Developer
Web Toolbox.

A specialized suite of telemetry, hardware-bound estimators, and orchestration utilities for advanced agentic coding pipelines.

AI & Inference Active Utility
calculate

Local LLM Calculator

Calculate exact VRAM allocation geometries, model spilling costs, PCIe bandwidth bottleneck limits, and highly accurate tokens-per-second (TPS) speeds for local host hardware.

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