Single-click training cluster orchestration on GKE and Slurm. Get automated profiling insights and AI architecture recommendations for MoE, checkpointing, and batching to eliminate GPU/TPU wastage.
India's optimized inferencing platform powered by TPU and GPU. Deploy with TorchTPU, bring your own models, and leverage custom XLA kernels for high-throughput, low-latency serving.
Aggressively localize compute capacity and chip supply chains. Deploy secure, production-grade AI with complete data ownership, bridging the performance gap with specialized architectures.
Decoupling compute from memory to dynamically scale resources, minimizing latency and maximizing throughput for generative workloads.
Hand-optimized XLA and CUDA kernels designed to bypass standard framework overheads and squeeze maximum FLOPs from the silicon.
Advanced look-ahead prediction algorithms that draft tokens rapidly, verifying them in parallel to radically accelerate inferencing speed.
State-of-the-art tensor and pipeline parallelism strategies, distributing massive models across clusters with near-zero communication bottleneck.
Lossless precision reduction techniques (FP8/INT8) that dramatically lower memory bandwidth requirements without compromising intelligence.
Intelligent, heterogeneous cluster management that routes workloads to the optimal accelerator, dynamically balancing cost and performance.
Deep integration with cutting-edge scaling frameworks including MaxText, MaxDiffusion, and Pallas for uncompromising performance.
Prioritizing deep understanding of real-world user struggles over building tech for tech's sake.
Fostering psychological safety and prioritizing human skills to collaboratively solve the hardest engineering problems.
Treating every challenge as a privilege to build profound, lasting impact with the utmost integrity.