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⚡ AI Lessons

Dev.to · Pedro Santos
📐 ML Fundamentals
⚡ AI Lesson
1mo ago
Similarity Search for Failure Diagnosis
Similarity Search for Failure Diagnosis In the previous post, I showed how every saga...

Dev.to · Pedro Santos
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
Testing and Debugging MCP
Testing and Debugging MCP: The Curl-First Approach In the previous post, I connected an AI...

Dev.to · Pedro Santos
🔍 RAG & Vector Search
⚡ AI Lesson
2mo ago
Vectorizing Real-Time Kafka Events
Vectorizing Real-Time Kafka Events for RAG In the previous post, I set up pgvector and...

Dev.to · Pedro Santos
🏗️ Systems Design & Architecture
⚡ AI Lesson
2mo ago
Testing Sagas with Real Failure Scenarios
In the previous post, I walked through the compensation logic in each service. The code looks clean...

Dev.to · Pedro Santos
📣 Digital Marketing & Growth
⚡ AI Lesson
2mo ago
Rollback Chains: When Payment Fails, What Actually Happens
Rollback Chains: When Payment Fails, What Actually Happens In the previous post, I showed...

Dev.to · Pedro Santos
3mo ago
The Orchestrator: State Transitions and Kafka Routing
In the previous post, I explained why I chose the Saga Pattern over distributed transactions. Now...

Dev.to · Pedro Santos
3mo ago
Why Sagas (and Why Not Distributed Transactions)
You have 5 microservices. An order comes in. You need to validate the product, charge the customer,...

Dev.to · Pedro Santos
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Part 3 - Agents That Diagnose, Plan, and Query a Distributed Saga
In the previous posts, I set up LangChain4j and connected AI agents to 5 microservices via MCP. The...

Dev.to · Pedro Santos
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Part 2 - Connecting AI Agents to Microservices with MCP
Connecting AI Agents to Microservices with MCP (No Custom SDKs) In the previous post, I...

Dev.to · Pedro Santos
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Part 1 - Why I Picked LangChain4j Over Spring AI
Distributed sagas are hard enough without AI. You're already dealing with compensating transactions,...
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