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⚡ AI Lessons

Dev.to · Mikhail
3w ago
I turned my portfolio into an MCP server (and I'm not a programmer)
A civil engineer who directs AI agents built a portfolio that answers questions from other AI agents. Here's what broke, what worked, and why.

Dev.to · Mikhail
💻 AI-Assisted Coding
⚡ AI Lesson
3w ago
I Asked One AI to Fact-Check Another AI's Audit of My Own Code
I'm not a programmer. My background is construction engineering, and I got into programming almost by...

Dev.to · Mikhail
📐 ML Fundamentals
⚡ AI Lesson
1mo ago
I Measured PageRank Token Savings on a Real Codebase. The Result Will Surprise You.
I measured actual token savings from PageRank-based file prioritization on a 50K LOC Python project. The result: Top 20% files give only -2% savings. Here's why

Dev.to · Mikhail
🔍 RAG & Vector Search
1mo ago
The Silent Vector Contamination Bug: Why Your Concurrent Embeddings Might Be Lying to You
How a subtle race condition in async inference queues returned syntactically valid embeddings for the wrong inputs — and how to catch it with a cosine contamina

Dev.to · Mikhail
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
6mo ago
From Tick to Bar: Engineering a Scalable Price Aggregation Pipeline
Hi, everyone! Today I'm going to discuss engineering of a scalable price pipeline. Every trading...

Dev.to · Mikhail
🔧 Backend Engineering
⚡ AI Lesson
1y ago
How to implement detekt in Spring Boot + Kotlin + Gradle project
Detekt is an open-source static code analyzer developed by the Kotlin community. It's flexible and...
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