Bedrock Inference Profiles — From Flying Blind to Understanding Your AWS Bedrock Usage in Detail
The starting point: zero visibility Every organization is using Claude, Codex, Cursor, Cline, and many other wonderful tools right now to improve team…
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Don't Let Your LLM Wing It: Building a Knowledge Base That Actually Knows Things
Every team eventually asks the same question: "can we make the LLM answer questions about our docs instead of hallucinating something plausible?" The …
Building BrewCore: Espresso Tracking on Vercel, DynamoDB, and Amazon Bedrock
Beyond the Timer: How I Built BrewCore for the H0 Hackathon Home espresso is a paradox. Baristas obsess over the micro-details the gram weight, the se…
Building an AI Agent That Responds to Real-Time Events with AWS Bedrock, Kinesis, DynamoDB, and S3
Most recommendation systems are batch jobs. They crunch last night's data, write a recommendations table, and serve it all day. That works fine until …
The iam: PassRole Nightmare - 3 Weeks of My Life I Will Never Get Back
Let me tell you the story of three weeks of my life I will never get back. We were building an AI agent on AMAZON Bedrock — an autonomous system that …
AWS Agent Registry: a private catalog to stop agent sprawl
Two weeks ago, on a call with a friend, the line came up that I've been hearing in different formats since early this year: "I have four teams buildin…