Major life trap: Getting your dopamine from information gathering. Dopamine from information is a dangerous drug. Your entire life will change the moment you stop looking for more information and start acting on the information you already have. Get your dopamine from action.
Holy shit... this might be the next big paradigm shift in AI. 🤯
Tencent + Tsinghua just dropped a paper called Continuous Autoregressive Language Models (CALM) and it basically kills the “next-token” paradigm every LLM is built on.
Instead of predicting one token at a time, CALM predicts continuous vectors that represent multiple tokens at once.
Meaning: the model doesn’t think “word by word”… it thinks in ideas per step.
Here’s why that’s insane 👇
→ 4× fewer prediction steps (each vector = ~4 tokens)
→ 44% less training compute
→ No discrete vocabulary pure continuous reasoning
→ New metric (BrierLM) replaces perplexity entirely
They even built a new energy-based transformer that learns without softmax no token sampling, no vocab ceiling.
It’s like going from speaking Morse code… to streaming full thoughts.
If this scales, every LLM today is obsolete.
Wow.
Last May, we noticed a U.S. politician buying stock in a German arms manufacturer.
Rheinmetall stock has now risen 239% since we posted this report.
They just landed another $105M contract with the US Army.
The stock is up another 5% today on the news.