Temporal Policies in AgentCore: 98 Denied Deploys and a 409 That Never Came
I asked a Strands agent for something reasonable: “run the tests and deploy.” It issued run_tests and deploy in the same turn, and the Gateway rejec…
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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…
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…
How to Build an AI Coding Assistant with Amazon Bedrock Claude Function Calling in Node.js
Ever wondered how to turn Claude on Bedrock into a real‑time pair programmer that can edit your code for you? In a few minutes you’ll see a complete…
What Bedrock AgentCore Actually Puts on Your A2A Agent Card
This article provides a step by step look at the A2A agent card a Strands agent publishes on Amazon Bedrock AgentCore Runtime, and how it compares f…
LLM Routing with Zero Code: Content-Based Model Selection on Bedrock with Step Functions
Sending every request to your biggest model is the easiest way to burn a Bedrock budget — a "what's the capital of Japan?" question doesn't need the…
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…
MCP Server on Bedrock AgentCore: What "Stateless Writes" Actually Forces You Into
We just shipped an MCP server on Amazon Bedrock AgentCore Runtime that handles AWS Marketplace seller operations, private offers, change sets, the w…
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…
Your RAG copilot can't count — stop letting it try
Your RAG copilot can't count — stop letting it try A user asked our document-search copilot a completely reasonable question: how many documents a s…
Run Amazon Bedrock locally, with real completions from Ollama
MiniStack 1.4.0 ships four new services that emulate Amazon Bedrock end to end, and one env var that turns the mock into a real LLM backend. The def…
The Simplest Explanation: What a 700-Year-Old Idea Teaches Us About AI
There is a very old theory that I learned about in my high school science class many years ago, and as we see AI become even more mainstream, I keep…
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…
I Let My AI Agent Build a Bedrock RAG Knowledge Base, Here Are the 2 Mistakes the AWS Agent Toolkit Caught
Provisioning a Bedrock RAG knowledge base with S3 Vectors, without the hallucinated API calls. If you've asked an AI coding agent to set up AWS, you…
Converting LangChain Messages to OpenAI and Amazon Bedrock Converse Formats
When building AI applications with LangChain, your chat history usually lives as a list of LangChain message objects like SystemMessage , HumanMessa…
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…