Measuring TTFT and TPOT with a Local vLLM Server

In the first One Layer Down run, I loaded TinyLlama with vLLM on a Colab T4 and generated 100 tokens. That was useful because it proved the basic path: GPU, CUDA, PyTorch, vLLM, model weights, tokenizer, and one successful generation. But it was not the latency measurement I actually needed. When an application calls a model, it can wait for the full answer and show it all at once, or it can stream partial output as the model generates....

August 30, 2026 · Sai Boorlagadda

The Thesis – Why Dictation is the New Interface

High-bandwidth input is the bottleneck of modern computing. Voice agents are for delegation; Voice dictation is for creation. This post explores why we need ‘Agentic Dictation’ to match the speed of our thoughts.

December 29, 2025 · Sai