Blog Posts | Joshua Berkowitz

11 Articles

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Microsoft’s Analog Optical Computer: Illuminating the Next Era of AI and Problem Solving

Computers that harnesses the speed of light to solve complex problems in a fraction of the time and energy it takes today are no longer science fiction. Microsoft researchers are forging ahead with an...

AI analog computing energy efficiency finance healthcare machine learning optical computer optimization

Oct 3, 2025

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Databricks AI Agents Are Transforming Supply Chain Decision-Making

Today's global supply chains are more complex and unpredictable than ever. Organizations face constant disruptions and shifting market demands, making agility and fast decision-making essential. AI-po...

AI agents automation data analysis Databricks decision support optimization supply chain

Oct 3, 2025

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Uni-LoRA: Ultra-Efficient Parameter Reduction For LLM Training

Low-Rank Adaptation (LoRA) revolutionized how we fine-tune large language models by introducing parameter-efficient training methods that constrain weight updates to low-rank matrix decompositions (Hu...

computational efficiency isometric projections linear algebra LoRA machine learning mathematics neural networks optimization parameter efficiency projection methods

Sep 20, 2025

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Papers

Scaling Laws Unveiled: The Mathematical Blueprint Behind Smarter, Cheaper AI Models

Training a state-of-the-art language model can cost tens of millions of dollars and months of computation time, not to mention the expertise needed for development. Yet until now, researchers have bee...

AI Chinchilla deep learning GPT-3 language models machine learning neural networks optimization principal component analysis scaling laws statistical methodology

Sep 20, 2025

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Papers

Quantum Physics Inspires a Groundbreaking Formula for Pi

Physicists Arnab Priya Saha and Aninda Sinha have used the mind-bending principles of quantum mechanics to offer a fresh formula for pi that’s already making waves across the mathematical landscape. Q...

mathematics optimization particle physics pi quantum mechanics scientific research series representation

Sep 13, 2025

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How IBM Research Is Shaping the Future of Algorithm Development

Algorithm development is entering an exciting phase as quantum computing and artificial intelligence (AI) begin to blend with traditional high-performance computing. IBM Research is using its extensiv...

algorithms artificial intelligence high-performance computing IBM Research linear algebra optimization quantum computing stochastic processes

Sep 13, 2025

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Quantum Application Functions Are Changing Research Workflows

Quantum computing is no longer just a theoretical pursuit, it's making waves in real-world research thanks to the emergence of application functions. IBM’s latest updates to the Qiskit Functions Catal...

application functions chemistry finance machine learning optimization Qiskit quantum computing research tools

Aug 30, 2025

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Agentic Neural Networks: Self-Evolving Multi-Agent Systems Through Textual Backpropagation

The landscape of artificial intelligence is rapidly evolving as researchers explore new ways to harness the collaborative power of multiple Large Language Models (LLMs). A groundbreaking paper from Lu...

artificial intelligence LLMs multi-agent systems neural networks optimization textual backpropagation

Aug 29, 2025

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Papers

Quantum Advantage: Are We Entering a New Computational Era?

The world of quantum computing is witnessing a pivotal moment as researchers edge closer to achieving quantum advantage. Recent credible claims suggest that quantum computers can now outperform classi...

computational science error mitigation IBM Quantum optimization quantum advantage quantum computing quantum hardware variational algorithms

Jul 25, 2025

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AlphaEvolve: How Gemini-Powered AI Is Shaping the Future of Algorithm Design

Google is developing a future where AI agents not only create algorithms but also evolves them for peak efficiency. AlphaEvolve, developed with Google's Gemini large language models, delivers on this ...

AI algorithm discovery data centers Gemini hardware design large language models mathematics optimization

May 15, 2025

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How Google's Optimization API Is Revolutionizing Global Cargo Shipping

Unlocking Efficiency on the High Seas Ever wondered how the world’s goods efficiently cross oceans? With 90% of global trade carried by cargo ships, ensuring these massive vessels follow optimal route...

algorithms cargo shipping container logistics mathematical programming network design operations research optimization supply chain

May 11, 2025

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