensure that the roadmap directly supports the company’s broader objectives.
    Whether the focus is on retention, customer lifetime value, or revenue growth, the roadmap must bridge the gap between high-level business goals and actionable initiatives.

    Another important lesson: The roadmap is only as effective as the data and systems it’s built upon.

    I’ve learned the importance of prioritizing foundational elements like data cleanup, integrations, and governance before tackling advanced initiatives like personalization or predictive analytics. Skipping this step can lead to inefficiencies or missed opportunities later on.
    A Customer Engagement Roadmap is a strategic tool that evolves alongside the business and its customers.

    So by aligning with business goals, building a solid foundation, focusing on impact, fostering collaboration, and remaining adaptable, you can create a roadmap that delivers measurable results and meaningful customer experiences.

     

     
    This interview Q&A was hosted with Mirela Cialai, Director of CRM & MarTech at Equinox, for Chapter 7 of The Customer Engagement Book: Adapt or Die.
    Download the PDF or request a physical copy of the book here.
    The post Mirela Cialai Q&A: Customer Engagement Book Interview appeared first on MoEngage.
    #mirela #cialai #qampampa #customer #engagement
    Mirela Cialai Q&A: Customer Engagement Book Interview
    Reading Time: 9 minutes In the ever-evolving landscape of customer engagement, staying ahead of the curve is not just advantageous, it’s essential. That’s why, for Chapter 7 of “The Customer Engagement Book: Adapt or Die,” we sat down with Mirela Cialai, a seasoned expert in CRM and Martech strategies at brands like Equinox. Mirela brings a wealth of knowledge in aligning technology roadmaps with business goals, shifting organizational focuses from acquisition to retention, and leveraging hyper-personalization to drive success. In this interview, Mirela dives deep into building robust customer engagement technology roadmaps. She unveils the “PAPER” framework—Plan, Audit, Prioritize, Execute, Refine—a simple yet effective strategy for marketers. You’ll gain insights into identifying gaps in your Martech stack, ensuring data accuracy, and prioritizing initiatives that deliver the greatest impact and ROI. Whether you’re navigating data silos, striving for cross-functional alignment, or aiming for seamless tech integration, Mirela’s expertise provides practical solutions and actionable takeaways.   Mirela Cialai Q&A Interview 1. How do you define the vision for a customer engagement platform roadmap in alignment with the broader business goals? Can you share any examples of successful visions from your experience? Defining the vision for the roadmap in alignment with the broader business goals involves creating a strategic framework that connects the team’s objectives with the organization’s overarching mission or primary objectives. This could be revenue growth, customer retention, market expansion, or operational efficiency. We then break down these goals into actionable areas where the team can contribute, such as improving engagement, increasing lifetime value, or driving acquisition. We articulate how the team will support business goals by defining the KPIs that link CRM outcomes — the team’s outcomes — to business goals. In a previous role, the CRM team I was leading faced significant challenges due to the lack of attribution capabilities and a reliance on surface-level metrics such as open rates and click-through rates to measure performance. This approach made it difficult to quantify the impact of our efforts on broader business objectives such as revenue growth. Recognizing this gap, I worked on defining a vision for the CRM team to address these shortcomings. Our vision was to drive measurable growth through enhanced data accuracy and improved attribution capabilities, which allowed us to deliver targeted, data-driven, and personalized customer experiences. To bring this vision to life, I developed a roadmap that focused on first improving data accuracy, building our attribution capabilities, and delivering personalization at scale. By aligning the vision with these strategic priorities, we were able to demonstrate the tangible impact of our efforts on the key business goals. 2. What steps did you take to ensure data accuracy? The data team was very diligent in ensuring that our data warehouse had accurate data. So taking that as the source of truth, we started cleaning the data in all the other platforms that were integrated with our data warehouse — our CRM platform, our attribution analytics platform, etc. That’s where we started, looking at all the different integrations and ensuring that the data flows were correct and that we had all the right flows in place. And also validating and cleaning our email database — that helped, having more accurate data. 3. How do you recommend shifting organizational focus from acquisition to retention within a customer engagement strategy? Shifting an organization’s focus from acquisition to retention requires a cultural and strategic shift, emphasizing the immense value that existing customers bring to long-term growth and profitability. I would start by quantifying the value of retention, showcasing how retaining customers is significantly more cost-effective than acquiring new ones. Research consistently shows that increasing retention rates by just 5% can boost profits by at least 25 to 95%. This data helps make a compelling case to stakeholders about the importance of prioritizing retention. Next, I would link retention to core business goals by demonstrating how enhancing customer lifetime value and loyalty can directly drive revenue growth. This involves shifting the organization’s focus to retention-specific metrics such as churn rate, repeat purchase rate, and customer LTV. These metrics provide actionable insights into customer behaviors and highlight the financial impact of retention initiatives, ensuring alignment with the broader company objectives. By framing retention as a driver of sustainable growth, the organization can see it not as a competing priority, but as a complementary strategy to acquisition, ultimately leading to a more balanced and effective customer engagement strategy. 4. What are the key steps in analyzing a brand’s current Martech stack capabilities to identify gaps and opportunities for improvement? Developing a clear understanding of the Martech stack’s current state and ensuring it aligns with a brand’s strategic needs and future goals requires a structured and strategic approach. The process begins with defining what success looks like in terms of technology capabilities such as scalability, integration, automation, and data accessibility, and linking these capabilities directly to the brand’s broader business objectives. I start by doing an inventory of all tools currently in use, including their purpose, owner, and key functionalities, assessing if these tools are being used to their full potential or if there are features that remain unused, and reviewing how well tools integrate with one another and with our core systems, the data warehouse. Also, comparing the capabilities of each tool and results against industry standards and competitor practices and looking for missing functionalities such as personalization, omnichannel orchestration, or advanced analytics, and identifying overlapping tools that could be consolidated to save costs and streamline workflows. Finally, review the costs of the current tools against their impact on business outcomes and identify technologies that could reduce costs, increase efficiency, or deliver higher ROI through enhanced capabilities. Establish a regular review cycle for the Martech stack to ensure it evolves alongside the business and the technological landscape. 5. How do you evaluate whether a company’s tech stack can support innovative customer-focused campaigns, and what red flags should marketers look out for? I recommend taking a structured approach and first ensure there is seamless integration across all tools to support a unified customer view and data sharing across the different channels. Determine if the stack can handle increasing data volumes, larger audiences, and additional channels as the campaigns grow, and check if it supports dynamic content, behavior-based triggers, and advanced segmentation and can process and act on data in real time through emerging technologies like AI/ML predictive analytics to enable marketers to launch responsive and timely campaigns. Most importantly, we need to ensure that the stack offers robust reporting tools that provide actionable insights, allowing teams to track performance and optimize campaigns. Some of the red flags are: data silos where customer data is fragmented across platforms and not easily accessible or integrated, inability to process or respond to customer behavior in real time, a reliance on manual intervention for tasks like segmentation, data extraction, campaign deployment, and poor scalability. If the stack struggles with growing data volumes or expanding to new channels, it won’t support the company’s evolving needs. 6. What role do hyper-personalization and timely communication play in a successful customer engagement strategy? How do you ensure they’re built into the technology roadmap? Hyper-personalization and timely communication are essential components of a successful customer engagement strategy because they create meaningful, relevant, and impactful experiences that deepen the relationship with customers, enhance loyalty, and drive business outcomes. Hyper-personalization leverages data to deliver tailored content that resonates with each individual based on their preferences, behavior, or past interactions, and timely communication ensures these personalized interactions occur at the most relevant moments, which ultimately increases their impact. Customers are more likely to engage with messages that feel relevant and align with their needs, and real-time triggers such as cart abandonment or post-purchase upsells capitalize on moments when customers are most likely to convert. By embedding these capabilities into the roadmap through data integration, AI-driven insights, automation, and continuous optimization, we can deliver impactful, relevant, and timely experiences that foster deeper customer relationships and drive long-term success. 7. What’s your approach to breaking down the customer engagement technology roadmap into manageable phases? How do you prioritize the initiatives? To create a manageable roadmap, we need to divide it into distinct phases, starting with building the foundation by addressing data cleanup, system integrations, and establishing metrics, which lays the groundwork for success. Next, we can focus on early wins and quick impact by launching behavior-based campaigns, automating workflows, and improving personalization to drive immediate value. Then we can move to optimization and expansion, incorporating predictive analytics, cross-channel orchestration, and refined attribution models to enhance our capabilities. Finally, prioritize innovation and scalability, leveraging AI/ML for hyper-personalization, scaling campaigns to new markets, and ensuring the system is equipped for future growth. By starting with foundational projects, delivering quick wins, and building towards scalable innovation, we can drive measurable outcomes while maintaining our agility to adapt to evolving needs. In terms of prioritizing initiatives effectively, I would focus on projects that deliver the greatest impact on business goals, on customer experience and ROI, while we consider feasibility, urgency, and resource availability. In the past, I’ve used frameworks like Impact Effort Matrix to identify the high-impact, low-effort initiatives and ensure that the most critical projects are addressed first. 8. How do you ensure cross-functional alignment around this roadmap? What processes have worked best for you? Ensuring cross-functional alignment requires clear communication, collaborative planning, and shared accountability. We need to establish a shared understanding of the roadmap’s purpose and how it ties to the company’s overall goals by clearly articulating the “why” behind the roadmap and how each team can contribute to its success. To foster buy-in and ensure the roadmap reflects diverse perspectives and needs, we need to involve all stakeholders early on during the roadmap development and clearly outline each team’s role in executing the roadmap to ensure accountability across the different teams. To keep teams informed and aligned, we use meetings such as roadmap kickoff sessions and regular check-ins to share updates, address challenges collaboratively, and celebrate milestones together. 9. If you were to outline a simple framework for marketers to follow when building a customer engagement technology roadmap, what would it look like? A simple framework for marketers to follow when building the roadmap can be summarized in five clear steps: Plan, Audit, Prioritize, Execute, and Refine. In one word: PAPER. Here’s how it breaks down. Plan: We lay the groundwork for the roadmap by defining the CRM strategy and aligning it with the business goals. Audit: We evaluate the current state of our CRM capabilities. We conduct a comprehensive assessment of our tools, our data, the processes, and team workflows to identify any potential gaps. Prioritize: initiatives based on impact, feasibility, and ROI potential. Execute: by implementing the roadmap in manageable phases. Refine: by continuously improving CRM performance and refining the roadmap. So the PAPER framework — Plan, Audit, Prioritize, Execute, and Refine — provides a structured, iterative approach allowing marketers to create a scalable and impactful customer engagement strategy. 10. What are the most common challenges marketers face in creating or executing a customer engagement strategy, and how can they address these effectively? The most critical is when the customer data is siloed across different tools and platforms, making it very difficult to get a unified view of the customer. This limits the ability to deliver personalized and consistent experiences. The solution is to invest in tools that can centralize data from all touchpoints and ensure seamless integration between different platforms to create a single source of truth. Another challenge is the lack of clear metrics and ROI measurement and the inability to connect engagement efforts to tangible business outcomes, making it very hard to justify investment or optimize strategies. The solution for that is to define clear KPIs at the outset and use attribution models to link customer interactions to revenue and other key outcomes. Overcoming internal silos is another challenge where there is misalignment between teams, which can lead to inconsistent messaging and delayed execution. A solution to this is to foster cross-functional collaboration through shared goals, regular communication, and joint planning sessions. Besides these, other challenges marketers can face are delivering personalization at scale, keeping up with changing customer expectations, resource and budget constraints, resistance to change, and others. While creating and executing a customer engagement strategy can be challenging, these obstacles can be addressed through strategic planning, leveraging the right tools, fostering collaboration, and staying adaptable to customer needs and industry trends. By tackling these challenges proactively, marketers can deliver impactful customer-centric strategies that drive long-term success. 11. What are the top takeaways or lessons that you’ve learned from building customer engagement technology roadmaps that others should keep in mind? I would say one of the most important takeaways is to ensure that the roadmap directly supports the company’s broader objectives. Whether the focus is on retention, customer lifetime value, or revenue growth, the roadmap must bridge the gap between high-level business goals and actionable initiatives. Another important lesson: The roadmap is only as effective as the data and systems it’s built upon. I’ve learned the importance of prioritizing foundational elements like data cleanup, integrations, and governance before tackling advanced initiatives like personalization or predictive analytics. Skipping this step can lead to inefficiencies or missed opportunities later on. A Customer Engagement Roadmap is a strategic tool that evolves alongside the business and its customers. So by aligning with business goals, building a solid foundation, focusing on impact, fostering collaboration, and remaining adaptable, you can create a roadmap that delivers measurable results and meaningful customer experiences.     This interview Q&A was hosted with Mirela Cialai, Director of CRM & MarTech at Equinox, for Chapter 7 of The Customer Engagement Book: Adapt or Die. Download the PDF or request a physical copy of the book here. The post Mirela Cialai Q&A: Customer Engagement Book Interview appeared first on MoEngage. #mirela #cialai #qampampa #customer #engagement
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    Mirela Cialai Q&A: Customer Engagement Book Interview
    Reading Time: 9 minutes In the ever-evolving landscape of customer engagement, staying ahead of the curve is not just advantageous, it’s essential. That’s why, for Chapter 7 of “The Customer Engagement Book: Adapt or Die,” we sat down with Mirela Cialai, a seasoned expert in CRM and Martech strategies at brands like Equinox. Mirela brings a wealth of knowledge in aligning technology roadmaps with business goals, shifting organizational focuses from acquisition to retention, and leveraging hyper-personalization to drive success. In this interview, Mirela dives deep into building robust customer engagement technology roadmaps. She unveils the “PAPER” framework—Plan, Audit, Prioritize, Execute, Refine—a simple yet effective strategy for marketers. You’ll gain insights into identifying gaps in your Martech stack, ensuring data accuracy, and prioritizing initiatives that deliver the greatest impact and ROI. Whether you’re navigating data silos, striving for cross-functional alignment, or aiming for seamless tech integration, Mirela’s expertise provides practical solutions and actionable takeaways.   Mirela Cialai Q&A Interview 1. How do you define the vision for a customer engagement platform roadmap in alignment with the broader business goals? Can you share any examples of successful visions from your experience? Defining the vision for the roadmap in alignment with the broader business goals involves creating a strategic framework that connects the team’s objectives with the organization’s overarching mission or primary objectives. This could be revenue growth, customer retention, market expansion, or operational efficiency. We then break down these goals into actionable areas where the team can contribute, such as improving engagement, increasing lifetime value, or driving acquisition. We articulate how the team will support business goals by defining the KPIs that link CRM outcomes — the team’s outcomes — to business goals. In a previous role, the CRM team I was leading faced significant challenges due to the lack of attribution capabilities and a reliance on surface-level metrics such as open rates and click-through rates to measure performance. This approach made it difficult to quantify the impact of our efforts on broader business objectives such as revenue growth. Recognizing this gap, I worked on defining a vision for the CRM team to address these shortcomings. Our vision was to drive measurable growth through enhanced data accuracy and improved attribution capabilities, which allowed us to deliver targeted, data-driven, and personalized customer experiences. To bring this vision to life, I developed a roadmap that focused on first improving data accuracy, building our attribution capabilities, and delivering personalization at scale. By aligning the vision with these strategic priorities, we were able to demonstrate the tangible impact of our efforts on the key business goals. 2. What steps did you take to ensure data accuracy? The data team was very diligent in ensuring that our data warehouse had accurate data. So taking that as the source of truth, we started cleaning the data in all the other platforms that were integrated with our data warehouse — our CRM platform, our attribution analytics platform, etc. That’s where we started, looking at all the different integrations and ensuring that the data flows were correct and that we had all the right flows in place. And also validating and cleaning our email database — that helped, having more accurate data. 3. How do you recommend shifting organizational focus from acquisition to retention within a customer engagement strategy? Shifting an organization’s focus from acquisition to retention requires a cultural and strategic shift, emphasizing the immense value that existing customers bring to long-term growth and profitability. I would start by quantifying the value of retention, showcasing how retaining customers is significantly more cost-effective than acquiring new ones. Research consistently shows that increasing retention rates by just 5% can boost profits by at least 25 to 95%. This data helps make a compelling case to stakeholders about the importance of prioritizing retention. Next, I would link retention to core business goals by demonstrating how enhancing customer lifetime value and loyalty can directly drive revenue growth. This involves shifting the organization’s focus to retention-specific metrics such as churn rate, repeat purchase rate, and customer LTV. These metrics provide actionable insights into customer behaviors and highlight the financial impact of retention initiatives, ensuring alignment with the broader company objectives. By framing retention as a driver of sustainable growth, the organization can see it not as a competing priority, but as a complementary strategy to acquisition, ultimately leading to a more balanced and effective customer engagement strategy. 4. What are the key steps in analyzing a brand’s current Martech stack capabilities to identify gaps and opportunities for improvement? Developing a clear understanding of the Martech stack’s current state and ensuring it aligns with a brand’s strategic needs and future goals requires a structured and strategic approach. The process begins with defining what success looks like in terms of technology capabilities such as scalability, integration, automation, and data accessibility, and linking these capabilities directly to the brand’s broader business objectives. I start by doing an inventory of all tools currently in use, including their purpose, owner, and key functionalities, assessing if these tools are being used to their full potential or if there are features that remain unused, and reviewing how well tools integrate with one another and with our core systems, the data warehouse. Also, comparing the capabilities of each tool and results against industry standards and competitor practices and looking for missing functionalities such as personalization, omnichannel orchestration, or advanced analytics, and identifying overlapping tools that could be consolidated to save costs and streamline workflows. Finally, review the costs of the current tools against their impact on business outcomes and identify technologies that could reduce costs, increase efficiency, or deliver higher ROI through enhanced capabilities. Establish a regular review cycle for the Martech stack to ensure it evolves alongside the business and the technological landscape. 5. How do you evaluate whether a company’s tech stack can support innovative customer-focused campaigns, and what red flags should marketers look out for? I recommend taking a structured approach and first ensure there is seamless integration across all tools to support a unified customer view and data sharing across the different channels. Determine if the stack can handle increasing data volumes, larger audiences, and additional channels as the campaigns grow, and check if it supports dynamic content, behavior-based triggers, and advanced segmentation and can process and act on data in real time through emerging technologies like AI/ML predictive analytics to enable marketers to launch responsive and timely campaigns. Most importantly, we need to ensure that the stack offers robust reporting tools that provide actionable insights, allowing teams to track performance and optimize campaigns. Some of the red flags are: data silos where customer data is fragmented across platforms and not easily accessible or integrated, inability to process or respond to customer behavior in real time, a reliance on manual intervention for tasks like segmentation, data extraction, campaign deployment, and poor scalability. If the stack struggles with growing data volumes or expanding to new channels, it won’t support the company’s evolving needs. 6. What role do hyper-personalization and timely communication play in a successful customer engagement strategy? How do you ensure they’re built into the technology roadmap? Hyper-personalization and timely communication are essential components of a successful customer engagement strategy because they create meaningful, relevant, and impactful experiences that deepen the relationship with customers, enhance loyalty, and drive business outcomes. Hyper-personalization leverages data to deliver tailored content that resonates with each individual based on their preferences, behavior, or past interactions, and timely communication ensures these personalized interactions occur at the most relevant moments, which ultimately increases their impact. Customers are more likely to engage with messages that feel relevant and align with their needs, and real-time triggers such as cart abandonment or post-purchase upsells capitalize on moments when customers are most likely to convert. By embedding these capabilities into the roadmap through data integration, AI-driven insights, automation, and continuous optimization, we can deliver impactful, relevant, and timely experiences that foster deeper customer relationships and drive long-term success. 7. What’s your approach to breaking down the customer engagement technology roadmap into manageable phases? How do you prioritize the initiatives? To create a manageable roadmap, we need to divide it into distinct phases, starting with building the foundation by addressing data cleanup, system integrations, and establishing metrics, which lays the groundwork for success. Next, we can focus on early wins and quick impact by launching behavior-based campaigns, automating workflows, and improving personalization to drive immediate value. Then we can move to optimization and expansion, incorporating predictive analytics, cross-channel orchestration, and refined attribution models to enhance our capabilities. Finally, prioritize innovation and scalability, leveraging AI/ML for hyper-personalization, scaling campaigns to new markets, and ensuring the system is equipped for future growth. By starting with foundational projects, delivering quick wins, and building towards scalable innovation, we can drive measurable outcomes while maintaining our agility to adapt to evolving needs. In terms of prioritizing initiatives effectively, I would focus on projects that deliver the greatest impact on business goals, on customer experience and ROI, while we consider feasibility, urgency, and resource availability. In the past, I’ve used frameworks like Impact Effort Matrix to identify the high-impact, low-effort initiatives and ensure that the most critical projects are addressed first. 8. How do you ensure cross-functional alignment around this roadmap? What processes have worked best for you? Ensuring cross-functional alignment requires clear communication, collaborative planning, and shared accountability. We need to establish a shared understanding of the roadmap’s purpose and how it ties to the company’s overall goals by clearly articulating the “why” behind the roadmap and how each team can contribute to its success. To foster buy-in and ensure the roadmap reflects diverse perspectives and needs, we need to involve all stakeholders early on during the roadmap development and clearly outline each team’s role in executing the roadmap to ensure accountability across the different teams. To keep teams informed and aligned, we use meetings such as roadmap kickoff sessions and regular check-ins to share updates, address challenges collaboratively, and celebrate milestones together. 9. If you were to outline a simple framework for marketers to follow when building a customer engagement technology roadmap, what would it look like? A simple framework for marketers to follow when building the roadmap can be summarized in five clear steps: Plan, Audit, Prioritize, Execute, and Refine. In one word: PAPER. Here’s how it breaks down. Plan: We lay the groundwork for the roadmap by defining the CRM strategy and aligning it with the business goals. Audit: We evaluate the current state of our CRM capabilities. We conduct a comprehensive assessment of our tools, our data, the processes, and team workflows to identify any potential gaps. Prioritize: initiatives based on impact, feasibility, and ROI potential. Execute: by implementing the roadmap in manageable phases. Refine: by continuously improving CRM performance and refining the roadmap. So the PAPER framework — Plan, Audit, Prioritize, Execute, and Refine — provides a structured, iterative approach allowing marketers to create a scalable and impactful customer engagement strategy. 10. What are the most common challenges marketers face in creating or executing a customer engagement strategy, and how can they address these effectively? The most critical is when the customer data is siloed across different tools and platforms, making it very difficult to get a unified view of the customer. This limits the ability to deliver personalized and consistent experiences. The solution is to invest in tools that can centralize data from all touchpoints and ensure seamless integration between different platforms to create a single source of truth. Another challenge is the lack of clear metrics and ROI measurement and the inability to connect engagement efforts to tangible business outcomes, making it very hard to justify investment or optimize strategies. The solution for that is to define clear KPIs at the outset and use attribution models to link customer interactions to revenue and other key outcomes. Overcoming internal silos is another challenge where there is misalignment between teams, which can lead to inconsistent messaging and delayed execution. A solution to this is to foster cross-functional collaboration through shared goals, regular communication, and joint planning sessions. Besides these, other challenges marketers can face are delivering personalization at scale, keeping up with changing customer expectations, resource and budget constraints, resistance to change, and others. While creating and executing a customer engagement strategy can be challenging, these obstacles can be addressed through strategic planning, leveraging the right tools, fostering collaboration, and staying adaptable to customer needs and industry trends. By tackling these challenges proactively, marketers can deliver impactful customer-centric strategies that drive long-term success. 11. What are the top takeaways or lessons that you’ve learned from building customer engagement technology roadmaps that others should keep in mind? I would say one of the most important takeaways is to ensure that the roadmap directly supports the company’s broader objectives. Whether the focus is on retention, customer lifetime value, or revenue growth, the roadmap must bridge the gap between high-level business goals and actionable initiatives. Another important lesson: The roadmap is only as effective as the data and systems it’s built upon. I’ve learned the importance of prioritizing foundational elements like data cleanup, integrations, and governance before tackling advanced initiatives like personalization or predictive analytics. Skipping this step can lead to inefficiencies or missed opportunities later on. A Customer Engagement Roadmap is a strategic tool that evolves alongside the business and its customers. So by aligning with business goals, building a solid foundation, focusing on impact, fostering collaboration, and remaining adaptable, you can create a roadmap that delivers measurable results and meaningful customer experiences.     This interview Q&A was hosted with Mirela Cialai, Director of CRM & MarTech at Equinox, for Chapter 7 of The Customer Engagement Book: Adapt or Die. Download the PDF or request a physical copy of the book here. The post Mirela Cialai Q&A: Customer Engagement Book Interview appeared first on MoEngage.
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  • Do you think Sony will make support for their rumored new handheld mandatory for developers?

