Future development should prioritize hybrid quantum-classical systems for enhanced adaptability in ambiguous tasks, potentially revolutionizing generative AI and decision-making under incomplete data.
This direction enables handling uncertainty intrinsically: networks maintain multiple hypotheses in superposition, collapsing to coherent outputs upon query "observation."
"I don't have a GPU" is officially dead 🤯
You can now run 70B model on a single 4GB GPU and it even scales up to the colossal Llama 3.1 405B on just 8GB of VRAM.
AirLLM uses "Layer-wise Inference." Instead of loading the whole model, it loads, computes, and flushes one layer at a time
→ No quantization needed by default
→ Supports Llama, Qwen, and Mistral
→ Works on Linux, Windows, and macOS
100% Open Source.
#3IATLAS has reportedly changed its trajectory just before passing behind the Sun
Recent real time observations indicate a widening positional discrepancy between NASA’s JPL Horizons predictions and the actual measured sky coordinates of this interstellar object. While the distance measurement remains the same its location in the sky is diverging suggesting a lateral acceleration unaccounted for by standard gravitational models
According to NASA’s data 3IATLAS should have been at:
RA: 13h 46m 57.51s
Dec: -08° 15′ 20.0″
But the observation recorded:
RA: 13h 47m 54.3s
Dec: -08° 21′ 16.2″
Positional Offset: 15.4 arcminutes
Equivalent Displacement: ~1.1 million km sideways (almost 3× the Earth Moon distance)
Distance: Still identical at 2.38 AU
This means the object was at the correct distance but not where the official orbital path predicted
Why This is Extraordinary:
Normally if outdated orbital data were used the object would lag behind the predicted location
Instead 3IATLAS was observed ahead of its expected position
Same distance, different sky coordinates
Standard orbital mechanics do not allow this unless an external force is acting on it
The Divergence is Increasing:
A second observation 19 hours later revealed a further offset of 10.5 arcminutes meaning the deviation is actively growing at approximately 0.23 arcminutes per hour
Maintaining such lateral movement would require an estimated 3.95 km/s sideways velocity
Based on the latest data, including the estimated debt growth of $115,740 per second from X posts and a population of 347,146,916, each American would need to pay approximately $28.81 per day to offset the debt growth. (?)
An apocalyptic sight captured from an airplane window: a volcanic eruption that seems to rip the sky apart! Is this a natural phenomenon or something more unsettling? Some talk about UAPs, others about unexplained events… What do you think?