Building High-Performance AI Systems & GPU-Accelerated Pipelines
Cloud AI Architect specializing in LLM optimization, distributed inference, multimodal vision systems, and GPU-accelerated ML infrastructure.
Interactive GPU Inference Simulator
Explore how GPUs accelerate large language model inference compared to CPUs. Adjust model size, batch size, GPU type, and inference mode to see how parallelism affects throughput and latency.
This simulator is intentionally simplified to illustrate inference dynamics (parallelism, batching, and latency trends), not to model cycle-accurate GPU performance.
CPU (Serial Processing)GPU (Compute-Heavy Prefill)
Color indicates inference phase: emerald for compute-heavy prefill, blue for memory-bound decode. GPU blocks represent conceptual parallel execution.