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Building BrewCore: Espresso Tracking on Vercel, DynamoDB, and Amazon Bedrock

Building BrewCore: Espresso Tracking on Vercel, DynamoDB, and Amazon Bedrock

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4 min read
Your Prompt Isn't the Problem: Why System Prompts Matter More Than User Prompts in Production AI Applications

Your Prompt Isn't the Problem: Why System Prompts Matter More Than User Prompts in Production AI Applications

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4 min read
Two-stage AI triage: Claude on Bedrock plus a conformal ML ensemble, on DynamoDB and Vercel

Two-stage AI triage: Claude on Bedrock plus a conformal ML ensemble, on DynamoDB and Vercel

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2 min read
Bedrock Managed Knowledge Base: Anatomy of a Managed RAG Pipeline

Bedrock Managed Knowledge Base: Anatomy of a Managed RAG Pipeline

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10 min read
ADR: Adopting Amazon Bedrock AgentCore in Production

ADR: Adopting Amazon Bedrock AgentCore in Production

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11 min read
Contract Intelligence on AWS: Field-Notes Architecture

Contract Intelligence on AWS: Field-Notes Architecture

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10 min read
Document Automation with Bedrock: A Modernization Journey

Document Automation with Bedrock: A Modernization Journey

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12 min read
Web Search on Bedrock AgentCore: An In-Depth Technical Review

Web Search on Bedrock AgentCore: An In-Depth Technical Review

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11 min read
GPT-5 vs Claude vs Nova on Bedrock: A Production Governance Bake-off

GPT-5 vs Claude vs Nova on Bedrock: A Production Governance Bake-off

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9 min read
Building an AI Agent That Responds to Real-Time Events with AWS Bedrock, Kinesis, DynamoDB, and S3

Building an AI Agent That Responds to Real-Time Events with AWS Bedrock, Kinesis, DynamoDB, and S3

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6 min read
Putting an OpenAI-Compatible Gateway in Front of AWS Bedrock

Putting an OpenAI-Compatible Gateway in Front of AWS Bedrock

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12 min read
The Most Important AWS AI Announcement Wasn't a Model. It Was an Operating Model

The Most Important AWS AI Announcement Wasn't a Model. It Was an Operating Model

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6 min read
I Let My AI Agent Build a Bedrock RAG Knowledge Base, Here Are the 2 Mistakes the AWS Agent Toolkit Caught

I Let My AI Agent Build a Bedrock RAG Knowledge Base, Here Are the 2 Mistakes the AWS Agent Toolkit Caught

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5 min read
Setting Up AWS Bedrock with Claude Code via IAM — No Hardcoded Keys, Ever

Setting Up AWS Bedrock with Claude Code via IAM — No Hardcoded Keys, Ever

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4 min read
I rewrote my Bedrock client three times. Then I extracted the boring parts into one library.

I rewrote my Bedrock client three times. Then I extracted the boring parts into one library.

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4 min read
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