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Madrigal's "Failures as Eval Suites" Pattern and How Flow Already Provides the Infrastructure
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Madrigal's "Failures as Eval Suites" Pattern and How Flow Already Provides the Infrastructure

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6 min read
Building AI Behavior Lab: A Developer-First Debugger for Memory, Context, and Tooling
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Building AI Behavior Lab: A Developer-First Debugger for Memory, Context, and Tooling

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3 min read
Day 10: The Full RAG Chain — From Library to Answers 🔗

Day 10: The Full RAG Chain — From Library to Answers 🔗

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2 min read
Building Safe LangChain Agents with Scope Verification

Building Safe LangChain Agents with Scope Verification

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5 min read
Day 9: RAG — Giving Your AI a Private Library 📚

Day 9: RAG — Giving Your AI a Private Library 📚

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2 min read
I built ORAG - an organizational RAG and MCP platform in TypeScript

I built ORAG - an organizational RAG and MCP platform in TypeScript

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3 min read
Day 8: Building Custom Tools — Teaching Your AI New Skills 🛠️

Day 8: Building Custom Tools — Teaching Your AI New Skills 🛠️

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2 min read
Day 7: Introducing AI Agents & Tools — Giving Your AI "Hands" 🛠️

Day 7: Introducing AI Agents & Tools — Giving Your AI "Hands" 🛠️

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2 min read
Why MCP is the "USB-C" of AI Tools
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Why MCP is the "USB-C" of AI Tools

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3 min read
Day 6: Give Your AI a Memory — Building Chatbots that Actually Remember 🧠

Day 6: Give Your AI a Memory — Building Chatbots that Actually Remember 🧠

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2 min read
RAG Series (2): Building Your First RAG Pipeline with LangChain
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RAG Series (2): Building Your First RAG Pipeline with LangChain

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10 min read
Production AI agents: 18 months of lessons across voice, WhatsApp, and web chat

Production AI agents: 18 months of lessons across voice, WhatsApp, and web chat

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2 min read
Day 5: Chaining the Chains — Building Multi-Step AI Pipelines 🏗️

Day 5: Chaining the Chains — Building Multi-Step AI Pipelines 🏗️

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2 min read
What is Hybrid search in RAGs?

What is Hybrid search in RAGs?

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2 min read
Day 4: Output Parsers — Turning AI Chatter into Structured Data 🛠️

Day 4: Output Parsers — Turning AI Chatter into Structured Data 🛠️

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2 min read
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