Web3 Talent

@ayaal_santaev

AI / LLM Engineer · Python & TypeScript

Active 11 hours ago
🌱 Member since July 2026

I'm an AI/LLM engineer who needs to understand things all the way down — I don't like shipping a mechanism until I know why it works. That pull toward hard, unfamiliar problems has taken me from control systems for nuclear power plants at Rosatom, through Solana and Cosmos infrastructure, to retrieval systems, agents, and MCP tooling today.

The clearest example of how I work is my retrieval research (github.com/Galiusbro/galtonian-context-retrieval): I designed a new method, benchmarked it properly — multi-seed runs, bootstrap confidence intervals — and published the results even though the baseline won on the main metric. A result you can't trust is worse than no result. The same habit runs through my production code: strict typing, CI, and tests on the paths that can hurt.

Currently building an AI research platform at NUAH/Universa. Grew up in Yakutia, where winters hit −60°C; now based in Vietnam (UTC+7). Python, TypeScript, FastAPI, PostgreSQL / Neo4j / Qdrant / Redis — and Rust or Go when the problem asks for it.

Languages & Skills

🚀 In crypto since 2023
Accepts Crypto
Open to Relocation
Open to Full-time
Open to Part-time
Remote
Accepts Fiat

Work History

PeriodTitleCompany
Jan 2025 to nowSoftware Engineer (contract, remote)Hidden
Jan 2024 to 2025Full-Stack Developer (ICP)Hidden
Sep 2024 to Mar 2025CTO / IT ArchitectHidden
Jul 2023 to 2025Full-Stack EngineerHidden
2016 to 2022Design Engineer, NPP control systemsHidden
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