The ML you need to operate LLMs, not train them
You do not need to understand backpropagation to run a large language model well in production. You need a smaller, more practical thing: the operat…
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I Gave My Agent a Deployment Tool. It Could Finally Answer.
My first CloudOps agent could not tell me whether production was healthy. That was the correct answer. It had a model and a system prompt, but it ha…
Streaming Claude Tokens from Bedrock with Node.js 22: SSE Made Simple
Developers keep asking why LLM responses feel sluggish when they have to wait for the whole answer. With Bedrock’s streaming mode and Node 22’s nati…
Building a receipt-scanning budget tracker with Amazon Bedrock, Lambda, and DynamoDB
--- The Problem I Kept Ignoring Every week, the same small annoyance played out: I'd snap a photo of a receipt, tell myself I'd log it later, and th…
Strands on AgentCore, Answering Two Other Clouds: The Contract, the Header, and the microVM
Strands ships no A2A server integration, which turns out to be the easiest starting position of the three frameworks I used: you drop the agent behi…
RAG Powered Apps with Amazon Bedrock, Part 2: Automating the RAG Pipeline with Terraform
Before you start: This picks up where Part 1 left off. From part 1, you would've learned how to setup a Bedrock Knowledge Base in the console. In ad…
Cloudagotchi Part 4 : My Tamagotchi reads me the AWS news
Here's my problem with virtual pets, and honestly with most IoT demos: after the novelty fades, they don't do anything for you. My pet from part 3 h…
Running Claude Code on AWS Bedrock: IAM, SCPs, and the Governance Model Most Teams Get Wrong
Cross-posted with permission from iqraa.tech — the full guide has the complete IAM policy, SCP examples, and a 300-engineer rollout case study. Clau…
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 te…
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?" Th…
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…
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 unti…
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 tha…
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 build…