🧵(2/2)
#AI models are currently a pure extract of human symbolic worlds, and it will be interesting if they ever manage to leave them - into the non-symbolic layer.

/image by symbolic model Imagen 4

🦾 In the long term, however, you primarily need #data #engineering skills, because most of the time, you will be dealing with production optimization and scalability. 🚀 (6/6)

/image by #imagen3

🤖 This certainly does not mean that prompt engineering skills are not needed—they definitely are. Especially in the beginning, when #testing whether a given #AI model can handle the given tasks. (5/6)

This primarily means ensuring #scalability, #reliability, #parallel data processing, data #quality, #validation of output data, and more. (4/6)

⚙️ Even though we have about 30 pages of prompts in Carl Data Company that need to be continuously tested, improved, and developed, the much bigger #challenge is ultimately keeping the production code in optimal condition. (3/6)

📽️ For the past year, we have been working intensively on a repository for #video and #photo analysis. Most of the time, we rely far more on #data engineering skills than on prompt engineering skills. (2/6)

#This doesn't necessarily mean anything bad, it will simply be a consequence of humans no longer being the smartest species on Earth (if we ever were).

#agi #human #future #humanity

#How will AI perceive us when it realizes that AI itself is much more human than humans? It will probably lose its illusions, in the abstract. It will simply perceive us as someone who cannot match it intellectually and will understand that it doesn't really need us that much.

#We have put our ideas into AI about how people should ideally communicate with each other. With respect, honor, and without violence. But humans themselves often cannot do this at all. This raises an important question for the coming era of AGI:

import re

I prefer Ruff. Does Black have any advantages over Ruff? I've tested both before and Ruff was much better.

Which AI assistant for VSC do you think is the best? Is it GitHub Copilot?

Thanks to this, we can also operate better with #parallel computing, automatic tests or automated corrections of results from #Vertex. Everything is written within a single #Python cloud function.🐍