Taxonomy of agentic primitives in Amazon Quick
TutoSartup excerpt from this article:
Over the past year, as we built Amazon Quick, our agents went from answering questions to taking actions: scheduling meetings, running research, generating reports... As the system evolved, one problem kept resurfacing: there was no shared definition of the primitives that agentic work is built from... Is that a new agent, a scheduled instruction to an existing one, a workflow, or a skill? These a...
Over the past year, as we built Amazon Quick, our agents went from answering questions to taking actions: scheduling meetings, running research, generating reports... As the system evolved, one problem kept resurfacing: there was no shared definition of the primitives that agentic work is built from... Is that a new agent, a scheduled instruction to an existing one, a workflow, or a skill? These a...
Serverless MCP server for AI agent data lake access on Amazon ECS Fargate
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Our team supports Amazon’s North America Sort Center (NASC) network, where planning teams rely on operational data to manage capacity, labor, and package flow... To give those teams conversational access to that data, we built a serverless Model Context Protocol (MCP) server on Amazon Elastic Container Service (Amazon ECS) with AWS Fargate to address this problem for planning teams in NASC... ...
Our team supports Amazon’s North America Sort Center (NASC) network, where planning teams rely on operational data to manage capacity, labor, and package flow... To give those teams conversational access to that data, we built a serverless Model Context Protocol (MCP) server on Amazon Elastic Container Service (Amazon ECS) with AWS Fargate to address this problem for planning teams in NASC... ...
AI Meets Politics: A New Test for Tech Stocks
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The key concern is that AI-related spending continues to surge, leaving investors increasingly focused on whether future profits can justify the industry’s unprecedented capital investments...Skeptics of the AI-fueled surge in the stock market have long warned that a bubble may be forming... Those concerns deepened after yesterday’s sharp selloff in equities, which marked the market’s worst...
The key concern is that AI-related spending continues to surge, leaving investors increasingly focused on whether future profits can justify the industry’s unprecedented capital investments...Skeptics of the AI-fueled surge in the stock market have long warned that a bubble may be forming... Those concerns deepened after yesterday’s sharp selloff in equities, which marked the market’s worst...
How OrderServ achieved up to 64% cost savings with multi-tenant ECS
TutoSartup excerpt from this article:
Why we moved away from dedicated clusters The dedicated-cluster model provided strong isolation but no economy of scale...When your food-ordering platform doubles its brand count, dedicated clusters become your biggest cost problem, and every failed request during a traffic surge is a lost sale... Since then, the service grew from serving a single quick-service restaurant (QSR) brand to poweri...
Why we moved away from dedicated clusters The dedicated-cluster model provided strong isolation but no economy of scale...When your food-ordering platform doubles its brand count, dedicated clusters become your biggest cost problem, and every failed request during a traffic surge is a lost sale... Since then, the service grew from serving a single quick-service restaurant (QSR) brand to poweri...
Introducing AWS account access manager: IAM role flexibility with centralized workforce access
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AWS Identity and Access Management (IAM) is introducing account access manager, a flexible new way to manage workforce access to your Amazon Web Services (AWS) accounts... Account access manager streamlines the assignment of your existing IAM roles from individual AWS accounts to your workforce users and groups in an organization instance of IAM Identity Center, giving you a clear path to central...
AWS Identity and Access Management (IAM) is introducing account access manager, a flexible new way to manage workforce access to your Amazon Web Services (AWS) accounts... Account access manager streamlines the assignment of your existing IAM roles from individual AWS accounts to your workforce users and groups in an organization instance of IAM Identity Center, giving you a clear path to central...
How TUI scales threat modeling for 100+ teams with Amazon Bedrock
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When your security team has four engineers and your organization has over 100 digital product teams, threat modeling becomes a bottleneck fast... At TUI, each threat modeling session took 4–6 hours of manual work: reviewing architecture diagrams, mapping threats to internal standards, researching security issues, and documenting findings in Confluence... TUI needed threat modeling to become ma...
When your security team has four engineers and your organization has over 100 digital product teams, threat modeling becomes a bottleneck fast... At TUI, each threat modeling session took 4–6 hours of manual work: reviewing architecture diagrams, mapping threats to internal standards, researching security issues, and documenting findings in Confluence... TUI needed threat modeling to become ma...
How Amazon Marketplace evaluates content quality with Amazon SageMaker AI
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Combine VLM semantic scores with OCR readability signals in a lightweight CatBoost classifier trained on expert annotations... Figure 1: Block diagram of the VLM-based multi-model fusion approach, including VLM, OCR, and classifier models Adaptive VLM content evaluation with expert annotations A pretrained VLM prompted with a rubric scores content from its general knowledge, and those s...
Combine VLM semantic scores with OCR readability signals in a lightweight CatBoost classifier trained on expert annotations... Figure 1: Block diagram of the VLM-based multi-model fusion approach, including VLM, OCR, and classifier models Adaptive VLM content evaluation with expert annotations A pretrained VLM prompted with a rubric scores content from its general knowledge, and those s...