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for hard problems · reward negotiable · dead code or alive

Ivan Podtsebnev · naykip · the specialist you send for

One engineer.
A whole AI stack.

// a keyboard cowboy and his AI gang — have stack, will travel

I build entire AI-infrastructure systems solo — from a pure-Rust LLM inference engine up to a self-hosted DevOps platform that AI agents run end-to-end. One rider, a whole posse of models and agents doing the legwork. Not a demo — I've run the gang in production across 4 commercial projects, and that's where Kovanex was born.

Available now · remote-global
30+
years in the saddle (since 1995)
~238k
lines shipped (Go + Rust)
12
core projects, solo
$30M/yr
IT budget once owned
The outfit

One rider, a whole AI gang

AI now lets one engineer deliver what used to need a team. I ride the full range — from low-level ML kernels to platform architecture to the leadership call — with an AI posse doing the grunt work under my orders.

AI infrastructure

Pure-Rust LLM inference engine with Apple Metal GPU + quantized edge kernels, an embeddable HNSW vector database for RAG, and autonomous agents — brain, control plane, execution runner.

Rust · LLMOps · RAG

Platforms & DevOps

Kovanex — a self-hosted DevOps platform in Go: Git, CI/CD, Kanban, registry, a Shamir secrets vault, and an MCP server giving agents end-to-end control. Built solo, dogfooding itself.

Go · gRPC · self-hosted

Reliability & scale

Independent SRE for Web3 & fintech: cloud exit at −85% cost, a hot query cut 2,500ms → 0.8ms (~3,000×), HA PostgreSQL/Patroni + Vault load-tested to 11,000+ req/s.

SRE · Postgres · Vault
Dispatches from the trail

Notes from the saddle

Field notes on solo development in the AI era — real commercial builds, real numbers, and the methods that keep one engineer and an AI gang on course. New dispatches on the way.

The backstory

From IT director to hired gun

I ran an enterprise IT operation of ~90 people and a ~1 billion ₽/year budget (≈ $30M/yr at 2013 rates), then deliberately went hands-on for the Web3/AI frontier. MIPT MSc, Engineer-Physicist. Russian (native) · English (full professional) · Serbian (working).