Building an AI game testing agent with Amazon Bedrock
TutoSartup excerpt from this article:
Can an AI agent on Amazon Bedrock deliver autonomous QA that actually works? The most common approach is scripting: Bots replay recorded inputs and follow set paths, which makes them fast, repeatable, and good for regression checks... Reinforcement learning agents handle change better and can wander into states a script would never reach, but they bring their own overhead: You have to design re...
Can an AI agent on Amazon Bedrock deliver autonomous QA that actually works? The most common approach is scripting: Bots replay recorded inputs and follow set paths, which makes them fast, repeatable, and good for regression checks... Reinforcement learning agents handle change better and can wander into states a script would never reach, but they bring their own overhead: You have to design re...
Specification-driven composition for flexible data workflows
TutoSartup excerpt from this article:
In this post, I show how to apply specification-driven composition to data transformation workflows... Solution overview You can separate workflow intent from processing logic with specification-driven composition... Instead of embedding logic in scripts, the system describes workflow intent in a structured specification, validates the specification before processing, and dynamically assembles...
In this post, I show how to apply specification-driven composition to data transformation workflows... Solution overview You can separate workflow intent from processing logic with specification-driven composition... Instead of embedding logic in scripts, the system describes workflow intent in a structured specification, validates the specification before processing, and dynamically assembles...
MCP tool design: Practical approaches and tradeoffs
TutoSartup excerpt from this article:
Many teams start by exposing an existing API as-is and trusting the agent to figure out the rest... It is a natural way to extend APIs to agentic systems and generative AI coding tools... You must design your tools for how large language models (LLMs) and agentic systems work... Your agent makes unexpected choices, the context fills sooner than expected, and your session quickly becomes less use...
Many teams start by exposing an existing API as-is and trusting the agent to figure out the rest... It is a natural way to extend APIs to agentic systems and generative AI coding tools... You must design your tools for how large language models (LLMs) and agentic systems work... Your agent makes unexpected choices, the context fills sooner than expected, and your session quickly becomes less use...
Enhancing enterprise inference on Amazon SageMaker HyperPod with data capture, Hugging Face, NVMe, and Route 53 integration
TutoSartup excerpt from this article:
Amazon SageMaker HyperPod is rising to meet that challenge with a set of new capabilities designed to streamline how organizations deploy and operate large models in production... Teams can now record inputs and outputs at multiple points along the inference path: from the endpoint, to the load balancer, to the model pod itself... You can also deploy models directly from popular community hubs wi...
Amazon SageMaker HyperPod is rising to meet that challenge with a set of new capabilities designed to streamline how organizations deploy and operate large models in production... Teams can now record inputs and outputs at multiple points along the inference path: from the endpoint, to the load balancer, to the model pod itself... You can also deploy models directly from popular community hubs wi...
Iran Conflict Reorders the Bond Market’s Hierarchy of Havens
TutoSartup excerpt from this article:
It’s debatable whether the period since the attacks began on Feb...Perhaps the most surprising trend since the conflict began: bank loans have outperformed the rest of the field by a wide margin, based on a set of ETFs through yesterday’s close (July 8)... The Invesco Senior Loan ETF (BKLN) continues to lead, rallying more than 3% since Feb...Meanwhile, most Treasuries and t...
It’s debatable whether the period since the attacks began on Feb...Perhaps the most surprising trend since the conflict began: bank loans have outperformed the rest of the field by a wide margin, based on a set of ETFs through yesterday’s close (July 8)... The Invesco Senior Loan ETF (BKLN) continues to lead, rallying more than 3% since Feb...Meanwhile, most Treasuries and t...
Introducing Claude apps gateway for AWS
TutoSartup excerpt from this article:
Today, we’re announcing the Claude apps gateway for AWS, a self-hosted control plane that gives organizations a single point of control over access, cost, and policy for Claude Code and Claude Desktop... You can deploy it through Amazon Bedrock to keep data within the AWS security boundary, or through Claude Platform on AWS to get the same gateway controls with the native Claude platform exper...
Today, we’re announcing the Claude apps gateway for AWS, a self-hosted control plane that gives organizations a single point of control over access, cost, and policy for Claude Code and Claude Desktop... You can deploy it through Amazon Bedrock to keep data within the AWS security boundary, or through Claude Platform on AWS to get the same gateway controls with the native Claude platform exper...
Designing for the inevitable: System prompt leakage and mitigations in generative AI applications
TutoSartup excerpt from this article:
System prompts form the foundation of generative AI applications... A system prompt is a collection of instructions and operational context provided to a large language model (LLM) that shapes how the model behaves and interacts with users and tools... System prompts often contain proprietary information, including role definitions, behavioral guidelines, tool descriptions and usage instruc...
System prompts form the foundation of generative AI applications... A system prompt is a collection of instructions and operational context provided to a large language model (LLM) that shapes how the model behaves and interacts with users and tools... System prompts often contain proprietary information, including role definitions, behavioral guidelines, tool descriptions and usage instruc...