Sandeep Bharadwaj Mannapur

Sandeep Bharadwaj Mannapur is a Performance Architect specializing in AI and agentic systems that enhance platform reliability and efficiency. With over 15 years of experience across data engineering, AI/ML Ops, and platform engineering, he focuses on building scalable, high-performance systems that unify data, models, and infrastructure into reliable enterprise AI platforms. His work bridges the worlds of software architecture and applied machine learning, helping organizations deliver intelligent systems that perform at scale.

Scaling AI the Right Way: Platform Patterns for Performance and Reliability

November 21, 2025 | AI DevOps, AI observability, AI performance engineering, AI pipeline optimization, data ingestion performance, distributed training, elastic training, end-to-end AI performance, GPU utilization, inference latency, low-latency inference, MLOps automation, model caching, model serving optimization, performance bottlenecks in AI, platform engineering for AI, scalable AI systems, streaming ingestion, training throughput

AI performance breaks long before the model runs. Learn how ingestion speed, elastic training, low-latency inference, observability and automation create reliable, scalable AI systems ...