    Red Kong XIX
    Member

    Oct 11, 2020

    13,560

    This is assuming that the handheld can play PS4 games natively without any issues, so they are not included in the poll.
    Hardware leaker Kepler said it should be able to run PS5 games, even without a patch, but with a performance impact potentially. 

    Hero_of_the_Day
    Avenger

    Oct 27, 2017

    19,958

    Isn't the rumor that games don't require patches to run on it? That would imply that support isn't mandatory, but automatic.
     

    Homura
    ▲ Legend ▲
    Member

    Aug 20, 2019

    7,232

    As the post above said, the rumor is the PS5 portable will be able to run natively any and all PS4/PS5 games.

    Of course, some games might not work properly or require specific patches, but the idea is automatic compatibility. 

    shadowman16
    Member

    Oct 25, 2017

    42,292

    Ideally you'd want stuff to pretty much work out of the box. The more you ask devs to do, the less I imagine will want to support it... Or suddenly games get parred down so that they can run on handhelds.

    I personally would just prefer a solution where its automatic. I dont really care about a Sony handheld, dont really want devs to be forced to support the thing 

    Modest_Modsoul
    Living the Dreams
    Member

    Oct 29, 2017

    28,418


     

    setmymindforopensky
    Member

    Apr 20, 2025

    67

    a lot of games have performance modes. it should run a lot of the library even without any patching. if there's multiplat im sure itll default to the PS4 ver. im not sure what theyd do for something like GTA6 but itll have a series S version so its clearly scalable enough.

    im guessing PSTV situation. support it or not we dont care. 

    reksveks
    Member

    May 17, 2022

    7,628

    Think Kepler is personally assuming the goal of running without patches is a goal and one that won't happen just cause it's too late to force it.

    It's going to be an interesting solution to an interesting problem 

    Servbot24
    The Fallen

    Oct 25, 2017

    47,826

    Obviously not. Pretty absurd question tbh.
     

    RivalGT
    Member

    Dec 13, 2017

    7,616

    This one sounds like it requires a lot of work on Sony's end, I dont think developers will need to do much for games to work.

    Granted moving forward Sony is likely to make it easier for devs to have a more input on this portable mode.

    Things working out of the box is likely the goal, and thats what Sony needs if they want this to work, but devs having more input on this mode would be a plus I think. 

    Callibretto
    Member

    Oct 25, 2017

    10,445

    Indonesia

    shadowman16 said:

    Ideally you'd want stuff to pretty much work out of the box. The more you ask devs to do, the less I imagine will want to support it... Or suddenly games get parred down so that they can run on handhelds.

    I personally would just prefer a solution where its automatic. I dont really care about a Sony handheld, dont really want devs to be forced to support the thingClick to expand...
    Click to shrink...

    depend on the game imo, asking CD Project to somehow make Witcher 4 playable on handheld might be unreasonable. but any game that can run on Switch 2 should be playable on PSPortable without much issue
     

    Pheonix1
    Member

    Jun 22, 2024

    716

    Absolutely they will. Not sure why people think it would be hard, if they hand them.the right tools most ports won't take long anyhow.
     

    skeezx
    Member

    Oct 27, 2017

    23,994

    guessing there will be a "portable approved" label with the respective games going forward, regardless whether it's a PS5 or PS6 game. and when the thing is released popular past titles will be retroactively approved by sony, and up to developers if they want to patch the bigger games to be portable friendly.

    i guess where things could get tricky/laborious for developers is whether every game going forward is required to screen for portable performance, as it's not a PC so the portable will likely disallow for running "non-approved" games at all 

    AmFreak
    Member

    Oct 26, 2017

    3,245

    They need to give people some form of guarantee that it will get games, otherwise they greatly diminish their potential success.

    The best way to do this is to make it another SKU of the contemporary console. And witheverything already running at 60fps and progression slowing to a crawl it's far easier than it had been in the past. 

    Ruck
    Member

    Oct 25, 2017

    3,105

    I mean, what is the handheld? PS6? Or an actual second console? If the former, then yes, if the latter then no
     

    TitanicFall
    Member

    Nov 12, 2017

    9,340

    Nah. It might be incentivized though. There's not much in it for devs if it's a cross buy situation.
     

    Callibretto
    Member

    Oct 25, 2017

    10,445

    Indonesia

    imo, PS6 will remain their main console, focusing on high fidelity visuals that Switch 2 and portable PC won't be able to run without huge compromise.

    PSPortable will be secondary console, something like PSPortal, but this time able to play any games that Switch2 can reasonably run. and for the high end games that it can't run, it will use streaming, either from PS6 you own, or PS+ Premium subs 

    bleits
    Member

    Oct 14, 2023

    373

    They have to if they want to be taken seriously
     

    Vic Damone Jr.
    Member

    Oct 27, 2017

    20,534

    Nope Sony doesn't mandate this stuff and it's why their second product always dies.
     

    fiendcode
    Member

    Oct 26, 2017

    26,514

    I think it depends on what the device really is, if it's more of a "Portal 2" or a "Series SP" or something else entirely. Streaming might be enough for PS6 games along with incentivized PS5/4 patches but whatever SIE does they need to make sure their inhouse teams are ALL on board this time. That was a big part of PSP/Vita's downfall, that the biggest or most important PS Studios snubbed them and the teams that did show up with support are mostly closed and gone now.
     

