AI HUM TCH MDA AA Aadhith Bedrock Invocation Logs: The Single Source of Truth for Debugging AI Agents on aw “It works on my machine” is the classic developer meme. In the world of Generative AI, the new meme is: “It works, but why did it cost $50…
AI TCH AA Aadhith Tracking Costs for AWS Bedrock Models Using Application Inference Profiles and CloudWatch When using Amazon Bedrock models, cost tracking can be a challenge, especially with on-demand models that don’t support direct tagging…
TCH AI AA Aadhith Solving AWS Batch Monitoring Blind Spots: EventBridge + Lambda + CloudWatch Custom Metrics Recently, we had an incident where a script unintentionally triggered 1,000 AWS Batch jobs at once. The jobs piled up in the job queue and…
TCH AA Aadhith Automating AWS Cost Reports with a Webex Bot and AWS Lambda In this blog post, we will walk through the process of setting up a Webex bot that retrieves AWS Cost and Usage Reports (CUR) using AWS…
AI ART TCH MED AA Aadhith From Black Box to Clarity: Observability for LangChain RAG Chatbots Using OpenTelemetry + AWS X-Ray Supercharge your RAG architecture with deep tracing visibility using OpenTelemetry and AWS X-Ray. In this blog you will learn how to…
AI TCH AA Aadhith Automating AWS Bedrock Cost Reporting with Webex Bot and Lambda AWS Bedrock provides powerful generative AI capabilities, but tracking token usage and associated costs is crucial for managing expenses…
TCH LIF AA Aadhith When CoreDNS Becomes the Bottleneck: A Stress-Testing Story on EKS with kube-burner It Started with a Customer Call
ECO TCH MKT AI AA Aadhith AWS Bedrock Tokenomics: Cost Attribution and Monitoring with CUR and Cost Explorer Our internal AWS sandbox account recently taught us a painful lesson: if you don’t have good attribution, Amazon Bedrock and Claude usage…
AI TCH SCI AA Aadhith Tracking and Optimizing AWS Textract Usage: A Cost Control Solution Using CloudTrail It starts the same way for many teams: someone kicks off a quick proof-of-concept using Amazon Textract, a few PDFs get uploaded, and…
TCH AA Aadhith Automating AWS Cost Reports to Microsoft Teams Using Lambda & API Gateway Managing AWS cloud costs across multiple accounts in an organization can be overwhelming without a centralized view. That’s exactly the…
AI TCH MDA AA Aadhith Demystifying AWS Bedrock Batch Inference Cost: When Usage Doesn’t Show Up in Your Dashboard When I first set up AWS Bedrock for generative AI workloads, monitoring model usage and spending seemed pretty tricky. I even wrote a blog…