Deepen AI

Big thanks to everyone who stopped by to talk Physical AI, ADAS, robotics, and the data stack behind it all. Best part: the conversations - real problems, real deployments, and a clear push toward production-grade Physical AI. Some recurring themes that kept coming up: - The industry is moving from pilots to production-grade data operations. - Multi-sensor fusion (LiDAR + camera + radar) is now table stakes. - Demand is rising for real-time calibration, rigorous QA, and audit-ready reporting. - Vision-Language (and Vision-Language-Action) workflows are becoming practical, if the data engine is built right. We’re excited to keep building the data engine for Physical AI, from data collection and calibration to annotation, validation, and next-gen multimodal workflows. If we missed you at CES, message us for a quick walkthrough of what we demoed. #CES2026 #PhysicalAI #Robotics #ADAS #AutonomousVehicles #ComputerVision #DataEngineering #Multisensor Mohammad Musa Andrew Lee Anil Muthineni Cheuksan Wang Rob Mathewson Sandeep Chilumula Raza Rafiq, CFA

We are live at #CES 2026! Come meet the Deepen AI team at Booth 3161, West Hall (LVCC). If you’re building for Physical AI, robotics, or autonomy, you’ll want to see what we’re demoing this week. 📍 Booth 3161 | West Hall | LVCC #CES2026 #PhysicalAI #Robotics #Autonomy #ComputerVision #Calibration Mohammad Musa Andrew Lee Anil Muthineni Cheuksan Wang Rob Mathewson Sandeep Chilumula Raza Rafiq, CFA

🚀 Hiring | Senior Robotics Research Engineer - Deepen AI (Hyderabad) Join us to build and ship core robotics R&D across perception, sensor fusion, and autonomy workflows for Physical AI. Cheuksan Wang Mohammad Musa Anil Muthineni

We’re excited to announce that Deepen AI is partnering with NORBYSS to strengthen our presence in Korea, supporting customers across automotive, robotics, and emerging physical AI domains. As interest grows beyond traditional autonomy - driven by post-LLM trends such as world frontier models - Deepen AI is evolving its position to support data-centric development for embodied intelligence. Our platform for multi-sensor labeling and calibration enables scalable, high-quality processing of camera, LiDAR, radar, and fused sensor data - foundational not only for autonomous driving, but also for robotics and physical AI systems operating in the real world. Designed to align with ASAM / OpenX standards and integrate seamlessly into open-source-friendly pipelines, Deepen AI helps teams build consistent, interoperable data workflows that connect simulation, real-world data, and AI training. Through our partnership with NORBYSS, we aim to provide strong local engagement, technical support, and go-to-market execution for Korean OEMs, Tier-1 suppliers, and robotics innovators - bringing Deepen AI’s global technology closer to on-the-ground engineering teams. We look forward to enabling the next generation of simulation-driven, data-first physical AI development in Korea. Minhyuk Son Andrew Lee Mohammad Musa #DeepenAI #NORBYSS #PhysicalAI #Robotics #WorldModels #FrontierModels #ASAM #OpenX #OpenSource #SensorLabeling #SensorCalibration #Simulation #Korea

Foundation models have changed the conversation. The breakthroughs we’re seeing aren’t only about architectures or compute, they’re also about training data at scale: its volume, diversity, and quality. Our Co-Founder and CEO Mohammad Musa explains this evolution in his new piece, “From Rules and Reasoning to Learning from Data,” including: - Why scaling laws created a “data arms race” - Why low-signal data can quietly degrade performance - How synthetic data can help, and where it can hurt Read the full article here: https://lnkd.in/gxP_kd7f #DataEngineering #GenAI #FoundationModels #DeepLearning

Double your data or fall behind!

Deepen AI x TIER IV Excited to share that TIER IV has significantly expanded its use of Deepen AI’s multi-sensor fusion annotation tools as part of their next-generation autonomous mobility programs. We’ve partnered with TIER IV for years, and this step forward reflects our shared commitment to safer, scalable autonomy powered by high-quality data, sensor fusion, and rigorous validation. Grateful to Shinpei Kato and the TIER IV team for their trust and collaboration. Full announcement here - https://lnkd.in/gVPUvcak #AutonomousVehicles #SensorFusion #LiDAR #Robotics #Mobility #DeepTech #DeepenAI #TIERIV Mohammad Musa Andrew Lee Rob Mathewson Yasushi Kato

ASAM e.V. Autoware Foundation Amazon Web Services (AWS) Deepen AI and TIER IV are hosting a ADAS/AV meetup this Friday @ 3pm at the AWS Prototyping and Innovation Lab. Please register and join us to hear the latest updates on our open source work on end to end models for ADAS and AV use cases. Ankur Lodha Christian John Dorothee Bassermann Marius Dupuis Muhammad Zain Khawaja Samet Kütük Stefano Marzani https://luma.com/86xvz68g

Exciting update! We’re proud to join the Autoware Foundation as an 𝐈𝐧𝐝𝐮𝐬𝐭𝐫𝐲 𝐌𝐞𝐦𝐛𝐞𝐫 — the world’s leading open-source autonomous driving project. Together with partners like WMG, University of Warwick, Safety Pool™ we are leading #SafetyAssurance initiatives to enable safe autonomous deployments across: 🔹 #ADAS passenger vehicles 🔹 #AVTrucking 🔹 #OffroadAV 🔹 #AVBuses 🔹 #AVShuttles 🔹 #RoboTaxi Excited to collaborate with the ecosystem and build the road ahead for safe autonomy.