Anubhab Banerjee

Anatomy of a Quantized Agent: VRAM Stability and Forecasting in Code-Synthesis Agentic Workloads

Close-form analytical models achieve competitive accuracy when provided with two empirical constants: loaded-weight VRAM and a fixed activation-memory overhead, and there is no justification for deploying complex predictive VRAM models in highly quantized, weight-dominated regimes.