System Architect · Senior Backend Developer · Open Source Builder
11+ years of building, scaling, and rescuing high-load systems
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/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
$0-3/month $100/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.
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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.