faang - Robotic Content

The Blueprint: How Voicify makes AI-enabled ordering a delight for customers

by AI Generated Robotic ContentFAANG July 24, 2026Comments are Disabled

Welcome to The Blueprint, a new feature where we highlight how Google Cloud customers are tackling unique and common challenges across industries using the latest AI and cloud technologies. We hope to inspire others looking to innovate in their work. Founded in 2018, Voicify reimagines the traditional phone call with the goal of transforming every …

AI Teammates: how monday.com runs production AI agents on Amazon Bedrock

by AI Generated Robotic ContentFAANG July 23, 2026Comments are Disabled

AI Teammates are agentic AI on Amazon Bedrock, and few engineering organizations run them in production at the scale that monday.com does. Nine in ten Builders use AI coding tools every month, up from roughly half a year ago. Per-engineer PR throughput is up by more than half. Every figure in this post comes from …

Environment-free Synthetic Data Generation for API-Calling Agents

by AI Generated Robotic ContentFAANG July 22, 2026Comments are Disabled

Training API-calling large language model (LLM) agents demands massive amounts of high-quality trajectories. However, collecting such data at scale typically requires fully implemented environments with executable APIs and realistic, pre-populated backend databases, creating a major bottleneck for scalability. To overcome this, we propose an environment-free synthetic data generation approach that leverages LLMs as on-the-fly digital …

Exploring self-distilled reasoning for supervised fine-tuning with Amazon Nova

by AI Generated Robotic ContentFAANG July 22, 2026Comments are Disabled

When you fine-tune a model using Supervised Fine-Tuning (SFT), creating high-quality chain-of-thought (CoT) reasoning traces for your training data is often impractical and can be prohibitively expensive. As a result, you might choose to skip reasoning during SFT and train with only inputs and outputs. However, reasoning is a key capability of the Amazon Nova …

Why AI apps fail in production (And how Google solved it)

by AI Generated Robotic ContentFAANG July 22, 2026Comments are Disabled

We are living in the golden age of the weekend AI side project. Thanks to agentic engineering and LLMs, the time to go from a blank IDE to a functional local application has dropped from quarters to hours. You can build your wildest ideas over a cup of coffee. But inside an enterprise ecosystem with …

RayRoPE: Projective Ray Positional Encoding for Multi-View Attention

by AI Generated Robotic ContentFAANG July 21, 2026Comments are Disabled

We study positional encodings for multi-view transformers that process tokens from a set of posed input images, and seek a mechanism that encodes patches uniquely, allows SE(3)-invariant attention with multi-frequency similarity, and can be adaptive to the geometry of the underlying scene. We find that prior (absolute or relative) encoding schemes for multi-view attention do …

Custom OS installation now available on AWS DeepRacer devices

by AI Generated Robotic ContentFAANG July 21, 2026Comments are Disabled

With the stock firmware and software, developers couldn’t modify their AWS DeepRacer devices to use the latest operating systems. Now, developers can upgrade or install a custom operating system (OS) by using a newly released bootloader, which extends the life of these hardware devices. AWS DeepRacer devices are fully autonomous 1/18th scale race cars driven …

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 …