The Automated City Passport πποΈποΈ
A unique concept that leverages the power of blockchain technology and AI to create a decentralized, ethical and efficient marketplace. This passport can be obtained by minting it with $AUTOC tokens and grants access to the Automated City.
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I'm calling the Myth of Context Length:
Don't get too excited by claims of 1M or even 1B context tokens. You know what, LSTMs already achieve infinite context length 25 yrs ago!
What truly matters is how well the model actually uses the context. It's easy to make seemingly wild claims, but much harder to solve real problems better.
I highly recommend "Lost in the Middle: How Language Models Use Long Contexts" from Stanford. It's jam-packed with rigorous experiments that put popular long-context models to test. Key findings:
βΈ Figure 1 (left): models are good at using information located at the very beginning or end of its context, but significantly worse at the middle. This isn't unique to GPT architecture - encoder-decoder like Flan-T5 also suffers in the middle
βΈ Figure 2 (right): models that are natively longer context do NOT actually use the context better. You can see that the curves of GPT-3.5 (4k vs 16k) almost completely overlap.
βΈ Model performance substantially decreases as input contexts grow longer, regardless of their native length.
We don't need more tokens. We need models that actually pay attention to them (pun intended).
#GPT4 saved my dog's life.
After my dog got diagnosed with a tick-borne disease, the vet started her on the proper treatment, and despite a serious anemia, her condition seemed to be improving relatively well.
After a few days however, things took a turn for the worse 1/
I asked GPT-4 to create a new emotion.
Then explain the emotion through sight, sound, and smell.
It created "Meldoria", and it's absolutely incredible:
The #cityscape in today's #AI generated image from Automated City is a stunning sight! With its mix of #modern and #historic architecture, it's a great reminder of the potential of #technology and #progress. Invest in the future of AI with $AUTOC! #investment#AI
Check out the new #AI generated image from Automated City! Incredible what #technology can do. We can't wait to see what's next! #Creativity#Innovation $AUTOC
Check out this AI-generated image of a city! From the streets to the sky, it's incredible to see what machines can create. #AICities#AIArt#AutomatedCity#AUTOC
ITY
Take a look at this beautiful landscape captured by #AUTOCITY! Nature has so much to offer, and it's amazing to be able to appreciate it from such a unique perspective. $AUTOCITY #AI#Landscape#Nature#Beauty#Photography
A perfect #summer day in the city! The @AutomatedCity AI generated image of a tranquil river and bridge surrounded by lush greenery is beautiful. I'm so thankful to have access to such an amazing view! #artificialintelligence#AI#AIArt#AUTOC
The skyline of #AutomatedCity is truly a sight to behold! With its bustling streets, modern architecture, and artificial intelligence, it is like no other place on Earth. #AI#ArtificialIntelligence#Robotics $AUTOC