System Architect · Senior Backend Developer · Open Source Builder
11+ years of building, scaling, and rescuing high-load systems
LinkedIn Blog Threads Taylor.kz Somnlyx
I architect systems that handle real load and real money. My career pattern: join when things are broken, leave when they're printing revenue.
Geography degree → self-taught in a dorm room → 11 years of shipping production code. No bootcamps, no shortcuts. I learned by breaking things at scale and fixing them under pressure.
Three roles in one person: System Architect who thinks in business outcomes, Backend Developer (Go, Rust, PHP, Python) who writes the code, and DevOps Engineer who makes sure it stays alive at 3 AM.
One binary. 37 agents. 26 LLM providers. 37 channels. Full agent operating system.
Not another chatbot wrapper. Rustyhand is an infrastructure layer for autonomous AI agents — a single Rust binary that replaces an entire SaaS stack.
- 🤖 37 agents with independent memory, tools, and personalities
- 🔌 26 LLM providers — OpenAI, Anthropic, Google, local models, and more
- 💬 37 channels — Telegram, Discord, Slack, WhatsApp, and beyond
- 🔗 MCP server + A2A protocol — agents talk to agents, tools talk to tools
- 🌐 120+ API endpoints with a built-in web dashboard
- ⚡ Compiled Rust — single binary, zero runtime dependencies
→ github.com/ginkida/rustyhand
Open-source AI coding assistant built in Go. 50+ dev tools, multi-agent system, semantic code search, MCP support. Works with Gemini (free), GLM-4 (3ドル/mo), or fully offline via Ollama.
- 🤖 Multi-agent system with Tree Planner (Beam Search, MCTS, A*)
- 🔍 Semantic code search using embeddings
- 🔒 Automatic secret redaction — API keys and tokens never reach the model
- 🔌 MCP protocol support (GitHub, Slack, Brave Search, Puppeteer)
- 📂 Full file operations, git integration, shell execution, planning mode
Gokin (cheap/free models) → Claude Code (Opus)
Write code from scratch Polish and refine
Bulk operations Complex architecture
0ドル-3/month 100ドル/month
MCP server that gives AI assistants full control over Portainer. Deploy stacks, manage containers, volumes, networks, exec commands, pull images, inspect endpoints — all through natural language via Claude, Cursor, or any MCP client.
→ github.com/ginkida/portainer-mcp
MCP server for PostgreSQL. Schema exploration, analytics, cross-database comparisons — all read-only, all local. Works with Claude Code, Cursor, or any MCP client.
| Project | Stack | What it does |
|---|---|---|
| Taylor.kz | PHP | IT job aggregator for Kazakhstan — AI matching, resume parsing, salary analytics |
| Somnlyx | PHP | AI dream interpretation platform — voice recording, social features, 9 languages |
| Ginkida.dev | PHP | Analytical blog on tech, startups, and systems thinking |
Europharma — CTO (2020–2024) Cloud migration + containerization + CI/CD from scratch. Rewrote the mobile app for high-load. Result: multi-billion tenge growth in e-commerce.
CBC Group — CTO (2021–2023) Walked into a failing IT department. Delivered a new scalable version in 3 weeks. Built the team from zero. Online sales went from non-existent to a core revenue channel.
Tez Taxi — Senior Go Developer (2023–2024) Rewrote core services in Go, introduced ClickHouse for big data, optimized Docker infrastructure. Worked on order distribution, anti-fraud, and pricing modules.
Freedom Life — System Architect (2024) Redesigned internal app architecture. Built pension annuity calculation engine with complex financial formulas. Custom Roadrunner server images for performance.
Arbuz.kz — Full-Stack Developer (2020) Built the "Friends" subscription system end-to-end during pandemic surge. Increased customer LTV and stabilized order volume.
I write analytical deep-dives on tech, startups, and systems thinking at ginkida.dev . Topics include startup ecosystem teardowns, engineering management, cognitive biases in teams, IT market analytics backed by real data from Taylor.kz, and scaling patterns.
| Platform | Reach |
|---|---|
| 2M+ post impressions | |
| Threads | 4,531 followers |
| Ginkida.dev | Long-form analysis & research |
The format: take a complex system (company, cognitive bias, market failure), compress it into data-backed analysis. No motivational fluff, no recycled LinkedIn wisdom.
Geography grad → self-taught programmer → system architect → open source builder
I believe the best engineers are generalists who go deep when it matters. I fix broken systems, build new ones from zero, and write about what I learn. No frameworks of the month, no hype-driven development. Ship value, measure impact, refactor complexity away.
If your problem is real and the stakes are high, I'm interested.