    Callibretto
    Member

    Oct 25, 2017

    10,445

    Indonesia

    bleits said:

    They have to if they want to be taken seriously

    Click to expand...
    Click to shrink...

    from the last interview with PS exec about Switch 2 spec, it seems clear that PS have no plan to abandon high end console spec to switch to mobile hardware like Switch 2 and Xbox Ally.

    PS consider their high fidelity visual as advantage and differentiator from Nintendo.

    so with PS6, their top studio will eventuall make games that just won't realistically run on handheld devices.

    so having a mandate where all PS6 games is playable on handheld is simply unrealistic imo 

    danm999
    Member

    Oct 29, 2017

    19,929

    Sydney

    Incentives, not mandates.
     

    NSESN
    ▲ Legend ▲
    Member

    Oct 25, 2017

    27,729

    I think people are setting themselves for disappointment in regards for how powerful this thing will be
     

    defaltoption
    Plug in a controller and enter the Konami code
    The Fallen

    Oct 27, 2017

    12,485

    Austin

    Depends on what they call it.

    If they call it anything related to ps6, expect very bad performance, and mandates

    If they call it ps5 portable, expect bad performance and no mandates as it will be handled on their end

    If they call it a ps portable expect it to have no support from Sony and get whatever it gets just be happy it functions till they abandon it. 

    Metnut
    Member

    Apr 7, 2025

    30

    Good question OP.

    I voted the middle one. I think anything that ships for PS5 will need to work for the handheld. Question is whether that works automatically or will need patches. 

    mute
    ▲ Legend ▲
    Member

    Oct 25, 2017

    29,807

    I think that would require a level of commitment to a secondary piece of hardware that Sony hasn't shown in a long time.
     

    Patison
    Member

    Oct 27, 2017

    761

    It's difficult to say without knowing what they're planning with this device exactly. If they're fully going Switch routeor more like a Steam Deck, which will run launch games perfectly and then, as time goes on, some titles might start looking less than ideal or be unplayable at all.

    Or Series S/X, just the Series S being portable — that would be preferable but also limiting but also diminishing returns between generations so might be worth it etc.

    And if that device happens at all and its development won't be dropped soon is another question. Lots of unknowns, but I'm interested to see what Sony comes up with, as long as they'll have games to support it this time around. 

    Jammerz
    Member

    Apr 29, 2023

    1,579

    I think it will be optional support.

    However sony needs to support it with their first parties to set an example and making it as easy as possible for other devs to scale down. For sony first party games maybe use nixxes to scale down so their studios aren't bogged down. 

    Hamchan
    The Fallen

    Oct 25, 2017

    6,000

    I think 99.9% of games will be crossgen between PS5 and PS6 for the entire generation, just based on how this industry is going, so it might not be much of an issue for Sony to mandate.
     

    Advance.Wars.Sgt.
    Member

    Jun 10, 2018

    10,456

    Honestly, I'd worry more about Sony's 1st party teams than 3rd party developers since they were notoriously adverse making software with a handheld power profile in mind.
     

    overthewaves
    Member

    Sep 30, 2020

    1,203

    Wouldn't that hamstring the games for ps6? That's PlayStation players biggest fear they don't want a series S type situation right? They treat series S like a punching bag.
     

    Neonvisions
    Member

    Oct 27, 2017

    707

    overthewaves said:

    Wouldn't that hamstring the games for ps6? That's PlayStation players biggest fear they don't want a series S type situation right? They treat series S like a punching bag.

    Click to expand...
    Click to shrink...

    How would that effect PS6? Are you suggesting that the Series S hamstrings games for the X? 

    Gwarm
    Member

    Nov 13, 2017

    2,902

    I'd be shocked if Sony released a device that let's you play games that haven't been patched or confirmed to run acceptably. Imagine if certain games just hard crashed the console? This is the company that wouldn't let you play certain Vita games on the PSTV even if they actually worked.
     

    bloopland33
    Member

    Mar 4, 2020

    3,845

    I wonder if they'll just do the Steam Deck thing and do a compatibility badge. You can boot whatever software you want, but it might run at 5 fps and drain your battery.

    This would be in addition to whatever efforts they're doing to make things work out of the box, of course.

    But it's hard to imagine them mandating developers ship a PS6 profile and a PS6P profile for those heavier games 5-7 years from now…

    ….but it's also hard to imagine them shipping this PS6-gen device that doesn't play everything. So maybe they Steam Deck it 

    vivftp
    Member

    Oct 29, 2017

    23,016

    My guess, every PS6 game will be mandated to support it. PS5 games will support it natively for the simpler games and will require a patch as has been rumored to run on lesser specs

    I think next gen we get PS3 and Vita emulation so the PS6 and portable will be able to play games from PSN from every past PlayStation 

    Mocha Joe
    Member

    Jun 2, 2021

    13,636

    Really need to take the Steam Deck approach and don't make it a requirement. Just make it a complementary device where it is possible to play majority of the games available on PSN.
     

    overthewaves
    Member

    Sep 30, 2020

    1,203

    Neonvisions said:

    How would that effect PS6? Are you suggesting that the Series S hamstrings games for the X?

    Click to expand...
    Click to shrink...

    I mean did you see the reaction here to the series S announcement lol. Everyone was saying it's gonna "hold back the generation".
     

    reksveks
    Member

    May 17, 2022

    7,628

    Neonvisions said:

    How would that effect PS6? Are you suggesting that the Series S hamstrings games for the X?

    Click to expand...
    Click to shrink...

    Or the perception is that it does but the truth is that there is a lot of factors
     

    Fabs
    Member

    Aug 22, 2019

    2,827

    I can't see the forcing handheld and pro support next gen.
     

    level
    Member

    May 25, 2023

    1,427

    Definitely not

    Games already take too long to make. Extra time isn't something they'll want to reinforce to their developers. 

    gofreak
    Member

    Oct 26, 2017

    8,411

    I don't think support will be mandatory. I think they're bringing it into a reality where a growing portion of games can, or could, run without much change or effort on the developer's part on a next gen handheld. They'll lean on that natural trend rather than a policy - anything that is outside of that will just be streamable as now with the Portal.
     

    Caiusto
    Member

    Oct 25, 2017

    7,086

    If they don't want to end up with another Vita yes they will.
     

    mute
    ▲ Legend ▲
    Member

    Oct 25, 2017

    29,807

    Advance.Wars.Sgt. said:

    Honestly, I'd worry more about Sony's 1st party teams than 3rd party developers since they were notoriously adverse making software with a handheld power profile in mind.

    Click to expand...
    Click to shrink...

    It does seem kinda unthinkable that Intergalactic would be made with a handheld in mind, for example.
     

    AmFreak
    Member

    Oct 26, 2017

    3,245

    mute said:

    It does seem kinda unthinkable that Intergalactic would be made with a handheld in mind, for example.

    Click to expand...
    Click to shrink...

    Ratchet, Returnal, Cyberpunk, etc. also weren't made "with a handheld in mind".
     

    Spoit
    Member

    Oct 28, 2017

    5,599

    Given how much of a pain the series S mandate has been, I don't see them binding even first party studios to it, especially ones that are trying to go for the cutting edge of tech. Since given AMDs timelines, is not going to be anywhere near a base PS5.

    I'm also skeptical of the claim that'll be able to play ps5 games without extensive patching. 

    Jawmuncher
    Crisis Dino
    Moderator

    Oct 25, 2017

    45,166

    Ibis Island

    No, I think the portable will handle portable stuff "automatically" for what it converts
     

    knightmawk
    Member

    Dec 12, 2018

    8,900

    I expect they'll do everything they can to make sure no one has to think about it and it's as automatic as possible. It'll technically still be part of cert, but the goal will be for it to be rare that a game fails that part of cert and has to be sent back.

    That being said, I imagine there will be some games that still don't work and developers will be able to submit for that exception. 

    RivalGT
    Member

    Dec 13, 2017

    7,616

    I think the concept here is similar to how PS4 games play on PS5, the ones with patches I mean, the game will run with a different graphics preset then it would on PS4/ PS4 Pro, so in some cases this means higher resolution or higher frame rate cap.

    What Sony needs to work on their end is getting this to work without any patches from developers. Its the only way this can work. 

    Vexii
    Member

    Oct 31, 2017

    3,103

    UK

    if they don't mandate support, it'll just be a death knell for the format. I don't think they could get away with a dedicated handheld platform now when the Switch and Steam Deck exists
     

    Mobius and Pet Octopus
    Member

    Oct 25, 2017

    17,065

    Just because a game can run on a handheld, doesn't mean that's all required for support. The UI alone likely requires changes for an optimal experience, sometimes necessary to be "playable". Small screen sizes usually needs changes.
     

    SeanMN
    Member

    Oct 28, 2017

    2,437

    If PS6 games support is optional, that will create fragmentation of the platform and uncertain software support.

    If it's part of the PS6 family and support is mandatory, I can see there being concern that if would hold the generation back with a low capability sku.

