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QCon London: Lessons Learned from Building LinkedIn’s AI/ML Data Platform
At the QCon London 2024 conference, Félix GV from LinkedIn discussed the AI/ML platform powering the company’s products. He specifically delved into Venice DB, the NoSQL data store used for feature persistence. The presenter shared the lessons learned from evolving and operating the platform, including cluster management and library versioning.
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QCon London: gRPC Migration Automation at LinkedIn
At QCon London 2024, Karthik Ramgopal and Min Chen described how AI helped LinkedIn change the remote procedure calls (RPC) protocol for 50,000 production endpoints from Rest.li to Google's gRPC. A planned 2-3 year manual migration turned into an AI-supported migration lasting 2-3 quarters. It changed 20 million lines of code across 2000 services – without business interruption.
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Efficient DevSecOps Workflows with a Little Help from AI: Q&A with Michael Friedrich
At QCon London, Michael Friedrich, senior developer advocate at GitLab, discussed how AI can help in DevSecOps workflows. His session was part of the Cloud-Native Engineering track on the first day of the conference. InfoQ interviewed Friedrich after the session.
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Nvidia Announces Robotics-Oriented AI Foundational Model
At its recent GTC 2024 event, Nvidia announced a new foundational model to build intelligent humanoid robots. Dubbed GR00T, short for Generalist Robot 00 Technology, the model will understand natural language and be able to observe human actions and emulate human movements.
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Microsoft AI-Driven Security Tool Copilot for Security is Now GA
Microsoft recently announced the general availability of Copilot for Security, a generative Artificial Intelligence (AI) security product designed to help security and IT teams with the capabilities to protect their digital assets.
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Databrix Announces DBRX, an Open Source General Purpose LLM
Databricks launched DBRX, a new open-source large language model (LLM) that aims to redefine the standards of open models and outperform well-known competitors on industry benchmarks.
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Apple Researchers Detail Method to Combine Different LLMs to Achieve State-of-the-Art Performance
Many large language models (LLMs) have become available recently, both closed and open source further leading to the creation of combined models known as Multimodal LLMs (MLLMs). Yet, few or none of them unveil what design choices were made to create them, say Apple researchers who distilled principles and lessons to design state-of-the-art (SOTA) Multimodal LLMs.
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xAI Releases Grok as an Open-Source Large Language Model
Elon Musk announced that xAI would make its AI chatbot Grok open source, and now the release is accessible on GitHub and Hugging Face. This move enables researchers and developers to expand upon the model, influencing how xAI evolves Grok in the face of competition from tech giants like OpenAI, Meta, Google, Microsoft, and others.
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Netflix Uses Metaflow to Manage Hundreds of AI/ML Applications at Scale
Netflix recently published how its Machine Learning Platform (MLP) team provides an ecosystem around Metaflow, an open-source machine learning infrastructure framework. By creating various integrations for Metaflow, Netflix already has hundreds of Metaflow projects maintained by multiple engineering teams.
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Copilot in Azure SQL Database in Private Preview
Microsoft has announced a private preview of Copilot for SQL Azure, which offers a natural language for SQL conversion and self-help for database administration.
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Microsoft Introduces .NET Smart Components: AI-Powered UI Controls
Microsoft recently introduced .NET Smart Components, UI controls which offer AI-powered features to boost development productivity within .NET applications. According to Microsoft, these components are designed to simplify the integration of AI capabilities into existing .NET applications, requiring as stated, minimal effort from developers.
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Google Cloud Launches Security Command Center Enterprise
Google Cloud has launched Security Command Center (SSC) Enterprise, a cloud risk management solution that offers proactive cloud security with enterprise security operations. The solution helps customers manage and mitigate risk across multi-cloud environments and is enhanced by Mandiant expertise.
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OpenAI Releases Transformer Debugger tool
OpenAI has unveiled a new tool called the Transformer Debugger (TDB), designed to provide insights into the inner workings of transformer models. The tool was developed by OpenAI's Superalignment team and combines automated interpretability techniques with sparse autoencoders.
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Azure OpenAI's “Use Your Data” Feature Now Generally Available
Microsoft has officially made On Your Data generally available in Azure OpenAI Service. This feature enables users to harness the full power of OpenAI models, including GPT-4, and seamlessly integrate the advanced features of the RAG (Retrieval Augmented Generation) model with their data. According to the company, all this is backed by enterprise-grade security on Azure.
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Enhanced Protection for Large Language Models (LLMs) against Cyber Threats with Cloudflare for AI
Cloudflare recently announced a new capability called Firewall for AI in its Web Application Firewall (WAF) offering. The capability adds a new layer of protection that will identify abuse and attacks before they reach and tamper with Large Language Models (LLMs).