Hi, Rustam here!

Engineering lead and AI engineer — I turn complex problems into systems that last. Writing from Viimsi, Estonia.

Rustam, software craftsman

Rustam, 2025

Currently building:

Multi-agent systems, LLM tooling, and ways AI amplifies engineering teams.

Also writing more, apparently.

A bit about me

I'm an engineering lead with over a decade of building production systems, currently focused on backend (TypeScript, Node.js) and AI integration. I care deeply about team health, code quality, and shipping things that actually work under pressure.

Lately I've been deep in AI — multi-agent architectures, LLM integrations, and making these tools genuinely useful for engineering teams, not just impressive in demos. TypeScript and Node.js are my daily drivers; Rust and Go when performance is non-negotiable.

I'm also a husband and a father, which keeps me grounded when the code doesn't.

TypeScript
Node.js
AI/LLMs
React
Rust
Go
Java

featured thoughts →

Selected Writings

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Fresh Essay

Your Chatbot Forgot You Again

Every new chat starts blank. Here's how to use memory features in ChatGPT, Gemini, and Claude so you stop re-introducing yourself every session.

Essay

Don't Let Your Chatbot Guess

Three small habits that cut chatbot back-and-forth in half — validate what it sees, give it your real context, and always ask one follow-up.

personal references →

Recent Notes

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Apr 2026 MCP

MCP Servers — Official List & What They Do

What MCP is, where to find official servers, and a reference table of the most useful ones for Cursor, Claude, and similar tools. May be outdated — check sources.

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