Work & projects

Recent platform work and client results, followed by the wider archive. Each entry identifies the context in which the work was done.

Selected work

Professional work · Current

RestoreAI: production platform and AI infrastructure

Result
Reduced dev/staging AWS spend from roughly $700/day to $200/day through GPU right-sizing, workload placement, and unused-resource cleanup.
Infrastructure ownership
I own production infrastructure on Nebius and dev/staging on AWS, including databases, networking, and GPU-backed AI workloads.
Defined deployment workflows
Built isolated development, staging, preview, and production environments so product engineers can ship through defined workflows. Container build-and-deploy pipelines include health checks and rollback paths.
AI workload operations
I operate GPU-backed video search and summarization workloads, testing model configurations and GPU sizing against requirements with NVIDIA NIM/VSS.
Release safety and recovery
Improved release safety and recovery through database restore validation, vulnerability scanning, and operational runbooks.
Technical SOC 2 Type II preparation
I lead technical preparation and evidence automation across AWS, Nebius, GitHub, and Drata. This is preparation work, not completed certification.

Client engagements · Carybin and Letsdap

Startup infrastructure consulting and migrations

Problem
Managed infrastructure costs had outgrown what these early-stage teams needed.
My contribution
I handled migrations, deployment workflows, recovery procedures, and handover. At Letsdap, I moved application hosting while keeping MongoDB managed.
Outcome
Carybin's core hosting went from about $300/month to €8/month. Letsdap's founder reports roughly 90% lower hosting costs and 65% lower total recurring infrastructure spend.

Personal project

KraiNode: browser-based JSON-RPC tooling

Problem
Investigating an RPC endpoint often starts with a vague report that requests are slow or failing.
My contribution
I built a browser-based JSON-RPC playground for sending requests and inspecting responses and timings.
Outcome
A repeatable way to test endpoint behavior and turn a reported issue into a request another engineer can inspect.

Project archive

Professional work, client engagements, and independent learning.

Cloud / DevOps / Infrastructure / Compliance

Developer Tools / API Reliability

Data Engineering

Blockchain / Node Operations