    My thoughts are this should be a PS6 and support the same as the primary console. 
    #you #think #sony #will #make
    Do you think Sony will make support for their rumored new handheld mandatory for developers?
    Red Kong XIX Member Oct 11, 2020 13,560 This is assuming that the handheld can play PS4 games natively without any issues, so they are not included in the poll. Hardware leaker Kepler said it should be able to run PS5 games, even without a patch, but with a performance impact potentially.  Hero_of_the_Day Avenger Oct 27, 2017 19,958 Isn't the rumor that games don't require patches to run on it? That would imply that support isn't mandatory, but automatic.   Homura ▲ Legend ▲ Member Aug 20, 2019 7,232 As the post above said, the rumor is the PS5 portable will be able to run natively any and all PS4/PS5 games. Of course, some games might not work properly or require specific patches, but the idea is automatic compatibility.  shadowman16 Member Oct 25, 2017 42,292 Ideally you'd want stuff to pretty much work out of the box. The more you ask devs to do, the less I imagine will want to support it... Or suddenly games get parred down so that they can run on handhelds. I personally would just prefer a solution where its automatic. I dont really care about a Sony handheld, dont really want devs to be forced to support the thing  Modest_Modsoul Living the Dreams Member Oct 29, 2017 28,418 🤷‍♂️   setmymindforopensky Member Apr 20, 2025 67 a lot of games have performance modes. it should run a lot of the library even without any patching. if there's multiplat im sure itll default to the PS4 ver. im not sure what theyd do for something like GTA6 but itll have a series S version so its clearly scalable enough. im guessing PSTV situation. support it or not we dont care.  reksveks Member May 17, 2022 7,628 Think Kepler is personally assuming the goal of running without patches is a goal and one that won't happen just cause it's too late to force it. It's going to be an interesting solution to an interesting problem  Servbot24 The Fallen Oct 25, 2017 47,826 Obviously not. Pretty absurd question tbh.   RivalGT Member Dec 13, 2017 7,616 This one sounds like it requires a lot of work on Sony's end, I dont think developers will need to do much for games to work. Granted moving forward Sony is likely to make it easier for devs to have a more input on this portable mode. Things working out of the box is likely the goal, and thats what Sony needs if they want this to work, but devs having more input on this mode would be a plus I think.  Callibretto Member Oct 25, 2017 10,445 Indonesia shadowman16 said: Ideally you'd want stuff to pretty much work out of the box. The more you ask devs to do, the less I imagine will want to support it... Or suddenly games get parred down so that they can run on handhelds. I personally would just prefer a solution where its automatic. I dont really care about a Sony handheld, dont really want devs to be forced to support the thingClick to expand... Click to shrink... depend on the game imo, asking CD Project to somehow make Witcher 4 playable on handheld might be unreasonable. but any game that can run on Switch 2 should be playable on PSPortable without much issue   Pheonix1 Member Jun 22, 2024 716 Absolutely they will. Not sure why people think it would be hard, if they hand them.the right tools most ports won't take long anyhow.   skeezx Member Oct 27, 2017 23,994 guessing there will be a "portable approved" label with the respective games going forward, regardless whether it's a PS5 or PS6 game. and when the thing is released popular past titles will be retroactively approved by sony, and up to developers if they want to patch the bigger games to be portable friendly. i guess where things could get tricky/laborious for developers is whether every game going forward is required to screen for portable performance, as it's not a PC so the portable will likely disallow for running "non-approved" games at all  AmFreak Member Oct 26, 2017 3,245 They need to give people some form of guarantee that it will get games, otherwise they greatly diminish their potential success. The best way to do this is to make it another SKU of the contemporary console. And witheverything already running at 60fps and progression slowing to a crawl it's far easier than it had been in the past.  Ruck Member Oct 25, 2017 3,105 I mean, what is the handheld? PS6? Or an actual second console? If the former, then yes, if the latter then no   TitanicFall Member Nov 12, 2017 9,340 Nah. It might be incentivized though. There's not much in it for devs if it's a cross buy situation.   Callibretto Member Oct 25, 2017 10,445 Indonesia imo, PS6 will remain their main console, focusing on high fidelity visuals that Switch 2 and portable PC won't be able to run without huge compromise. PSPortable will be secondary console, something like PSPortal, but this time able to play any games that Switch2 can reasonably run. and for the high end games that it can't run, it will use streaming, either from PS6 you own, or PS+ Premium subs  bleits Member Oct 14, 2023 373 They have to if they want to be taken seriously   Vic Damone Jr. Member Oct 27, 2017 20,534 Nope Sony doesn't mandate this stuff and it's why their second product always dies.   fiendcode Member Oct 26, 2017 26,514 I think it depends on what the device really is, if it's more of a "Portal 2" or a "Series SP" or something else entirely. Streaming might be enough for PS6 games along with incentivized PS5/4 patches but whatever SIE does they need to make sure their inhouse teams are ALL on board this time. That was a big part of PSP/Vita's downfall, that the biggest or most important PS Studios snubbed them and the teams that did show up with support are mostly closed and gone now.   Callibretto Member Oct 25, 2017 10,445 Indonesia bleits said: They have to if they want to be taken seriously Click to expand... Click to shrink... from the last interview with PS exec about Switch 2 spec, it seems clear that PS have no plan to abandon high end console spec to switch to mobile hardware like Switch 2 and Xbox Ally. PS consider their high fidelity visual as advantage and differentiator from Nintendo. so with PS6, their top studio will eventuall make games that just won't realistically run on handheld devices. so having a mandate where all PS6 games is playable on handheld is simply unrealistic imo  danm999 Member Oct 29, 2017 19,929 Sydney Incentives, not mandates.   NSESN ▲ Legend ▲ Member Oct 25, 2017 27,729 I think people are setting themselves for disappointment in regards for how powerful this thing will be   defaltoption Plug in a controller and enter the Konami code The Fallen Oct 27, 2017 12,485 Austin Depends on what they call it. If they call it anything related to ps6, expect very bad performance, and mandates If they call it ps5 portable, expect bad performance and no mandates as it will be handled on their end If they call it a ps portable expect it to have no support from Sony and get whatever it gets just be happy it functions till they abandon it.  Metnut Member Apr 7, 2025 30 Good question OP. I voted the middle one. I think anything that ships for PS5 will need to work for the handheld. Question is whether that works automatically or will need patches.  mute ▲ Legend ▲ Member Oct 25, 2017 29,807 I think that would require a level of commitment to a secondary piece of hardware that Sony hasn't shown in a long time.   Patison Member Oct 27, 2017 761 It's difficult to say without knowing what they're planning with this device exactly. If they're fully going Switch routeor more like a Steam Deck, which will run launch games perfectly and then, as time goes on, some titles might start looking less than ideal or be unplayable at all. Or Series S/X, just the Series S being portable — that would be preferable but also limiting but also diminishing returns between generations so might be worth it etc. And if that device happens at all and its development won't be dropped soon is another question. Lots of unknowns, but I'm interested to see what Sony comes up with, as long as they'll have games to support it this time around.  Jammerz Member Apr 29, 2023 1,579 I think it will be optional support. However sony needs to support it with their first parties to set an example and making it as easy as possible for other devs to scale down. For sony first party games maybe use nixxes to scale down so their studios aren't bogged down.  Hamchan The Fallen Oct 25, 2017 6,000 I think 99.9% of games will be crossgen between PS5 and PS6 for the entire generation, just based on how this industry is going, so it might not be much of an issue for Sony to mandate.   Advance.Wars.Sgt. Member Jun 10, 2018 10,456 Honestly, I'd worry more about Sony's 1st party teams than 3rd party developers since they were notoriously adverse making software with a handheld power profile in mind.   overthewaves Member Sep 30, 2020 1,203 Wouldn't that hamstring the games for ps6? That's PlayStation players biggest fear they don't want a series S type situation right? They treat series S like a punching bag.   Neonvisions Member Oct 27, 2017 707 overthewaves said: Wouldn't that hamstring the games for ps6? That's PlayStation players biggest fear they don't want a series S type situation right? They treat series S like a punching bag. Click to expand... Click to shrink... How would that effect PS6? Are you suggesting that the Series S hamstrings games for the X?  Gwarm Member Nov 13, 2017 2,902 I'd be shocked if Sony released a device that let's you play games that haven't been patched or confirmed to run acceptably. Imagine if certain games just hard crashed the console? This is the company that wouldn't let you play certain Vita games on the PSTV even if they actually worked.   bloopland33 Member Mar 4, 2020 3,845 I wonder if they'll just do the Steam Deck thing and do a compatibility badge. You can boot whatever software you want, but it might run at 5 fps and drain your battery. This would be in addition to whatever efforts they're doing to make things work out of the box, of course. But it's hard to imagine them mandating developers ship a PS6 profile and a PS6P profile for those heavier games 5-7 years from now… ….but it's also hard to imagine them shipping this PS6-gen device that doesn't play everything. So maybe they Steam Deck it  vivftp Member Oct 29, 2017 23,016 My guess, every PS6 game will be mandated to support it. PS5 games will support it natively for the simpler games and will require a patch as has been rumored to run on lesser specs I think next gen we get PS3 and Vita emulation so the PS6 and portable will be able to play games from PSN from every past PlayStation  Mocha Joe Member Jun 2, 2021 13,636 Really need to take the Steam Deck approach and don't make it a requirement. Just make it a complementary device where it is possible to play majority of the games available on PSN.   overthewaves Member Sep 30, 2020 1,203 Neonvisions said: How would that effect PS6? Are you suggesting that the Series S hamstrings games for the X? Click to expand... Click to shrink... I mean did you see the reaction here to the series S announcement lol. Everyone was saying it's gonna "hold back the generation".   reksveks Member May 17, 2022 7,628 Neonvisions said: How would that effect PS6? Are you suggesting that the Series S hamstrings games for the X? Click to expand... Click to shrink... Or the perception is that it does but the truth is that there is a lot of factors   Fabs Member Aug 22, 2019 2,827 I can't see the forcing handheld and pro support next gen.   level Member May 25, 2023 1,427 Definitely not Games already take too long to make. Extra time isn't something they'll want to reinforce to their developers.  gofreak Member Oct 26, 2017 8,411 I don't think support will be mandatory. I think they're bringing it into a reality where a growing portion of games can, or could, run without much change or effort on the developer's part on a next gen handheld. They'll lean on that natural trend rather than a policy - anything that is outside of that will just be streamable as now with the Portal.   Caiusto Member Oct 25, 2017 7,086 If they don't want to end up with another Vita yes they will.   mute ▲ Legend ▲ Member Oct 25, 2017 29,807 Advance.Wars.Sgt. said: Honestly, I'd worry more about Sony's 1st party teams than 3rd party developers since they were notoriously adverse making software with a handheld power profile in mind. Click to expand... Click to shrink... It does seem kinda unthinkable that Intergalactic would be made with a handheld in mind, for example.   AmFreak Member Oct 26, 2017 3,245 mute said: It does seem kinda unthinkable that Intergalactic would be made with a handheld in mind, for example. Click to expand... Click to shrink... Ratchet, Returnal, Cyberpunk, etc. also weren't made "with a handheld in mind".   Spoit Member Oct 28, 2017 5,599 Given how much of a pain the series S mandate has been, I don't see them binding even first party studios to it, especially ones that are trying to go for the cutting edge of tech. Since given AMDs timelines, is not going to be anywhere near a base PS5. I'm also skeptical of the claim that'll be able to play ps5 games without extensive patching.  Jawmuncher Crisis Dino Moderator Oct 25, 2017 45,166 Ibis Island No, I think the portable will handle portable stuff "automatically" for what it converts   knightmawk Member Dec 12, 2018 8,900 I expect they'll do everything they can to make sure no one has to think about it and it's as automatic as possible. It'll technically still be part of cert, but the goal will be for it to be rare that a game fails that part of cert and has to be sent back. That being said, I imagine there will be some games that still don't work and developers will be able to submit for that exception.  RivalGT Member Dec 13, 2017 7,616 I think the concept here is similar to how PS4 games play on PS5, the ones with patches I mean, the game will run with a different graphics preset then it would on PS4/ PS4 Pro, so in some cases this means higher resolution or higher frame rate cap. What Sony needs to work on their end is getting this to work without any patches from developers. Its the only way this can work.  Vexii Member Oct 31, 2017 3,103 UK if they don't mandate support, it'll just be a death knell for the format. I don't think they could get away with a dedicated handheld platform now when the Switch and Steam Deck exists   Mobius and Pet Octopus Member Oct 25, 2017 17,065 Just because a game can run on a handheld, doesn't mean that's all required for support. The UI alone likely requires changes for an optimal experience, sometimes necessary to be "playable". Small screen sizes usually needs changes.   SeanMN Member Oct 28, 2017 2,437 If PS6 games support is optional, that will create fragmentation of the platform and uncertain software support. If it's part of the PS6 family and support is mandatory, I can see there being concern that if would hold the generation back with a low capability sku. My thoughts are this should be a PS6 and support the same as the primary console.  #you #think #sony #will #make
    WWW.RESETERA.COM
    Do you think Sony will make support for their rumored new handheld mandatory for developers?
