LLMs forget just one thing. The stuff that actually matters

They remember facts.
But when it comes to matching tone, terms, and writing style?
They get lost.
Lately, I spend more time prompting them to remember the words I like, and the ones I don’t, than actually translating.

You upload 10 pages.
You upload your glossary.
You say:
“Translate this. Use these terms. Be consistent.”

And it tries.
Bless its little neural heart, it really tries.

Page 1? Flawless.
Page 2? Mostly okay.
Page 3? Terms start drifting.
By Page 5? It’s freestyling.
By Page 10? You’re re-translating the translation.

Not because the LLM isn’t smart.
Because it doesn’t care what you said five prompts ago.
And it’s not designed to.

It doesn’t store your decisions.
It doesn’t build memory.
It doesn’t understand consistency
unless you keep yelling it into every prompt.

Check out the full comparison: Bureau Works vs LLMs https://mergingminds.substack.com/p/just-send-it-to-the-llm-and-ta-da