Milestone Systems is a Robotics & vision company developing intelligent video management software. It is building Project Hafnia, a platform for training video AI with traceable, regulation-ready footage. In June 2025, it named Nebius as the European GPU provider for planned vision-language-model training, including transport video from Genoa. CEO Thomas Jensen described Nebius as “our European cloud provider”. NVIDIA's June announcement described Hafnia using Cosmos and NeMo Curator across NVIDIA DGX Cloud and Nebius for training and fine-tuning video-centric models. In October 2025, Milestone reported completed US-model training on Nebius, with US data stored on AWS. EU data storage and model training take place on Nebius in the EU. Hafnia used approximately 150,000 hours of US and European video for supervised fine-tuning of Cosmos Reason into two region-specific smart-city models. Its two-pass fine-tuning combined visual/domain post-training with output-format adaptation. Milestone reports stable learning, consistent formatting and improved flow reasoning.
By March 2026, Milestone said it was launching Hafnia's synthetic-video pipeline on Nebius. It uses NVIDIA Cosmos Transfer and Cosmos Evaluator powered by Cosmos Reason to add unusual weather, traffic and other hard-to-capture scenes to training data. Hafnia also offers video models and plans a training service for developers. Milestone uses several clouds across the wider platform. Its releases identify Nebius for synthetic data and GPU support.
Nebius reported in March 2026 that Milestone uses weeks of sustained infrastructure access, data pipelines and workflow orchestrators to cost-effectively transform video data into trained models. A March announcement details fine-tuning NVIDIA Cosmos Reason with compliant, annotated real-world footage using Nebius GPU clusters, high-throughput pipelines and managed orchestration. Hafnia director Edward Mauser cited GPU availability, price-performance, engineering support and European data sovereignty as reasons for choosing Nebius. NVIDIA also named Milestone as an early user of its Physical AI Data Factory Blueprint on Nebius. In April, Nebius named Milestone as running on its infrastructure within the NVIDIA Physical AI ecosystem.
Post-Training NVIDIA Cosmos Reason for Smart-City Video Intelligence
15 Oct 2026 · www.milestonesys.com · Web page
Milestone Systems describes Hafnia model training on Nebius. Its training account reports full supervised fine-tuning on eight H100 GPUs, approximately 50–60 experiments per model and 7–8 seconds per step. It details output schemas and validators, and reports gains of 19.4% in traffic flow and direction understanding, 8.9% in condition identification and 4.4% in alert verification accuracy.
Post-Training NVIDIA Cosmos Reason for Smart-City Video Intelligence15 Oct 2026 · www.milestonesys.com · Web pageMilestone Systems describes Hafnia model training on Nebius. Its training account reports full supervised fine-tuning on eight H100 GPUs, approximately 50–60 experiments per model and 7–8 seconds per step. It details output schemas and validators, and reports gains of 19.4% in traffic flow and direction understanding, 8.9% in condition identification and 4.4% in alert verification accuracy.
Post-Training NVIDIA Cosmos Reason for Smart-City Video Intelligence
13 Oct 2026 · www.milestonesys.com · Web page
Milestone Systems reports completed US-model training on Nebius, with US data stored on AWS. EU data storage and model training take place on Nebius in the EU. Hafnia used approximately 150,000 hours of video to fine-tune NVIDIA Cosmos Reason into US and EU smart-city models. Its two-pass approach combined visual/domain post-training with output-format adaptation, producing stable learning, consistent formatting and improved flow reasoning.
Post-Training NVIDIA Cosmos Reason for Smart-City Video Intelligence13 Oct 2026 · www.milestonesys.com · Web pageMilestone Systems reports completed US-model training on Nebius, with US data stored on AWS. EU data storage and model training take place on Nebius in the EU. Hafnia used approximately 150,000 hours of video to fine-tune NVIDIA Cosmos Reason into US and EU smart-city models. Its two-pass approach combined visual/domain post-training with output-format adaptation, producing stable learning, consistent formatting and improved flow reasoning.
Nebius/NVIDIA robotics release
16 Mar 2026 · Nebius · Web page
Nebius says Milestone Systems selected its infrastructure to fine-tune NVIDIA Cosmos Reason on compliant, annotated video footage. Nebius provides sustained access to large GPU clusters, high-throughput data pipelines and managed workflow orchestration.
Nebius/NVIDIA robotics release16 Mar 2026 · Nebius · Web pageNebius says Milestone Systems selected its infrastructure to fine-tune NVIDIA Cosmos Reason on compliant, annotated video footage. Nebius provides sustained access to large GPU clusters, high-throughput data pipelines and managed workflow orchestration.
Training AI Beyond the Known: Milestone Expands Hafnia with Synthetic Data and Training-as-a-Service a…
16 Mar 2026 · Milestone Systems · Web page
Milestone announces that Hafnia's synthetic-data generation pipeline is being launched on Nebius at GTC. It uses Cosmos Transfer and Cosmos Evaluator powered by Cosmos Reason. Hafnia's wider infrastructure uses AWS, Nebius and other providers.