    Red Kong XIX Member Oct 11, 2020 13,560 This is assuming that the handheld can play PS4 games natively without any issues, so they are not included in the poll. Hardware leaker Kepler said it should be able to run PS5 games, even without a patch, but with a performance impact potentially.  Hero_of_the_Day Avenger Oct 27, 2017 19,958 Isn't the rumor that games don't require patches to run on it? That would imply that support isn't mandatory, but automatic.   Homura ▲ Legend ▲ Member Aug 20, 2019 7,232 As the post above said, the rumor is the PS5 portable will be able to run natively any and all PS4/PS5 games. Of course, some games might not work properly or require specific patches, but the idea is automatic compatibility.  shadowman16 Member Oct 25, 2017 42,292 Ideally you'd want stuff to pretty much work out of the box. The more you ask devs to do, the less I imagine will want to support it... Or suddenly games get parred down so that they can run on handhelds (which considering how people hated cross gen for that reason, they'd hate it here as well). I personally would just prefer a solution where its automatic. I dont really care about a Sony handheld, dont really want devs to be forced to support the thing (considering how shit Sony is at supporting its peripherals - like the Vita or PSVR2)  Modest_Modsoul Living the Dreams Member Oct 29, 2017 28,418 🤷‍♂️   setmymindforopensky Member Apr 20, 2025 67 a lot of games have performance modes. it should run a lot of the library even without any patching. if there's multiplat im sure itll default to the PS4 ver. im not sure what theyd do for something like GTA6 but itll have a series S version so its clearly scalable enough. im guessing PSTV situation. support it or not we dont care.  reksveks Member May 17, 2022 7,628 Think Kepler is personally assuming the goal of running without patches is a goal and one that won't happen just cause it's too late to force it. It's going to be an interesting solution to an interesting problem  Servbot24 The Fallen Oct 25, 2017 47,826 Obviously not. Pretty absurd question tbh.   RivalGT Member Dec 13, 2017 7,616 This one sounds like it requires a lot of work on Sony's end, I dont think developers will need to do much for games to work. Granted moving forward Sony is likely to make it easier for devs to have a more input on this portable mode. Things working out of the box is likely the goal, and thats what Sony needs if they want this to work, but devs having more input on this mode would be a plus I think.  Callibretto Member Oct 25, 2017 10,445 Indonesia shadowman16 said: Ideally you'd want stuff to pretty much work out of the box. The more you ask devs to do, the less I imagine will want to support it... Or suddenly games get parred down so that they can run on handhelds (which considering how people hated cross gen for that reason, they'd hate it here as well). I personally would just prefer a solution where its automatic. I dont really care about a Sony handheld, dont really want devs to be forced to support the thing (considering how shit Sony is at supporting its peripherals - like the Vita or PSVR2) Click to expand... Click to shrink... depend on the game imo, asking CD Project to somehow make Witcher 4 playable on handheld might be unreasonable. but any game that can run on Switch 2 should be playable on PSPortable without much issue   Pheonix1 Member Jun 22, 2024 716 Absolutely they will. Not sure why people think it would be hard, if they hand them.the right tools most ports won't take long anyhow.   skeezx Member Oct 27, 2017 23,994 guessing there will be a "portable approved" label with the respective games going forward, regardless whether it's a PS5 or PS6 game. and when the thing is released popular past titles will be retroactively approved by sony, and up to developers if they want to patch the bigger games to be portable friendly. i guess where things could get tricky/laborious for developers is whether every game going forward is required to screen for portable performance, as it's not a PC so the portable will likely disallow for running "non-approved" games at all  AmFreak Member Oct 26, 2017 3,245 They need to give people some form of guarantee that it will get games, otherwise they greatly diminish their potential success. The best way to do this is to make it another SKU of the contemporary console. And with (close to) everything already running at 60fps and progression slowing to a crawl it's far easier than it had been in the past.  Ruck Member Oct 25, 2017 3,105 I mean, what is the handheld? PS6? Or an actual second console? If the former, then yes, if the latter then no   TitanicFall Member Nov 12, 2017 9,340 Nah. It might be incentivized though. There's not much in it for devs if it's a cross buy situation.   Callibretto Member Oct 25, 2017 10,445 Indonesia imo, PS6 will remain their main console, focusing on high fidelity visuals that Switch 2 and portable PC won't be able to run without huge compromise. PSPortable will be secondary console, something like PSPortal, but this time able to play any games that Switch2 can reasonably run. and for the high end games that it can't run, it will use streaming, either from PS6 you own, or PS+ Premium subs  bleits Member Oct 14, 2023 373 They have to if they want to be taken seriously   Vic Damone Jr. Member Oct 27, 2017 20,534 Nope Sony doesn't mandate this stuff and it's why their second product always dies.   fiendcode Member Oct 26, 2017 26,514 I think it depends on what the device really is, if it's more of a "Portal 2" or a "Series SP" or something else entirely (PSP3?). Streaming might be enough for PS6 games along with incentivized PS5/4 patches but whatever SIE does they need to make sure their inhouse teams are ALL on board this time. That was a big part of PSP/Vita's downfall, that the biggest or most important PS Studios snubbed them and the teams that did show up with support are mostly closed and gone now.   Callibretto Member Oct 25, 2017 10,445 Indonesia bleits said: They have to if they want to be taken seriously Click to expand... Click to shrink... from the last interview with PS exec about Switch 2 spec, it seems clear that PS have no plan to abandon high end console spec to switch to mobile hardware like Switch 2 and Xbox Ally. PS consider their high fidelity visual as advantage and differentiator from Nintendo. so with PS6, their top studio will eventuall make games that just won't realistically run on handheld devices. so having a mandate where all PS6 games is playable on handheld is simply unrealistic imo  danm999 Member Oct 29, 2017 19,929 Sydney Incentives, not mandates.   NSESN ▲ Legend ▲ Member Oct 25, 2017 27,729 I think people are setting themselves for disappointment in regards for how powerful this thing will be   defaltoption Plug in a controller and enter the Konami code The Fallen Oct 27, 2017 12,485 Austin Depends on what they call it. If they call it anything related to ps6, expect very bad performance, and mandates If they call it ps5 portable, expect bad performance and no mandates as it will be handled on their end If they call it a ps portable expect it to have no support from Sony and get whatever it gets just be happy it functions till they abandon it.  Metnut Member Apr 7, 2025 30 Good question OP. I voted the middle one. I think anything that ships for PS5 will need to work for the handheld. Question is whether that works automatically or will need patches.  mute ▲ Legend ▲ Member Oct 25, 2017 29,807 I think that would require a level of commitment to a secondary piece of hardware that Sony hasn't shown in a long time.   Patison Member Oct 27, 2017 761 It's difficult to say without knowing what they're planning with this device exactly. If they're fully going Switch route (or PS Vita/PS TV route) or more like a Steam Deck, which will run launch games perfectly and then, as time goes on, some titles might start looking less than ideal or be unplayable at all. Or Series S/X, just the Series S being portable — that would be preferable but also limiting but also diminishing returns between generations so might be worth it etc. And if that device happens at all and its development won't be dropped soon is another question. Lots of unknowns, but I'm interested to see what Sony comes up with, as long as they'll have games to support it this time around.  Jammerz Member Apr 29, 2023 1,579 I think it will be optional support. However sony needs to support it with their first parties to set an example and making it as easy as possible for other devs to scale down. For sony first party games maybe use nixxes to scale down so their studios aren't bogged down.  Hamchan The Fallen Oct 25, 2017 6,000 I think 99.9% of games will be crossgen between PS5 and PS6 for the entire generation, just based on how this industry is going, so it might not be much of an issue for Sony to mandate.   Advance.Wars.Sgt. Member Jun 10, 2018 10,456 Honestly, I'd worry more about Sony's 1st party teams than 3rd party developers since they were notoriously adverse making software with a handheld power profile in mind.   overthewaves Member Sep 30, 2020 1,203 Wouldn't that hamstring the games for ps6? That's PlayStation players biggest fear they don't want a series S type situation right? They treat series S like a punching bag.   Neonvisions Member Oct 27, 2017 707 overthewaves said: Wouldn't that hamstring the games for ps6? That's PlayStation players biggest fear they don't want a series S type situation right? They treat series S like a punching bag. Click to expand... Click to shrink... How would that effect PS6? Are you suggesting that the Series S hamstrings games for the X?  Gwarm Member Nov 13, 2017 2,902 I'd be shocked if Sony released a device that let's you play games that haven't been patched or confirmed to run acceptably. Imagine if certain games just hard crashed the console? This is the company that wouldn't let you play certain Vita games on the PSTV even if they actually worked.   bloopland33 Member Mar 4, 2020 3,845 I wonder if they'll just do the Steam Deck thing and do a compatibility badge. You can boot whatever software you want, but it might run at 5 fps and drain your battery. This would be in addition to whatever efforts they're doing to make things work out of the box, of course. But it's hard to imagine them mandating developers ship a PS6 profile and a PS6P profile for those heavier games 5-7 years from now… ….but it's also hard to imagine them shipping this PS6-gen device that doesn't play everything (depending on how they position it). So maybe they Steam Deck it  vivftp Member Oct 29, 2017 23,016 My guess, every PS6 game will be mandated to support it. PS5 games will support it natively for the simpler games and will require a patch as has been rumored to run on lesser specs I think next gen we get PS3 and Vita emulation so the PS6 and portable will be able to play games from PSN from every past PlayStation  Mocha Joe Member Jun 2, 2021 13,636 Really need to take the Steam Deck approach and don't make it a requirement. Just make it a complementary device where it is possible to play majority of the games available on PSN.   overthewaves Member Sep 30, 2020 1,203 Neonvisions said: How would that effect PS6? Are you suggesting that the Series S hamstrings games for the X? Click to expand... Click to shrink... I mean did you see the reaction here to the series S announcement lol. Everyone was saying it's gonna "hold back the generation".   reksveks Member May 17, 2022 7,628 Neonvisions said: How would that effect PS6? Are you suggesting that the Series S hamstrings games for the X? Click to expand... Click to shrink... Or the perception is that it does but the truth is that there is a lot of factors   Fabs Member Aug 22, 2019 2,827 I can't see the forcing handheld and pro support next gen.   level Member May 25, 2023 1,427 Definitely not Games already take too long to make. Extra time isn't something they'll want to reinforce to their developers.  gofreak Member Oct 26, 2017 8,411 I don't think support will be mandatory. I think they're bringing it into a reality where a growing portion of games can, or could, run without much change or effort on the developer's part on a next gen handheld. They'll lean on that natural trend rather than a policy - anything that is outside of that will just be streamable as now with the Portal.   Caiusto Member Oct 25, 2017 7,086 If they don't want to end up with another Vita yes they will.   mute ▲ Legend ▲ Member Oct 25, 2017 29,807 Advance.Wars.Sgt. said: Honestly, I'd worry more about Sony's 1st party teams than 3rd party developers since they were notoriously adverse making software with a handheld power profile in mind. Click to expand... Click to shrink... It does seem kinda unthinkable that Intergalactic would be made with a handheld in mind, for example.   AmFreak Member Oct 26, 2017 3,245 mute said: It does seem kinda unthinkable that Intergalactic would be made with a handheld in mind, for example. Click to expand... Click to shrink... Ratchet, Returnal, Cyberpunk, etc. also weren't made "with a handheld in mind".   Spoit Member Oct 28, 2017 5,599 Given how much of a pain the series S mandate has been, I don't see them binding even first party studios to it, especially ones that are trying to go for the cutting edge of tech. Since given AMDs timelines, is not going to be anywhere near a base PS5. I'm also skeptical of the claim that'll be able to play ps5 games without extensive patching.  Jawmuncher Crisis Dino Moderator Oct 25, 2017 45,166 Ibis Island No, I think the portable will handle portable stuff "automatically" for what it converts   knightmawk Member Dec 12, 2018 8,900 I expect they'll do everything they can to make sure no one has to think about it and it's as automatic as possible. It'll technically still be part of cert, but the goal will be for it to be rare that a game fails that part of cert and has to be sent back. That being said, I imagine there will be some games that still don't work and developers will be able to submit for that exception.  RivalGT Member Dec 13, 2017 7,616 I think the concept here is similar to how PS4 games play on PS5, the ones with patches I mean, the game will run with a different graphics preset then it would on PS4/ PS4 Pro, so in some cases this means higher resolution or higher frame rate cap. What Sony needs to work on their end is getting this to work without any patches from developers. Its the only way this can work.  Vexii Member Oct 31, 2017 3,103 UK if they don't mandate support, it'll just be a death knell for the format. I don't think they could get away with a dedicated handheld platform now when the Switch and Steam Deck exists   Mobius and Pet Octopus Member Oct 25, 2017 17,065 Just because a game can run on a handheld, doesn't mean that's all required for support. The UI alone likely requires changes for an optimal experience, sometimes necessary to be "playable". Small screen sizes usually needs changes.   SeanMN Member Oct 28, 2017 2,437 If PS6 games support is optional, that will create fragmentation of the platform and uncertain software support. If it's part of the PS6 family and support is mandatory, I can see there being concern that if would hold the generation back with a low capability sku. My thoughts are this should be a PS6 and support the same as the primary console. 
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  • OThink-R1: A Dual-Mode Reasoning Framework to Cut Redundant Computation in LLMs

