What he built is without a doubt absolutely impressive. But the real challenge comes with the scale. Harvey stores an avg of 100k files per Vault. While Mike does not implement RAG, but instead uses recursive context retrieval.
And that's the point where things are starting to break. What about PDF files containing only images of physically scanned contracts / documents, which is very common?
For every new task, The agents in Mike need to re-extract the same content from files over and over again, because it extracts on demand.
Working with AI within Legal requires a high retrieval accuracy.
@duborges@arpit_bhayani That quote is about offloading some write-heavy workloads to Cosmos. Same post says: "PostgreSQL has remained unsharded, with a single primary instance serving all writes."
Single primary + ~50 read replicas.
Reading the whole article helps.
@pontusab I tried out Mistral OCR but had to switch to Gemini some months ago since Mistral is limited on PDFs and Page counts ( limited to 8 Pages only ). Gemini is my current go-to solution.
@JustOhnePack92 @Danny_DeVatos@comicschau Von Playstation hast du auch nie geredet bro und es ändert sich auch nichts am Fakt, dass alle 3 Firmen mit Ständen vorhanden sind bro. LGLG
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