Optimizing Communication for Mixture-of-Experts Training with Hybrid Expert Parallel
In LLM training, Expert Parallel (EP) communication for hyperscale mixture-of-experts (MoE) models is challenging. EP communication is essentially all-to-all, but due to its dynamics and sparseness (only topk experts per…
Beyond Accuracy: Quantifying the Production Fragility Caused by Excessive, Redundant, and Low-Signal Features in Regression
At first glance, adding more features to a model seems like an obvious way to improve performance. If a model can learn from more information, it should be able to…
Write C Code Without Learning C: The Magic of PythoC
an interesting library the other day that I hadn’t heard of before. PythoC is a Domain-Specific Language (DSL) compiler that allows developers to write C programs using standard Python syntax.…
Scaling transformers for graph-structured data
Graphs, in which objects and their relations are represented as nodes (or vertices) and edges (or links) between pairs of nodes, are ubiquitous in computing and machine learning (ML). For…
How AI is shaping the war in Iran — and what’s next for future conflicts
Missiles are being guided with the assistance of AI in the Middle East.Credit: Eli Basri/SOPA Images/LightRocket via GettyThe escalating conflict between the United States, Israel and Iran has thrown a…
Scientists use AI to crack the code of nature’s most complex patterns 1,000x faster
Many of the complex patterns seen in nature arise when symmetry breaks. As a system shifts from a highly symmetrical state into a more ordered one, small but stable irregularities…
OpenAI Had Banned Military Use. The Pentagon Tested Its Models Through Microsoft Anyway
OpenAI CEO Sam Altman is still in the hot seat this week after his company signed a deal with the US military. OpenAI employees have criticized the move, which came…
Scientists discover a brain signal that may trigger autism’s domino effect
The brain relies on countless chemical messages to keep its networks running smoothly. One way to imagine this system is like traffic lights guiding cars through a busy city. A…
Exploring Urban Street Networks Through Graph Metrics
Last Updated on March 4, 2026 by Editorial Team Author(s): Ahmed Boulahia Originally published on Towards AI. Why is Tunis traffic so bad? Urban Planning Analysis of Tunis Traffic Congestion,…
Scientists uncover the brain’s hidden learning blocks
Summarize this content to 100 words: Artificial intelligence can now craft award-winning essays and help doctors detect disease with impressive accuracy. Yet when it comes to true mental flexibility, living…