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 defau…
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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 t…
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…
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 …
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'v…
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 , HumanMessage…
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…