John Carmack proposes fiber-optic loops as high-speed AI cache

The thought experiment began with a number. Single-mode fiber optics can now transmit data at 256 terabits per second over 200 kilometers. Based on that capacity, ...
IEEE

Repo: Proactive Swapping Exploiting Loop Patterns in Modern Applications

Abstract: Modern data-intensive applications such as large language models already outrun affordable DRAM. Page swapping to fast SSDs or network-attached memory adds capacity, but existing operating ...

People don’t belong in the loop — They belong at the center

People derive purpose from effort and achievement, so positioning them as reviewers ‘in the loop’ strips away that sense of ...
InfoQ

Are You Missing a Data Frame? The Power of Data Frames in Java

Vladimir Zakharov explains how DataFrames serve as a vital tool for data-oriented programming in the Java ecosystem. By ...
blockchain

AI Verification Loops: Recursive Reasoning Patterns Boost Model Accuracy from 73% to 94%

According to God of Prompt on Twitter, the implementation of verification loops in AI models—where the system recursively checks its answers using different reasoning modes such as backward ...