5 tiers of long-term memory and personalization for LLM applications (in-person workshop)

[@manfredmichael_3ia097]

I think there should be a microphone in the middle of the audience. You had an insightful discussion with them, amazing audience!

[@devlearnllm]

Great idea!

[@Bragheto]

This is so valuable! The idea of embedding enrichment with summarizations will be very useful to one of my projects. Thanks a lot for sharing! Congrats from Brazil!

[@devlearnllm]

Glad you found it useful

[@lovehappykk]

‌‌Wonderful narration

[@ajax_davis]

Maybe S tier would be using Reranking (Jina) to also select memories based off the users intent.

[@IdPreferNot1]

Thanks for sharing these meetings!

[@devlearnllm]

Hope you found it useful

[@danieldesenna7611]

Great video!! Thanks for sharing the code! One question though: Inside A:tier code -> "print_ai_answer" function, you wrote: for like in extracted_personality["likes"]: text_to_embed = f"The user likes {like}" current_embeddings = embedding_client.embed_query(text_to_embed) dislike_with_metadata = { "id": str(uuid.uuid4()), "values": current_embeddings, "metadata": {"type": "likes", "content": like} } embeddings.append(dislike_with_metadata) Was it not supposed to be something like "likes_with_metadata ={...}" and then "embeddings.append(likes_with_metadata)" ? I guess repeating "dislike_with_metadata" does not make a difference for the code functionality, but it was a bit confusing to understand the code for a moment. Thanks!

[@devlearnllm]

Good catch!

[@Priming-AI]

Adorei as aulas, foi muito claro e direto ao ponto, Obrigado

[@microburn]

The camera swivel is an L when you get excited / nervous

[@devlearnllm]

Yeah it’s a bit too sensitive

[@__________________________6910]

No, I know why you want long-term memory-because your AI girlfriend doesn't remember your past conversations. She forgets you, that's why.

[@devlearnllm]

T.T

[@lifeoftomi_]

Great stuff man. What’s S-tier though? Maybe I missed it

[@devlearnllm]

I forgot to mentioned the S tier at the end. It's

[@uddhav.m]

Can anyone share the anthropic system prompt different, can't find it anywhere

[@rexsybimatrimawahyu3292]

Is the camera automatic tracking to ur face? Im new into machine learning?

[@devlearnllm]

Yeah, it's the DJI Pocket 3