Why Fewer Bits Can Change the Answers
Fewer bits save space for model weights. Comparing the intended tasks shows whether answers stay good enough and whether the model actually runs faster.
AI
Measuring AI Usage Without Sidelining the Works Council
Which paid AI accounts are being used? Before evaluating usage, check data access, existing works agreements, and any agreement still needed. A sequence for IT and management in Germany.
Why GPU Memory Is Already Full Before It Has To Be
A short answer can tie up a lot of GPU memory. Paged attention splits the KV cache into blocks that a request receives when it needs them.
Copilot: What the Admin Center Shows
Prompts, active days, and estimated hours can inform a license decision. Each number needs context: what was recorded, and what was calculated from a formula?
Why a Finished Answer Still Has to Wait
Eight requests start at the same time on the same server. The shortest one is done after three tokens. Its answer still does not arrive until the longest of the eight has written its last word.
Why a Language Model Is Not a Database
An extraction reliably pulls values out of contracts, until one field is missing. The same call still returns a number, cleanly formatted, just invented. Why a language model is not a database, and what that means for checking its output.
