Mikhail

Civil engineer turned self-taught builder. I direct AI agents to write code while I do architecture, QA, and decisions. Currently building MSCodeBase Intelligence, an MCP server for codebase-aware AI

Belarus, Minsk Joined on Jul 21, 2026 https://github.com/ManSio/

Education

Civil / construction engineering

Mikhail

Aug 11

The Mechanical vs. The Semantic: What Happens When AI Memory is Wrong?

#ai #agents #architecture #mcp

6 min read

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Real-world architecture beats benchmark hype

Mikhail

Aug 9

What I learned building a long-lived AI agent (the boring version)

#ai #python #agents #llm

5 min read

Mikhail

Aug 8

I Asked One AI to Fact-Check Another AI's Audit of My Own Code

#ai #opensource #python #mcp

5 min read

Mikhail

Jul 22

PageRank vs RAG on a Real Codebase: Corrected Numbers, and What I Almost Got Wrong Twice

#machinelearning #python #ai #devtools

7 min read

Mikhail

Jul 21

The Silent Vector Contamination Bug: Why Your Concurrent Embeddings Might Be Lying to You

#machinelearning #python #rag #openvino

4 min read

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Mikhail

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The Mechanical vs. The Semantic: What Happens When AI Memory is Wrong?

Want to connect with Mikhail?

What I learned building a long-lived AI agent (the boring version)

I Asked One AI to Fact-Check Another AI's Audit of My Own Code

PageRank vs RAG on a Real Codebase: Corrected Numbers, and What I Almost Got Wrong Twice

The Silent Vector Contamination Bug: Why Your Concurrent Embeddings Might Be Lying to You