Optimizing cost and latency with Amazon Bedrock prompt caching
TutoSartup excerpt from this article:
When you cache parts of your conversation context (system prompts, documents, tool definitions), Amazon Bedrock reads the cached tokens on subsequent requests instead of reprocessing them... This can reduce time-to-first-token (TTFT) and lower costs for cached input tokens by up to 90 percent on cache hits, without changing your model or prompt quality... Mixed TTL caching: Assign different cac...
When you cache parts of your conversation context (system prompts, documents, tool definitions), Amazon Bedrock reads the cached tokens on subsequent requests instead of reprocessing them... This can reduce time-to-first-token (TTFT) and lower costs for cached input tokens by up to 90 percent on cache hits, without changing your model or prompt quality... Mixed TTL caching: Assign different cac...
Build an AI-powered product tagging system with Amazon SageMaker serverless model customization
TutoSartup excerpt from this article:
A general-purpose frontier model can generate tags with prompt engineering, but a high-volume tagging workflow usually has a narrower objective: return the right attributes in the right schema, consistently... When the taxonomy is stable and the output can be scored programmatically, customizing a smaller open-weight model can be a better fit for the task... With this approach, you can teach the...
A general-purpose frontier model can generate tags with prompt engineering, but a high-volume tagging workflow usually has a narrower objective: return the right attributes in the right schema, consistently... When the taxonomy is stable and the output can be scored programmatically, customizing a smaller open-weight model can be a better fit for the task... With this approach, you can teach the...
Announcing instance preference lists for Amazon SageMaker AI training jobs
TutoSartup excerpt from this article:
What if you could submit a single job with a list of suitable GPU options and have Amazon SageMaker AI automatically find available capacity from your list – reducing wait times and getting your teams back to building? Today, we’re excited to announce Instance preference lists for Amazon SageMaker AI Training Jobs and Amazon SageMaker Processing Jobs, helping you secure on-demand capacity fa...
What if you could submit a single job with a list of suitable GPU options and have Amazon SageMaker AI automatically find available capacity from your list – reducing wait times and getting your teams back to building? Today, we’re excited to announce Instance preference lists for Amazon SageMaker AI Training Jobs and Amazon SageMaker Processing Jobs, helping you secure on-demand capacity fa...
Operationalizing least privilege: Automate IAM remediation through your CI/CD pipeline
TutoSartup excerpt from this article:
It identifies unused permissions across IAM roles and users: actions that haven’t been exercised, services that haven’t been accessed, and principals that aren’t being assumed at all... Instead of findings accumulating in a dashboard waiting for someone to investigate, the automation classifies each role by how it was created and produces a ready-to-review remediation artifact: a pull reque...
It identifies unused permissions across IAM roles and users: actions that haven’t been exercised, services that haven’t been accessed, and principals that aren’t being assumed at all... Instead of findings accumulating in a dashboard waiting for someone to investigate, the automation classifies each role by how it was created and produces a ready-to-review remediation artifact: a pull reque...
Inflation Signals Clash Ahead of High-Stakes Fed Decision
TutoSartup excerpt from this article:
The Federal Reserve usually looks through headline measures of inflation and focuses on core readings when adjusting monetary policy and setting its target rate... The reasoning is that core inflation generally does a better job of capturing the underlying trend of price changes and ignores short-term noise... The main dilemma: a variety of core inflation measures continue to show a disinflationar...
The Federal Reserve usually looks through headline measures of inflation and focuses on core readings when adjusting monetary policy and setting its target rate... The reasoning is that core inflation generally does a better job of capturing the underlying trend of price changes and ignores short-term noise... The main dilemma: a variety of core inflation measures continue to show a disinflationar...
AWS Security Reference Architecture: A deep dive into PCI DSS compliance
TutoSartup excerpt from this article:
Organizations subject to PCI DSS have long asked for a comprehensive reference that bridges the gap between general AWS security best practices and the specific technical and organizational controls required to achieve and maintain PCI DSS compliance... What is the AWS SRA PCI DSS Deep Dive? The AWS SRA is a holistic, prescriptive security architecture guide that describes how AWS securit...
Organizations subject to PCI DSS have long asked for a comprehensive reference that bridges the gap between general AWS security best practices and the specific technical and organizational controls required to achieve and maintain PCI DSS compliance... What is the AWS SRA PCI DSS Deep Dive? The AWS SRA is a holistic, prescriptive security architecture guide that describes how AWS securit...
How Ninth Wave built AI-powered open finance onboarding on Amazon Bedrock
TutoSartup excerpt from this article:
In this post, we describe how Ninth Wave designed and deployed a multi-agent system on Amazon Bedrock AgentCore for a regulated, domain-specific workflow... We walk through the multi-agent architecture behind Compass, the approach to grounding each response in the bank’s own data, the per-task model configuration running in production, and the broader AWS stack that supports enterprise securit...
In this post, we describe how Ninth Wave designed and deployed a multi-agent system on Amazon Bedrock AgentCore for a regulated, domain-specific workflow... We walk through the multi-agent architecture behind Compass, the approach to grounding each response in the bank’s own data, the per-task model configuration running in production, and the broader AWS stack that supports enterprise securit...