    The Inefficiency of Static Chain-of-Thought Reasoning in LRMs
    Recent LRMs achieve top performance by using detailed CoT reasoning to solve complex tasks. However, many simple tasks they handle could be solved by smaller models with fewer tokens, making such elaborate reasoning unnecessary. This echoes human thinking, where we use fast, intuitive responses for easy problems and slower, analytical thinking for complex ones. While LRMs mimic slow, logical reasoning, they generate significantly longer outputs, thereby increasing computational cost. Current methods for reducing reasoning steps lack flexibility, limiting models to a single fixed reasoning style. There is a growing need for adaptive reasoning that adjusts effort according to task difficulty. 
    Limitations of Existing Training-Based and Training-Free Approaches
    Recent research on improving reasoning efficiency in LRMs can be categorized into two main areas: training-based and training-free methods. Training strategies often use reinforcement learning or fine-tuning to limit token usage or adjust reasoning depth, but they tend to follow fixed patterns without flexibility. Training-free approaches utilize prompt engineering or pattern detection to shorten outputs during inference; however, they also lack adaptability. More recent work focuses on variable-length reasoning, where models adjust reasoning depth based on task complexity. Others study “overthinking,” where models over-reason unnecessarily. However, few methods enable dynamic switching between quick and thorough reasoning—something this paper addresses directly. 
    Introducing OThink-R1: Dynamic Fast/Slow Reasoning Framework
    Researchers from Zhejiang University and OPPO have developed OThink-R1, a new approach that enables LRMs to switch between fast and slow thinking smartly, much like humans do. By analyzing reasoning patterns, they identified which steps are essential and which are redundant. With help from another model acting as a judge, they trained LRMs to adapt their reasoning style based on task complexity. Their method reduces unnecessary reasoning by over 23% without losing accuracy. Using a loss function and fine-tuned datasets, OThink-R1 outperforms previous models in both efficiency and performance on various math and question-answering tasks. 
    System Architecture: Reasoning Pruning and Dual-Reference Optimization
    The OThink-R1 framework helps LRMs dynamically switch between fast and slow thinking. First, it identifies when LRMs include unnecessary reasoning, like overexplaining or double-checking, versus when detailed steps are truly essential. Using this, it builds a curated training dataset by pruning redundant reasoning and retaining valuable logic. Then, during fine-tuning, a special loss function balances both reasoning styles. This dual-reference loss compares the model’s outputs with both fast and slow thinking variants, encouraging flexibility. As a result, OThink-R1 can adaptively choose the most efficient reasoning path for each problem while preserving accuracy and logical depth. 

