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Displaying posts with tag: MySQL GenAI (reset)
Oracle at KubeCon Atlanta: Revolutionizing Database Interaction with MySQL and AI 

The bustling city of Atlanta served as the backdrop for KubeCon from November 10-13, where more than 9,000 attendees gathered to explore the latest innovations in cloud-native computing. Among the esteemed participants, the Oracle team underscored its commitment to developing a secure and modern ecosystem for cloud-native applications, particularly through its database solutions including MySQL.  […]

Building Applications with MySQL AI

We recently announced the availability of MySQL AI which enables predictive and generative AI workflows for on-premise MySQL customers. MySQL AI includes built-in LLMs and embedding models that run on CPUs, a vector store, semantic search functions, automated machine learning and a graphical console called MySQL studio. Since its release there has been considerable interest […]

Supporting Vision Language Models (VLMs) provided by OCI GenAI service within the Heatwave

Introduction Vision Language Models (VLMs) are crucial for bridging the gap between visual and textual data by combining image and language understanding. Some important VLMs’ use cases are: VLMs are considered an improvement over traditional Optical Character Recognition (OCR) systems by incorporating contextual awareness beyond pixel-level recognition. Heatwave GenAI already provides industry-first in-database LLMs, an […]

Document summarization with Heatwave GenAI

Introduction In today’s data-driven enterprises, the volume of unstructured documents is growing rapidly. AI powered document summarization improves enterprise efficiency by eliminating the need to go over these documents manually. Large Language Models (LLMs) are powerful tools for summarizing documents, but they face context window limits when dealing with long documents. Furthermore, studies show that […]

NL2ML – Natural Language to Machine Learning – with Heatwave

Introduction Heatwave AutoML is super simple to use, and now we are introducing another feature for ease of use called NL2ML (or Natural language to machine learning) which provides step by step guidelines on how to use ML for a particular business problem. NL2ML is a natural language interface that simplifies user interactions with Heatwave AutoML. […]

Protecting AI Vector Embeddings in MySQL: Security Risks, Database Protection, and Best Practices

Executive Summary AI applications rely on vector embeddings to power search and recommendations, but these data-rich vectors introduce new security and privacy risks. This blog explains the main threats to AI embeddings, how attacks can occur, and proven strategies for protecting vector data with MySQL—covering secure storage, access controls, encryption, auditing, and compliance best practices. […]

Effortless Document AI with MySQL HeatWave GenAI

Manually sifting through documents like purchase orders (POs) to find specific information is a time-consuming and often frustrating task. What if you could simply ask questions in plain English and get immediate, accurate answers? This is now possible with MySQL HeatWave GenAI. MySQL HeatWave is a fully managed MySQL database service that combines transactions, analytics, […]

Accelerate Similarity Search with Automatic HeatWave Vector Index

MySQL HeatWave is the only fully managed MySQL database service that combines transactions, analytics, machine learning, and GenAI services, without ETL. It also includes the capabilities to query data in object store and provides the best price performance in the industry. MySQL HeatWave is available on Oracle OCI, Amazon AWS, and Microsoft Azure. When building […]

MySQL HeatWave and MySQL AI integration with Model Context Protocol

MySQL HeatWave is the only fully managed MySQL database service that combines transactions, analytics, machine learning, and GenAI services, without ETL duplication. Also included is MySQL HeatWave Lakehouse, which allows users to query data in object storage, MySQL databases, or a combination of both. Users can deploy MySQL HeatWave–powered apps on a choice of public […]

Build a Smart Weather Agent with LangChain and MySQL HeatWave GenAI

Agentic AI represents a significant leap forward from simple chatbots. Instead of just responding to a single question, an AI “agent” can proactively pursue a goal. It can decompose a complex request into a logical series of steps, choose the right tools for each step—like querying a database or running a calculation—and then execute that […]

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