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Mitchell Kosowski's avatar

Consolidating five retrieval sources into one LLM-based system is elegant but I'd love to hear more about the failure modes. Five specialized systems gave you independent optimization surfaces and natural redundancy.

When the unified model regresses on something like cold-start or trending content, what's the rollback story?

ToxSec's avatar

this was really interesting to read. thanks a ton for putting this together. i learned a ton of about the way linkedin works. really interesting to see they adopted LLMs.

Science is Political 2.0's avatar

Thank you, I sent that to my son who is https://csharpsamurai.com/ SOFTWARE ENGINEER and that is his field.. he mentioned something to me about Linked in..Negative.. but I didn't get what he meant until you pointed that out.. hmmf.. but I am not programmer.. I was DBA and did some programming. everyone did back in the day..Visual basic and C.. but John will be interested in that and I will keep my "subscription for now" but I am very unhappy w/ ALL A.I.. COPILOT IS A VIRUS and cannot be removed.. or turned off..and my smartphone is completely ruined by the so called "phone cleaner" which I also cannot remove. it is virus and I can't use the phone.. at all.. been really tough getting info out. I will just have to DRIVE IN PERSON.. for what I need to do.

Paper and Pencil stocks may go up dramatically.. I am super old school.. and still use checks and know the secret language of PENMEN-SHIP or CURSIVE.. English and AMERICAN.. and can read it and still write it. LINKED IN BIT OFF MORE THAN IT CHEW. I HAVE BEEN VERY UNHAPPY WITH IT.