Training AI Beyond the Known: Milestone Expands Hafnia with Synthetic Data and Training-as-a-Service a…16 Mar 2026 · Milestone Systems · Web pageMilestone announces that Hafnia's synthetic-data generation pipeline is being launched on Nebius at GTC. It uses Cosmos Transfer and Cosmos Evaluator powered by Cosmos Reason. Hafnia's wider infrastructure uses AWS, Nebius and other providers.
Milestone revolutionizes urban infrastructure in Europe with NVIDIA & Project Hafnia
13 Oct 2026 · www.milestonesys.com · Web page
Milestone Systems says Nebius will provide GPU compute for Project Hafnia’s planned vision-language-model training using real and synthetic data. CEO Thomas Jensen identifies Nebius as its European cloud provider.
Milestone revolutionizes urban infrastructure in Europe with NVIDIA & Project Hafnia13 Oct 2026 · www.milestonesys.com · Web pageMilestone Systems says Nebius will provide GPU compute for Project Hafnia’s planned vision-language-model training using real and synthetic data. CEO Thomas Jensen identifies Nebius as its European cloud provider.
Milestone Systems develops video management software, cloud surveillance services and AI video analytics for security and operations teams in businesses, schools, manufacturing facilities and public infrastructure. Its XProtect platform connects cameras, sensors and third-party systems so operators can monitor sites and investigate recorded footage. BriefCam provides video search, alerts and analytics, while Arcules delivers cloud-based surveillance and supports hybrid deployments with XProtect. Milestone also offers Husky hardware appliances and services for deploying, maintaining and optimizing these systems.
Milestone announced a preview of new BriefCam capabilities at IACP 2026, including natural-language video search, customizable detection models and timely alerts. Demonstrations are scheduled for October 24–27 in Orlando.
Milestone executive reports double-digit META growth
TechPulse reported that Milestone Systems regional director Louise Bou Rached said the META region had recorded double-digit growth. Speaking at the Milestone Solution Summit in Dubai, she also described the company's increasing focus on smart and safe cities.
Milestone holds 19.1% of EMEA video management and cloud surveillance market
Security Journal UK reported that Omdia’s 2025 market data placed Milestone first in the combined EMEA VMS and VSaaS market with a 19.1% share. The regional market grew 10% to $573 million in 2025.
Milestone Systems is a Robotics & vision company developing intelligent video management software. It is building Project Hafnia, a platform for training video AI with traceable, regulation-ready footage. In June 2025, it named Nebius as the European GPU provider for planned vision-language-model training, including transport video from Genoa. CEO Thomas Jensen described Nebius as “our European cloud provider”. NVIDIA's June announcement described Hafnia using Cosmos and NeMo Curator across NVIDIA DGX Cloud and Nebius for training and fine-tuning video-centric models. In October 2025, Milestone reported completed US-model training on Nebius, with US data stored on AWS. EU data storage and model training take place on Nebius in the EU. Hafnia used approximately 150,000 hours of US and European video for supervised fine-tuning of Cosmos Reason into two region-specific smart-city models. Its two-pass fine-tuning combined visual/domain post-training with output-format adaptation. Milestone reports stable learning, consistent formatting and improved flow reasoning.
By March 2026, Milestone said it was launching Hafnia's synthetic-video pipeline on Nebius. It uses NVIDIA Cosmos Transfer and Cosmos Evaluator powered by Cosmos Reason to add unusual weather, traffic and other hard-to-capture scenes to training data. Hafnia also offers video models and plans a training service for developers. Milestone uses several clouds across the wider platform. Its releases identify Nebius for synthetic data and GPU support.
Nebius reported in March 2026 that Milestone uses weeks of sustained infrastructure access, data pipelines and workflow orchestrators to cost-effectively transform video data into trained models. A March announcement details fine-tuning NVIDIA Cosmos Reason with compliant, annotated real-world footage using Nebius GPU clusters, high-throughput pipelines and managed orchestration. Hafnia director Edward Mauser cited GPU availability, price-performance, engineering support and European data sovereignty as reasons for choosing Nebius. NVIDIA also named Milestone as an early user of its Physical AI Data Factory Blueprint on Nebius. In April, Nebius named Milestone as running on its infrastructure within the NVIDIA Physical AI ecosystem.
Post-Training NVIDIA Cosmos Reason for Smart-City Video Intelligence
15 Oct 2026 · www.milestonesys.com · Web page
Milestone Systems describes Hafnia model training on Nebius. Its training account reports full supervised fine-tuning on eight H100 GPUs, approximately 50–60 experiments per model and 7–8 seconds per step. It details output schemas and validators, and reports gains of 19.4% in traffic flow and direction understanding, 8.9% in condition identification and 4.4% in alert verification accuracy.