    Empirical Evaluation and Comparative Performance
    The OThink-R1 model was tested on simpler QA and math tasks to evaluate its ability to switch between fast and slow reasoning. Using datasets like OpenBookQA, CommonsenseQA, ASDIV, and GSM8K, the model demonstrated strong performance, generating fewer tokens while maintaining or improving accuracy. Compared to baselines such as NoThinking and DualFormer, OThink-R1 demonstrated a better balance between efficiency and effectiveness. Ablation studies confirmed the importance of pruning, KL constraints, and LLM-Judge in achieving optimal results. A case study illustrated that unnecessary reasoning can lead to overthinking and reduced accuracy, highlighting OThink-R1’s strength in adaptive reasoning. 

    Conclusion: Towards Scalable and Efficient Hybrid Reasoning Systems
    In conclusion, OThink-R1 is a large reasoning model that adaptively switches between fast and slow thinking modes to improve both efficiency and performance. It addresses the issue of unnecessarily complex reasoning in large models by analyzing and classifying reasoning steps as either essential or redundant. By pruning the redundant ones while maintaining logical accuracy, OThink-R1 reduces unnecessary computation. It also introduces a dual-reference KL-divergence loss to strengthen hybrid reasoning. Tested on math and QA tasks, it cuts down reasoning redundancy by 23% without sacrificing accuracy, showing promise for building more adaptive, scalable, and efficient AI reasoning systems in the future. 

