FAANG - Robotic Content

When Unlearning Is Free: Leveraging Low Influence Points to Reduce Computational Costs

by AI Generated Robotic ContentFAANG July 18, 2026Comments are Disabled

As concerns around data privacy in machine learning grow, the ability to unlearn—or remove—specific data points from trained models becomes increasingly important. While state-of-the-art unlearning methods have emerged in response, they typically treat all points in the forget set equally. In this work, we challenge this approach by asking: do points that have a negligible …

In-House LLM Serving at Netflix

by AI Generated Robotic ContentFAANG July 18, 2026Comments are Disabled

By AI Platform’s Model Runtime team and Inference team Introduction Most organizations consume LLMs through hosted APIs. Netflix went further — we run the full stack ourselves, from model deployment through inference, inside our existing production environment rather than a separate ML silo. Some of those decisions weren’t obvious, and a few revealed their trade-offs only under …

Transform your sales organization with Amazon Quick: your new agentic AI teammate

by AI Generated Robotic ContentFAANG July 18, 2026Comments are Disabled

The average sales rep spends only 40% of their time actually selling. The rest is eaten up by necessary, but lower-value work: customer relationship management (CRM) updates, prospect research, email drafting, and endless context-switching between tools. Before you know it, the day has passed and you’ve spent only a small fraction of your time on …

13 hands-on demos to build on Gemini Enterprise Agent Platform

by AI Generated Robotic ContentFAANG July 18, 2026Comments are Disabled

Earlier this year, we introduced Gemini Enterprise Agent Platform, where you can build, scale, govern, and optimize agents. Today, we’re sharing 13 demos that walk you through what Agent Platform can do. Each one teaches a concept, a pattern, or an architecture you can put to work immediately. The best part? You don’t have to …

Location-Invariant Properties of Functions Versus Properties of Distributions: United in Testing but Separated in Verification

by AI Generated Robotic ContentFAANG July 17, 2026Comments are Disabled

A property of functions is called location-invariant (or symmetric) if it can be characterized in terms of the frequencies in which each value occurs in the function, regardless of the locations in which each value occurs. It is known that the (query) complexity of testing location-invariant properties of functions is closely related to the (sample) …

Build enterprise search for agents with Amazon Bedrock Managed Knowledge Base

by AI Generated Robotic ContentFAANG July 17, 2026Comments are Disabled

Knowledge bases that ground agents and generative AI applications over your enterprise data are hard to build at scale. Teams typically stitch together connectors, parsers, vector stores, knowledge graphs, and retrieval logic, then operationalize all of it for production. Each piece brings its own challenges. You must decide which data sources to connect and how …

2026 Gartner Magic Quadrant for Conversatimax 1000x1000 1

Google is a Leader and positioned furthest in Vision and highest in Execution in the 2026 Gartner® Magic Quadrant™ for Conversational AI Platforms

by AI Generated Robotic ContentFAANG July 17, 2026Comments are Disabled

For the second consecutive year, Google has been named a Leader in the Gartner® Magic Quadrant™ for Conversational AI Platforms. Google received the furthest and highest in positioning on the “Vision” and “Execution” axes and is now ranked #1 in three out of four Critical Capabilities Use Cases. We believe this recognition reflects our continued …

One Layer Is Enough: Adapting Pretrained Visual Encoders for Image Generation

by AI Generated Robotic ContentFAANG July 16, 2026Comments are Disabled

Visual generative models (e.g., diffusion models) typically operate in compressed latent spaces to balance training efficiency and sample quality. In parallel, there has been growing interest in leveraging high-quality pre-trained visual representations—either by aligning them inside VAEs or directly within the generative model. However, adapting such representations remains challenging due to fundamental mismatches between understanding-oriented …

Built Technologies builds an AI-powered document intelligence solution on AWS to power agents across real estate finance

by AI Generated Robotic ContentFAANG July 16, 2026Comments are Disabled

Document processing in real estate is complex and highly manual, impacting critical business decisions at scale, making it ripe for automation. Built Technologies, a real estate finance software provider, processes over $500B in real estate projects. The company deployed an AI-powered document processing engine on Amazon Bedrock and the AWS Intelligent Document Processing (IDP) Accelerator. …

IDC: Why the right networking approach is foundational to agentic AI

by AI Generated Robotic ContentFAANG July 16, 2026Comments are Disabled

Editor’s note: Today we hear from IDC on the results of its 2026 AI in Networking Special Report Survey exploring the enterprises’ concerns about networking infrastructure to support the rise of agentic AI in their organizations. The survey was sponsored by Google Cloud. Enterprises are moving quickly on AI pilots, but the move from pilot …