Blog Posts | Joshua Berkowitz

522 Articles

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Building Smarter AI Interactions: How MCP Elicitation Elevates GitHub Copilot

AI-powered development tools are moving beyond rigid interfaces, enabling more natural and responsive user experiences. A standout innovation in this space is elicitation within the Model Context Prot...

AI tools developer experience elicitation GitHub Copilot MCP tool design user interaction

Sep 21, 2025

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How Attackers Exploited ViewState Deserialization to Breach Sitecore Deployments

A sophisticated cyber campaign has targeted organizations running Sitecore products, exploiting a critical zero-day flaw ( CVE-2025-53690 ). Attackers gained remote code execution by abusing exposed A...

cybersecurity deserialization incident response malware remote code execution Sitecore ViewState zero-day

Sep 21, 2025

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Microsoft TimeCraft For Synthetic Time-Series Data Generation

Time-series data is the backbone of critical decision-making in sectors such as healthcare, finance, and transportation. However, generating realistic and adaptable synthetic time-series data is a per...

AI frameworks data generation industry applications machine learning open source synthetic data time series

Sep 20, 2025

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How MXFP8, TorchAO, and TorchTitan Boost Large-Scale AI Training on Crusoe B200

Modern AI models are growing larger and more complex, demanding new solutions to speed up training without compromising accuracy. Recent experiments on the Crusoe B200 cluster , using 1,856 GPUs, show...

AI acceleration Crusoe B200 float8 large-scale training MXFP8 PyTorch quantization TorchAO

Sep 20, 2025

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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

GSFit: Open-Source Plasma Reconstruction for Fusion Research

Achieving practical fusion energy depends on understanding plasma behavior inside tokamaks, fusion machines that host conditions hotter than the sun’s core. Tokamak Energy’s introduction of GSFit , an...

community collaboration diagnostics fusion energy Grad-Shafranov open source plasma reconstruction scientific software tokamak

Sep 20, 2025

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New A2A Extensions Empower Custom Agent Functionality

AI agents are no longer limited to static, predefined behaviors. With developers can equip agents with custom capabilities that address unique application needs. This flexible approach ensures agent-t...

AI customization extensions latency multi-agent systems protocol security traceability

Sep 20, 2025

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Shai-Hulud: The First Self-Propagating npm Supply Chain Worm

In September 2025, the JavaScript community experienced a watershed moment: the Shai-Hulud worm swept through npm, infecting over 100 popular packages. This attack was not just another instance of mal...

DevSecOps GitHub incident response JavaScript malware npm security supply chain

Sep 19, 2025

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Hugging Face’s FinePDFs Dataset For AI Training

AI research has long relied on web-scraped content, but Hugging Face’s FinePDFs dataset is set to change the landscape. By sourcing over 475 million documents directly from PDFs, often considered too ...

AI data engineering datasets Hugging Face language models machine learning open source PDF

Sep 19, 2025

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Spec-Driven Development with AI: How Spec Kit Transforms Software Workflows

Spec-driven development comes into play, offering a smarter way to turn clear intent into reliable software. With the introduction of the open-source Spec Kit, developers now have a powerful tool to m...

AI development automation developer tools GitHub Copilot open source software workflows spec-driven

Sep 19, 2025

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Local AI Models Are Assiting Software Development in VS Code

AI is no longer just a futuristic add-on for software development, it is rapidly becoming a core part of the developer workflow. The latest evolution? Local AI models that run directly on your own dev...

AI development code assistants developer tools local models machine learning privacy software engineering

Sep 19, 2025

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Public AI Expands Access as a New Hugging Face Inference Provider

AI developers and enthusiasts have a new reason to celebrate: Public AI is now an official Inference Provider on the Hugging Face Hub . This development makes it easier than ever to access powerful, s...

AI infrastructure free access Hugging Face inference providers model deployment open source Public AI

Sep 19, 2025

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