Proven expertise

Example Areas of Proven Expertise

Deep experience building and deploying high-performance AI systems across demanding production environments.

Latency-Critical Perception Systems

Real-time computer vision and sensor fusion systems with strict timing constraints for safety-critical applications.

Real-Time Decision Pipelines

Sub-100ms inference pipelines with optimized batching, scheduling, and memory management for high-throughput environments.

Large-Scale Distributed Training & Evaluation

Multi-node training infrastructure with comprehensive evaluation harnesses and automated regression testing.

Multi-Modal Model Deployment

Vision + language models deployed on GPU clusters with production-grade reliability and observability.

End-to-End Performance Optimization

Full-stack optimization from model architecture through quantization, graph compilation, and runtime tuning.

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