quantization

AugSense builds edge AI for comms-denied environments, designing custom edge models, multi-modal sensor fusion, semantic compression, and neuromorphic inference deployed on drones, sensors, and field hardware clients already operate. The company serves defense and dual-use programs in the US and Canada and industrial and energy operators at remote sites, delivering focused engagements with fixed scope and clear deliverables.

benchmarking and dataset auditingedge AI model developmentmodel deployment with TAK, ROS, custom APIsmulti-modal sensor fusionneuromorphic processingpruningsemantic compressionSWaP optimization

Extreme Scale Solutions builds and deploys advanced AI/ML systems under real constraints such as latency, cost, security, privacy, auditability, and operational robustness, from FPGA inference at the edge to exabyte-scale graph optimization in supercomputers. The company reports 19 active projects across 5 core disciplines and 9 industry domains, spanning hardware, cloud, edge, and enterprise environments.

beamformingdistributed trainingembedded NPU deploymentFourier Neural OperatorsFPGA inferencegraph neural networksgraph optimizationGraph-RAGhomomorphic encryptionHPC performance engineeringmemory planningphysically unclonable functionsphysics-informed neural networkspost-quantum cryptographyRAGspeech separationthroughput tuningvision transformersYOLO object detection

Inflextech delivers full-stack edge sensing technology for defense primes, autonomous-vehicle programs, and sensor integrators, including edge fusion hardware, a specialized design flow, and on-device AI inference within SWaP budgets. Founded by CEO Chandru Ramamurthy, the company focuses on energy efficiency, low latency, and customized sensing for physical intelligence, moving from research into production-ready edge sensing and decision-autonomy work.

application-specific designedge fusion hardwareFPGA designlossless compressionon-device AI inferencesensor fusionsoftware-hardware co-design