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_fat_santatoday at 2:04 PM2 repliesview on HN

At my org we've been building AI agents and one internal rule we have is to use at most 50% of the models context window with the recommendation to not go over 25% for large context window models.

Anytime I see a "1M Context Window", my brain always goes "Gotcha so a 250k usable window"


Replies

DiabloD3today at 5:08 PM

Every single analysis I've seen done by anyone has basically come to the same conclusion: assuming sane BF16 or Q8 model quant, and BF16 or Q8 KV context quant (ie, not intentionally screwing over the model), you get about 250k before it pukes.

tedgghtoday at 4:00 PM

Why 25% and not 12% or 40%? Is this an arbitrary vibestimate or you had some tests done that pointed you to 25%? I am genuinely interested in how others deal with context issues. Also I would think the usable context window is variable depending on the task, for example summarizing documents vs analyzing large, scattered and complex instructions.

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