huihsu retweetledi
huihsu
5.3K posts

huihsu retweetledi

YOUR ENGINEERING EVOLUTION:
Age 20 – Curiosity
Age 21 – Trial and Error
Age 22 – Overengineering
Age 23 – Debugging
Age 24 – Fundamentals
Age 25 – System Thinking
Age 26 – Optimization
Age 27 – Design Principles
Age 28 – Abstraction
Age 29 – Architecture
Age 30 – Integration
Age 31 – Reliability
Age 32 – Scalability
Age 33 – Efficiency
Age 34 – Elegance
Age 35 – Automation
Age 36 – Innovation
Age 37 – Standardization
Age 38 – Mentorship
Age 39 – Mastery
Age 40 – Legacy
English
huihsu retweetledi

My brain broke after reading this paper 🤯!
Quantum computing just took a serious step toward breaking classical AI limits.
MIT Scientists just showed that small quantum computers can outperform EXPONENTIALLY larger classical systems on massive datasets.
In a new study, researchers introduced a framework called Quantum Oracle Sketching, where instead of loading entire datasets, the system streams random classical samples, processes them in quantum superposition, and then discards them.
This directly bypasses the biggest bottleneck in quantum machine learning, which is data loading 👀
The results are honestly kind of ridiculous. A system with fewer than 60 logical qubits can perform core machine learning tasks that would require exponentially larger classical memory, translating to roughly 10,000× to 1,000,000× smaller system size.
They validated this on real data, including single-cell RNA sequencing and movie review sentiment analysis, and showed it works across fundamental tasks like classification, dimension reduction, and linear algebra.
They also used Classical Shadows to efficiently extract useful outputs from quantum states, solving another long standing limitation.
This matters because modern AI is basically brute force, more data, more GPUs, more cost.

English
huihsu retweetledi
huihsu retweetledi

The Fastest Analog Computer Ever Built is A Piece of Glass.
Does a lens compute a Fourier transform at the speed of light?
A lens doesn’t just focus light. It reshapes the phase of whatever wave you send into it, and as that wave propagates, its structure is reorganized into a new pattern at the detector. Change the input beam, and the output changes instantly.
English
huihsu retweetledi
huihsu retweetledi







