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Build an AI assistant using Amazon Q Business with Amazon S3 clickable URLs

by AI Generated Robotic ContentFAANGPosted on Comments are Disabled

Organizations need user-friendly ways to build AI assistants that can reference enterprise documents while maintaining document security. This post shows how to use Amazon Q Business to create an AI assistant that provides clickable URLs to source documents stored in Amazon Simple Storage Service (Amazon S3), to support secure document access and verification. Amazon Q …

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Redefining enterprise data with agents and AI-native foundations

by AI Generated Robotic ContentFAANGPosted on Comments are Disabled

The world is not just changing; it’s being re-engineered in real-time by data and AI. The way we interact with data is undergoing a fundamental transformation, moving beyond human-led analysis to a collaborative partnership with intelligent agents. This is the agentic shift, a new era where specialized AI agents work autonomously and cooperatively to unlock …

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Building a Decoder-Only Transformer Model for Text Generation

by AI Generated Robotic ContentAI/ML ResearchPosted on Comments are Disabled

This post is divided into five parts; they are: • From a Full Transformer to a Decoder-Only Model • Building a Decoder-Only Model • Data Preparation for Self-Supervised Learning • Training the Model • Extensions The transformer model originated as a sequence-to-sequence (seq2seq) model that converts an input sequence into a context vector, which is …

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Ambisonics Super-Resolution Using A Waveform-Domain Neural Network

by AI Generated Robotic ContentFAANGPosted on Comments are Disabled

Ambisonics is a spatial audio format describing a sound field. First-order Ambisonics (FOA) is a popular format comprising only four channels. This limited channel count comes at the expense of spatial accuracy. Ideally one would be able to take the efficiency of a FOA format without its limitations. We have devised a data-driven spatial audio …

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Cost tracking multi-tenant model inference on Amazon Bedrock

by AI Generated Robotic ContentFAANGPosted on Comments are Disabled

Organizations serving multiple tenants through AI applications face a common challenge: how to track, analyze, and optimize model usage across different customer segments. Although Amazon Bedrock provides powerful foundation models (FMs) through its Converse API, the true business value emerges when you can connect model interactions to specific tenants, users, and use cases. Using the …

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