Blog Posts | Joshua Berkowitz

20 Articles

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AfriMed-QA is Setting the Standard for Health AI in Africa

Artificial intelligence has the potential to revolutionize healthcare, but can large language models (LLMs) truly meet the needs of diverse communities? AfriMed-QA is leading the way by evaluating LLM...

Africa benchmarking clinical evaluation healthcare AI LLMs medical questions multilingual datasets open source

Sep 30, 2025

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Docker Model Runner GA: Simplifying Local AI Model Deployment for Developers

Docker Model Runner (DMR) has officially reached general availability, opening another avenue for developers seeking a streamlined way to run and manage large language models (LLMs). Why Docker Model ...

AI models Developer tools Docker LLMs Machine learning Model Runner Open source

Sep 23, 2025

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Agentic AI: The Next Scientific Frontier in Artificial Intelligence

Artificial intelligence is entering a new era where we are no longer limited to answering questions or generating text, agentic AI aims to act on our behalf in the real world. Imagine software that no...

agentic AI AI standards behavioral economics common sense embeddings LLMs negotiation privacy

Sep 19, 2025

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How Toolchaining and Planning Are Powering Large Language Models

Large language models (LLMs) are evolving beyond text generation, thanks to the powerful combination of toolchaining and planning . This advancement is reshaping how AI tackles complex problems and au...

AI workflow automation intelligent assistants LLMs planning productivity toolchaining

Sep 11, 2025

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LLMs vs. Organic Search: What the Latest Data Means for Your Marketing Strategy

Large language models (LLMs) have generated significant buzz in the digital marketing world, promising to change how users discover and interact with online content. Google's recent launch of AI Mode ...

AI traffic analytics conversion rates digital marketing LLMs organic search search engines SEO

Sep 9, 2025

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Rethinking AI Collaboration: How CollabLLM Trains LLMs for Real Conversations

While large language models (LLMs) have achieved remarkable feats in solving complex tasks recently, they often stumble in genuine, multi-turn conversations. Their typical training on isolated prompts...

AI training collaboration human-AI interaction LLMs multi-turn dialogue reinforcement learning user-centric AI

Sep 3, 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

Docker Is Accelerating the Agentic App Revolution

Agentic applications are rapidly redefining software development by leveraging large language models (LLMs) to automate complex workflows and achieve dynamic user goals. At the recent WeAreDevelopers ...

agentic apps AI development cloud deployment developer tools docker docker compose GPU computing LLMs

Aug 25, 2025

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GitHub Models Removes the Biggest Barrier to AI in Open Source

Open source projects often struggle to adopt AI-powered features due to the friction of requiring users to bring their own paid API keys or self-host large language models. These hurdles deter both ho...

AI inference API integration automation CI/CD developer tools GitHub Models LLMs open source

Jul 27, 2025

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Promptomatix Automates and Democratizes Prompt Engineering for LLMs

As large language models (LLMs) become central to artificial intelligence, the challenge of crafting effective prompts remains a major hurdle. Manual prompt engineering is often slow, resource-intensi...

accessibility AI frameworks automation cost optimization LLMs prompt engineering synthetic data

Jul 25, 2025

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Papers

MUVERA Multi-Vector Information Retrieval

The world of information retrieval has long grappled with the complexity and computational demands of multi-vector models. MUVERA, a groundbreaking algorithm, is changing the game by converting these ...

FDE information retrieval LLMs MIPS multi-vector MUVERA neural embeddings product quantization

Jul 25, 2025

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T5Gemma: Google’s Next Leap in Encoder-Decoder Language Models

Large language models (LLMs) are transforming rapidly, and Google’s T5Gemma brings a refreshing shift by reviving the versatile encoder-decoder architecture. While decoder-only models have garnered mu...

AI research benchmarking encoder-decoder Gemma LLMs model adaptation open source models

Jul 9, 2025

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