Post-Training NVIDIA Cosmos Reason for Smart-City Video Intelligence15 Oct 2026 · www.milestonesys.com · Web pageMilestone Systems describes Hafnia model training on Nebius. Its training account reports full supervised fine-tuning on eight H100 GPUs, approximately 50–60 experiments per model and 7–8 seconds per step. It details output schemas and validators, and reports gains of 19.4% in traffic flow and direction understanding, 8.9% in condition identification and 4.4% in alert verification accuracy.
Post-Training NVIDIA Cosmos Reason for Smart-City Video Intelligence
13 Oct 2026 · www.milestonesys.com · Web page
Milestone Systems reports completed US-model training on Nebius, with US data stored on AWS. EU data storage and model training take place on Nebius in the EU. Hafnia used approximately 150,000 hours of video to fine-tune NVIDIA Cosmos Reason into US and EU smart-city models. Its two-pass approach combined visual/domain post-training with output-format adaptation, producing stable learning, consistent formatting and improved flow reasoning.
Post-Training NVIDIA Cosmos Reason for Smart-City Video Intelligence13 Oct 2026 · www.milestonesys.com · Web pageMilestone Systems reports completed US-model training on Nebius, with US data stored on AWS. EU data storage and model training take place on Nebius in the EU. Hafnia used approximately 150,000 hours of video to fine-tune NVIDIA Cosmos Reason into US and EU smart-city models. Its two-pass approach combined visual/domain post-training with output-format adaptation, producing stable learning, consistent formatting and improved flow reasoning.
Nebius/NVIDIA robotics release
16 Mar 2026 · Nebius · Web page
Nebius says Milestone Systems selected its infrastructure to fine-tune NVIDIA Cosmos Reason on compliant, annotated video footage. Nebius provides sustained access to large GPU clusters, high-throughput data pipelines and managed workflow orchestration.
Nebius/NVIDIA robotics release16 Mar 2026 · Nebius · Web pageNebius says Milestone Systems selected its infrastructure to fine-tune NVIDIA Cosmos Reason on compliant, annotated video footage. Nebius provides sustained access to large GPU clusters, high-throughput data pipelines and managed workflow orchestration.
Training AI Beyond the Known: Milestone Expands Hafnia with Synthetic Data and Training-as-a-Service a…
16 Mar 2026 · Milestone Systems · Web page
Milestone announces that Hafnia's synthetic-data generation pipeline is being launched on Nebius at GTC. It uses Cosmos Transfer and Cosmos Evaluator powered by Cosmos Reason. Hafnia's wider infrastructure uses AWS, Nebius and other providers.
Training AI Beyond the Known: Milestone Expands Hafnia with Synthetic Data and Training-as-a-Service a…16 Mar 2026 · Milestone Systems · Web pageMilestone announces that Hafnia's synthetic-data generation pipeline is being launched on Nebius at GTC. It uses Cosmos Transfer and Cosmos Evaluator powered by Cosmos Reason. Hafnia's wider infrastructure uses AWS, Nebius and other providers.
Milestone revolutionizes urban infrastructure in Europe with NVIDIA & Project Hafnia
13 Oct 2026 · www.milestonesys.com · Web page
Milestone Systems says Nebius will provide GPU compute for Project Hafnia’s planned vision-language-model training using real and synthetic data. CEO Thomas Jensen identifies Nebius as its European cloud provider.
Milestone revolutionizes urban infrastructure in Europe with NVIDIA & Project Hafnia13 Oct 2026 · www.milestonesys.com · Web pageMilestone Systems says Nebius will provide GPU compute for Project Hafnia’s planned vision-language-model training using real and synthetic data. CEO Thomas Jensen identifies Nebius as its European cloud provider.
Milestone Systems develops video management software, cloud surveillance services and AI video analytics for security and operations teams in businesses, schools, manufacturing facilities and public infrastructure. Its XProtect platform connects cameras, sensors and third-party systems so operators can monitor sites and investigate recorded footage. BriefCam provides video search, alerts and analytics, while Arcules delivers cloud-based surveillance and supports hybrid deployments with XProtect. Milestone also offers Husky hardware appliances and services for deploying, maintaining and optimizing these systems.
Milestone announced a preview of new BriefCam capabilities at IACP 2026, including natural-language video search, customizable detection models and timely alerts. Demonstrations are scheduled for October 24–27 in Orlando.
Milestone executive reports double-digit META growth
TechPulse reported that Milestone Systems regional director Louise Bou Rached said the META region had recorded double-digit growth. Speaking at the Milestone Solution Summit in Dubai, she also described the company's increasing focus on smart and safe cities.
Milestone holds 19.1% of EMEA video management and cloud surveillance market
Security Journal UK reported that Omdia’s 2025 market data placed Milestone first in the combined EMEA VMS and VSaaS market with a 19.1% share. The regional market grew 10% to $573 million in 2025.
