OKiU Network Europe

Practical engineering for real systems.

I build and operate infrastructure, automation workflows, and AI-powered tooling with a focus on reliability, performance, and clean operations. Most of what I do lives in self-hosted environments where stability actually matters.

Telegram automation + bots
Self-hosted infra
S3/MinIO storage flows
Local AI workflows
What I care about
Reliability
Stable ops
Speed
Fast workflows
Design
Clean systems
Security
Controlled access
I like systems that remain maintainable after months of changes. No messy hacks that break every second day.
clarity > complexity • stability first • performance matters
What I do

Core focus areas

Infra + automation as the base, AI when it adds real value.

Infrastructure & Hosting

  • Docker-first stacks and self-hosted platforms
  • Network segmentation and secure access
  • Operational patterns that stay clean

Automation & Systems

  • Deploy and maintenance workflows
  • Monitoring-first operations
  • Custom tools that remove repetitive work

AI & Integrations

  • Local model environments + optimization
  • RAG / knowledge tooling
  • Practical AI features inside products
Built and building

Projects

A snapshot of the kind of systems I build. Mostly automation-heavy, infra-backed, and designed to scale without pain.

Telegram Download Automation Bot

A Pyrogram-based bot that processes links in authorized groups, hits custom API endpoints, downloads content, caches results, and avoids rework by re-serving existing files. Built with operational rules (limits, permissions, cleanup) so it behaves in real groups.

active
python pyrogram sqlite curl automation

S3/MinIO Delivery Layer

Upload + delivery flow using S3-compatible storage (MinIO-style) with signed links. Designed so repeated requests generate new temporary links without downloading again.

active
s3 minio signed-urls storage

Large File Handling for Telegram

Operational tooling for large assets: zip packaging, splitting when needed, tracking parts in a database, and re-serving cached results so groups don’t re-upload the same files.

active
telegram files caching ops

Backup + Sync Automation (Rclone)

A practical backup approach using rclone with tuned performance settings for large datasets. Built around predictable behavior, progress visibility, and minimal friction in daily ops.

maintained
rclone backup windows automation

Fast VM Sandbox Concept (ANY.RUN style)

Concept + planning for a self-hosted malware analysis platform that can deploy disposable VMs quickly, time-limit sessions, and delete everything after the run.

in progress
virtualization security automation

Track & Trace Platform Concept

Planning for a delivery tracking system with admin panel, package management, and GPS driver updates to estimate delivery times. Web-first approach with a clean backend structure.

in progress
web backend tracking mongodb
Technology

Stack

A performance-oriented stack across infra, development, and automation-heavy workflows.

Docker Linux Windows Networking (VLANs) Python Pyrogram PHP JavaScript SQLite S3 / MinIO Signed URLs Rclone LLM Tooling RAG Pipelines

Principles

Practical engineering, clean ops, stable systems.

  • Clarity over complexity
  • Stability first, always
  • Performance is a feature
  • Automation beats manual work
  • Keep it maintainable
OKiU Network Europe • ops-first engineering
Contact

Message me on Telegram

No LinkedIn. No email. If you want to talk, Telegram is the fastest route.

Telegram: https://t.me/okiuc • Repo: https://github.com/OKiU-Network-Europe