    Check out the Paper and GitHub Page. 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.
    Sana HassanSana Hassan, a consulting intern at Marktechpost and dual-degree student at IIT Madras, is passionate about applying technology and AI to address real-world challenges. With a keen interest in solving practical problems, he brings a fresh perspective to the intersection of AI and real-life solutions.Sana Hassanhttps://www.marktechpost.com/author/sana-hassan/Building AI-Powered Applications Using the Plan → Files → Code Workflow in TinyDevSana Hassanhttps://www.marktechpost.com/author/sana-hassan/MemOS: A Memory-Centric Operating System for Evolving and Adaptive Large Language ModelsSana Hassanhttps://www.marktechpost.com/author/sana-hassan/Google AI Unveils a Hybrid AI-Physics Model for Accurate Regional Climate Risk Forecasts with Better Uncertainty AssessmentSana Hassanhttps://www.marktechpost.com/author/sana-hassan/Run Multiple AI Coding Agents in Parallel with Container-Use from Dagger
    #othinkr1 #dualmode #reasoning #framework #cut
    OThink-R1: A Dual-Mode Reasoning Framework to Cut Redundant Computation in LLMs
    The Inefficiency of Static Chain-of-Thought Reasoning in LRMs Recent LRMs achieve top performance by using detailed CoT reasoning to solve complex tasks. However, many simple tasks they handle could be solved by smaller models with fewer tokens, making such elaborate reasoning unnecessary. This echoes human thinking, where we use fast, intuitive responses for easy problems and slower, analytical thinking for complex ones. While LRMs mimic slow, logical reasoning, they generate significantly longer outputs, thereby increasing computational cost. Current methods for reducing reasoning steps lack flexibility, limiting models to a single fixed reasoning style. There is a growing need for adaptive reasoning that adjusts effort according to task difficulty.  Limitations of Existing Training-Based and Training-Free Approaches Recent research on improving reasoning efficiency in LRMs can be categorized into two main areas: training-based and training-free methods. Training strategies often use reinforcement learning or fine-tuning to limit token usage or adjust reasoning depth, but they tend to follow fixed patterns without flexibility. Training-free approaches utilize prompt engineering or pattern detection to shorten outputs during inference; however, they also lack adaptability. More recent work focuses on variable-length reasoning, where models adjust reasoning depth based on task complexity. Others study “overthinking,” where models over-reason unnecessarily. However, few methods enable dynamic switching between quick and thorough reasoning—something this paper addresses directly.  Introducing OThink-R1: Dynamic Fast/Slow Reasoning Framework Researchers from Zhejiang University and OPPO have developed OThink-R1, a new approach that enables LRMs to switch between fast and slow thinking smartly, much like humans do. By analyzing reasoning patterns, they identified which steps are essential and which are redundant. With help from another model acting as a judge, they trained LRMs to adapt their reasoning style based on task complexity. Their method reduces unnecessary reasoning by over 23% without losing accuracy. Using a loss function and fine-tuned datasets, OThink-R1 outperforms previous models in both efficiency and performance on various math and question-answering tasks.  System Architecture: Reasoning Pruning and Dual-Reference Optimization The OThink-R1 framework helps LRMs dynamically switch between fast and slow thinking. First, it identifies when LRMs include unnecessary reasoning, like overexplaining or double-checking, versus when detailed steps are truly essential. Using this, it builds a curated training dataset by pruning redundant reasoning and retaining valuable logic. Then, during fine-tuning, a special loss function balances both reasoning styles. This dual-reference loss compares the model’s outputs with both fast and slow thinking variants, encouraging flexibility. As a result, OThink-R1 can adaptively choose the most efficient reasoning path for each problem while preserving accuracy and logical depth.  Empirical Evaluation and Comparative Performance The OThink-R1 model was tested on simpler QA and math tasks to evaluate its ability to switch between fast and slow reasoning. Using datasets like OpenBookQA, CommonsenseQA, ASDIV, and GSM8K, the model demonstrated strong performance, generating fewer tokens while maintaining or improving accuracy. Compared to baselines such as NoThinking and DualFormer, OThink-R1 demonstrated a better balance between efficiency and effectiveness. Ablation studies confirmed the importance of pruning, KL constraints, and LLM-Judge in achieving optimal results. A case study illustrated that unnecessary reasoning can lead to overthinking and reduced accuracy, highlighting OThink-R1’s strength in adaptive reasoning.  Conclusion: Towards Scalable and Efficient Hybrid Reasoning Systems In conclusion, OThink-R1 is a large reasoning model that adaptively switches between fast and slow thinking modes to improve both efficiency and performance. It addresses the issue of unnecessarily complex reasoning in large models by analyzing and classifying reasoning steps as either essential or redundant. By pruning the redundant ones while maintaining logical accuracy, OThink-R1 reduces unnecessary computation. It also introduces a dual-reference KL-divergence loss to strengthen hybrid reasoning. Tested on math and QA tasks, it cuts down reasoning redundancy by 23% without sacrificing accuracy, showing promise for building more adaptive, scalable, and efficient AI reasoning systems in the future.  Check out the Paper and GitHub Page. 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. Sana HassanSana Hassan, a consulting intern at Marktechpost and dual-degree student at IIT Madras, is passionate about applying technology and AI to address real-world challenges. With a keen interest in solving practical problems, he brings a fresh perspective to the intersection of AI and real-life solutions.Sana Hassanhttps://www.marktechpost.com/author/sana-hassan/Building AI-Powered Applications Using the Plan → Files → Code Workflow in TinyDevSana Hassanhttps://www.marktechpost.com/author/sana-hassan/MemOS: A Memory-Centric Operating System for Evolving and Adaptive Large Language ModelsSana Hassanhttps://www.marktechpost.com/author/sana-hassan/Google AI Unveils a Hybrid AI-Physics Model for Accurate Regional Climate Risk Forecasts with Better Uncertainty AssessmentSana Hassanhttps://www.marktechpost.com/author/sana-hassan/Run Multiple AI Coding Agents in Parallel with Container-Use from Dagger #othinkr1 #dualmode #reasoning #framework #cut
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    OThink-R1: A Dual-Mode Reasoning Framework to Cut Redundant Computation in LLMs
    The Inefficiency of Static Chain-of-Thought Reasoning in LRMs Recent LRMs achieve top performance by using detailed CoT reasoning to solve complex tasks. However, many simple tasks they handle could be solved by smaller models with fewer tokens, making such elaborate reasoning unnecessary. This echoes human thinking, where we use fast, intuitive responses for easy problems and slower, analytical thinking for complex ones. While LRMs mimic slow, logical reasoning, they generate significantly longer outputs, thereby increasing computational cost. Current methods for reducing reasoning steps lack flexibility, limiting models to a single fixed reasoning style. There is a growing need for adaptive reasoning that adjusts effort according to task difficulty.  Limitations of Existing Training-Based and Training-Free Approaches Recent research on improving reasoning efficiency in LRMs can be categorized into two main areas: training-based and training-free methods. Training strategies often use reinforcement learning or fine-tuning to limit token usage or adjust reasoning depth, but they tend to follow fixed patterns without flexibility. Training-free approaches utilize prompt engineering or pattern detection to shorten outputs during inference; however, they also lack adaptability. More recent work focuses on variable-length reasoning, where models adjust reasoning depth based on task complexity. Others study “overthinking,” where models over-reason unnecessarily. However, few methods enable dynamic switching between quick and thorough reasoning—something this paper addresses directly.  Introducing OThink-R1: Dynamic Fast/Slow Reasoning Framework Researchers from Zhejiang University and OPPO have developed OThink-R1, a new approach that enables LRMs to switch between fast and slow thinking smartly, much like humans do. By analyzing reasoning patterns, they identified which steps are essential and which are redundant. With help from another model acting as a judge, they trained LRMs to adapt their reasoning style based on task complexity. Their method reduces unnecessary reasoning by over 23% without losing accuracy. Using a loss function and fine-tuned datasets, OThink-R1 outperforms previous models in both efficiency and performance on various math and question-answering tasks.  System Architecture: Reasoning Pruning and Dual-Reference Optimization The OThink-R1 framework helps LRMs dynamically switch between fast and slow thinking. First, it identifies when LRMs include unnecessary reasoning, like overexplaining or double-checking, versus when detailed steps are truly essential. Using this, it builds a curated training dataset by pruning redundant reasoning and retaining valuable logic. Then, during fine-tuning, a special loss function balances both reasoning styles. This dual-reference loss compares the model’s outputs with both fast and slow thinking variants, encouraging flexibility. As a result, OThink-R1 can adaptively choose the most efficient reasoning path for each problem while preserving accuracy and logical depth.  Empirical Evaluation and Comparative Performance The OThink-R1 model was tested on simpler QA and math tasks to evaluate its ability to switch between fast and slow reasoning. Using datasets like OpenBookQA, CommonsenseQA, ASDIV, and GSM8K, the model demonstrated strong performance, generating fewer tokens while maintaining or improving accuracy. Compared to baselines such as NoThinking and DualFormer, OThink-R1 demonstrated a better balance between efficiency and effectiveness. Ablation studies confirmed the importance of pruning, KL constraints, and LLM-Judge in achieving optimal results. A case study illustrated that unnecessary reasoning can lead to overthinking and reduced accuracy, highlighting OThink-R1’s strength in adaptive reasoning.  Conclusion: Towards Scalable and Efficient Hybrid Reasoning Systems In conclusion, OThink-R1 is a large reasoning model that adaptively switches between fast and slow thinking modes to improve both efficiency and performance. It addresses the issue of unnecessarily complex reasoning in large models by analyzing and classifying reasoning steps as either essential or redundant. By pruning the redundant ones while maintaining logical accuracy, OThink-R1 reduces unnecessary computation. It also introduces a dual-reference KL-divergence loss to strengthen hybrid reasoning. Tested on math and QA tasks, it cuts down reasoning redundancy by 23% without sacrificing accuracy, showing promise for building more adaptive, scalable, and efficient AI reasoning systems in the future.  Check out the Paper and GitHub Page. 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. Sana HassanSana Hassan, a consulting intern at Marktechpost and dual-degree student at IIT Madras, is passionate about applying technology and AI to address real-world challenges. With a keen interest in solving practical problems, he brings a fresh perspective to the intersection of AI and real-life solutions.Sana Hassanhttps://www.marktechpost.com/author/sana-hassan/Building AI-Powered Applications Using the Plan → Files → Code Workflow in TinyDevSana Hassanhttps://www.marktechpost.com/author/sana-hassan/MemOS: A Memory-Centric Operating System for Evolving and Adaptive Large Language ModelsSana Hassanhttps://www.marktechpost.com/author/sana-hassan/Google AI Unveils a Hybrid AI-Physics Model for Accurate Regional Climate Risk Forecasts with Better Uncertainty AssessmentSana Hassanhttps://www.marktechpost.com/author/sana-hassan/Run Multiple AI Coding Agents in Parallel with Container-Use from Dagger
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