Loading is not interacting.
A model can run locally and still deliver a poor conversational cadence. At 0.15 tok/s, every token arrives about 6.67 seconds apart; a short 128-token answer takes more than fourteen minutes.
How long does a giant local answer really take?
Use the reported 744B model and 0.15 tok/s demo as a test bench. Change assumptions, predict the wait, and inspect exact memory and latency arithmetic.
READY TO CALCULATE
--QUANTIZED WEIGHTS
--ESTIMATED WORKING SET
--SECONDS PER TOKEN
--ANSWER WAIT
parameters x bits / 8 = weight bytes; tokens / tok/s = generation seconds
--25 TOKENS
--100 TOKENS
--500 TOKENS
Test bench, not production.
The source makes that distinction explicitly. The feat proves reach, while the arithmetic reveals the operational tradeoff.
MoE caution
Total parameters estimate stored weights. This tool does not infer active parameters per token, architecture-specific routing, cache, or hardware bandwidth.
Misconception
Quantization reduces weight storage, but it does not by itself prove the observed throughput will become interactive.
Transfer
Enter another model size, bit width, measured speed, and target answer length. Separate what fits from how long a person waits.