Secure short-term GPU capacity for ML workloads with EC2 Capacity Blocks for ML and SageMaker training plans
TutoSartup excerpt from this article:
As companies of various sizes adopt graphic processing units (GPU)-based machine learning (ML) training, fine-tuning and inference workloads, the demand for GPU capacity has outpaced industry-wide supply... When you encounter GPU capacity limitations, you might consider creating on-demand capacity reservations (ODCRs)... A guided approach to secure short-term GPU capacity becomes necessary... In...
As companies of various sizes adopt graphic processing units (GPU)-based machine learning (ML) training, fine-tuning and inference workloads, the demand for GPU capacity has outpaced industry-wide supply... When you encounter GPU capacity limitations, you might consider creating on-demand capacity reservations (ODCRs)... A guided approach to secure short-term GPU capacity becomes necessary... In...
Overcoming reward signal challenges: Verifiable rewards-based reinforcement learning with GRPO on SageMaker AI
TutoSartup excerpt from this article:
Real-world training scenarios often introduce hidden biases, unintended incentives, and ambiguous success criteria that can derail the learning process, leading to models that behave unpredictably or fail to meet desired objectives... In this post, you will learn how to implement reinforcement learning with verifiable rewards (RLVR) to introduce verification and transparency into reward signals ...
Real-world training scenarios often introduce hidden biases, unintended incentives, and ambiguous success criteria that can derail the learning process, leading to models that behave unpredictably or fail to meet desired objectives... In this post, you will learn how to implement reinforcement learning with verifiable rewards (RLVR) to introduce verification and transparency into reward signals ...
Agents that transact: Introducing Amazon Bedrock AgentCore payments, built with Coinbase and Stripe
TutoSartup excerpt from this article:
AI agents are moving beyond assistants that wait for instructions... They call APIs, access MCP servers, coordinate with other agents, and complete complex multi-step tasks on behalf of users... As agents take on increasingly diverse tasks, the ecosystem around them is expanding just as fast to meet that demand... Looking further ahead, services, tools, and content must be designed for humans a...
AI agents are moving beyond assistants that wait for instructions... They call APIs, access MCP servers, coordinate with other agents, and complete complex multi-step tasks on behalf of users... As agents take on increasingly diverse tasks, the ecosystem around them is expanding just as fast to meet that demand... Looking further ahead, services, tools, and content must be designed for humans a...
Risk-On Returns, but Cracks Still Show Beneath the Surface
TutoSartup excerpt from this article:
A big‑picture measure of the trend in global asset allocation has rebounded to a positive bias, based on the ratio of two global asset‑allocation ETFs: an aggressive strategy (AOA) versus its conservative counterpart (AOK)... After taking a hit in April, the ratio has recovered and climbed to a new high in yesterday’s trading (May 6)...The recovery in risk‑on signaling is...
A big‑picture measure of the trend in global asset allocation has rebounded to a positive bias, based on the ratio of two global asset‑allocation ETFs: an aggressive strategy (AOA) versus its conservative counterpart (AOK)... After taking a hit in April, the ratio has recovered and climbed to a new high in yesterday’s trading (May 6)...The recovery in risk‑on signaling is...
New compliance guide available: ISO/IEC 42001:2023 on AWS
TutoSartup excerpt from this article:
Amber has spoken and written extensively on AI and privacy topics, and is an AWS Privacy Reference Architecture primary author... As organizations deploy AI and generative AI workloads in the cloud, aligning with globally recognized standards such as ISO/IEC 42001:2023 becomes an important step toward strengthening AI governance, risk management, and responsible AI practices... This guide helps ...
Amber has spoken and written extensively on AI and privacy topics, and is an AWS Privacy Reference Architecture primary author... As organizations deploy AI and generative AI workloads in the cloud, aligning with globally recognized standards such as ISO/IEC 42001:2023 becomes an important step toward strengthening AI governance, risk management, and responsible AI practices... This guide helps ...
Cost effective deployment of vision-language models for pet behavior detection on AWS Inferentia2
TutoSartup excerpt from this article:
At the core of this capability are computer vision and vision-language models that interpret pet actions from the video streams... Challenge: Reducing GPU inference cost for real-time vision-language models at scale Running advanced vision-language models like Bootstrapping Language-image Pre-Training (BLIP), detailed in the original paper, were hosted on GPU instances and proved less cost-effe...
At the core of this capability are computer vision and vision-language models that interpret pet actions from the video streams... Challenge: Reducing GPU inference cost for real-time vision-language models at scale Running advanced vision-language models like Bootstrapping Language-image Pre-Training (BLIP), detailed in the original paper, were hosted on GPU instances and proved less cost-effe...
The AWS MCP Server is now generally available
TutoSartup excerpt from this article:
I add the MCP configuration with this command: claude mcp add-json aws-mcp --scope user '{"command":"uvx","args":["mcp-proxy-for-aws@latest","https://aws-mcp... https://aws-mcp...I have been building with AI agents and MCP tools for a while now, and one question kept coming up: how do you give an agent real, authenticated access to AWS without handing it the keys to the kingdom? Today, t...
I add the MCP configuration with this command: claude mcp add-json aws-mcp --scope user '{"command":"uvx","args":["mcp-proxy-for-aws@latest","https://aws-mcp... https://aws-mcp...I have been building with AI agents and MCP tools for a while now, and one question kept coming up: how do you give an agent real, authenticated access to AWS without handing it the keys to the kingdom? Today, t...