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nemke82/README.md
Nemanja Djuric Banner

Hi, I'm Nemanja Djuric 👋

Backend Engineer · AI Engineer · DevOps · Linux Systems Administrator

I build, operate, and troubleshoot production systems where application code, AI intelligence, infrastructure, and performance meet.


Website GitHub Email



💡 About Me

My background spans backend development, artificial intelligence, Linux systems engineering, web hosting infrastructure, Magento / Adobe Commerce, databases, containers, automation, and production incident response.

"I enjoy solving the problems that usually live somewhere between:
'The application is slow or needs automated intelligence.'
and
'Something deep in the stack is driving it.'"*

Whether that means architecting standalone private AI agents on dedicated hardware, tracing complex database and cron bottlenecks, tuning PHP/Symfony workers, debugging distributed search and cache clusters, or writing systems tools from scratch — that's the kind of work I like doing.


🛡️ Active Engineering Focus: Enterprise AI & Cybersecurity

Currently active as a Backend (Symfony) Developer & AI Engineer in the cybersecurity space, where I architect and build standalone, company-private AI Agents hosted on dedicated hardware.

  • On-Premise Private AI Architecture: Designed and deployed air-gapped, zero-data-leakage autonomous AI Agents running on dedicated bare-metal infrastructure — guaranteeing that proprietary security telemetry, customer documents, and sensitive audit logs never leave the company's private perimeter.
  • Enterprise Symfony Backend (symfony.com): Engineered robust, high-throughput microservices and API gateways in Symfony to coordinate agentic toolchains, asynchronous queues, and real-time security events.
  • Local Inference & Agentic Workflows: Built retrieval-augmented generation (RAG) pipelines, semantic embeddings, vector database search, and function-calling toolchains for automated security triage and rapid operational diagnostics.

🛠️ What I Work With

🤖 AI & Autonomous Agents

Private on-premise AI agents, local LLM inference, RAG pipelines, and agentic workflows on dedicated hardware.

AI Agents Local LLMs RAG Vector DBs LangChain vLLM Tool Calling Dedicated Hardware

⚙️ Backend & Application Engineering

Software that interacts closely with operating systems, databases, and AI infrastructure underneath.

Symfony Python Rust Go PHP FastAPI Bash Magento

☁️ DevOps & Infrastructure

Designing, automating, and troubleshooting production environments — from bare-metal Linux to distributed container clusters.

Linux Docker Kubernetes Proxmox GitHub Actions CI/CD Ansible Cloudflare

🗄️ Data, Search, Cache & Hosting

High-traffic environments, caching, vector search, database tuning, and message brokering.

MySQL MariaDB Redis Valkey OpenSearch RabbitMQ Nginx LiteSpeed cPanel Varnish


🚀 Featured Engineering Projects

🤖 Private AI Agent (Enterprise Cybersecurity)

Standalone company-private AI Agent hosted on dedicated bare-metal hardware.

Architected within enterprise cybersecurity to automate security investigations without sending confidential telemetry to third-party clouds.

  • On-premise private inference, function-calling agentic toolchain, and RAG document grounding.
  • High-performance Symfony microservices backend and asynchronous event pipelines.
  • Zero secret or telemetry leakage, complete compliance, and hardware-accelerated local execution.

Symfony · Python · AI Agents · Local LLMs · RAG · Vector DB · Dedicated HW

Deep diagnostics and performance forensics for Magento 2, written in Rust.

A production-oriented CLI for understanding why a Magento installation is unhealthy — not simply reporting checklists.

  • Correlates PHP AST static analysis, DI plugins, crontab overlap storms, declarative DB schemas, and runtime metrics.
  • Pinpoints N+1 repository loops, unindexed DB tables, blocking checkout plugins, and Redis/OpenSearch mismatch risks.
  • Sub-second analysis speed with zero-exposure secrets redaction.

Rust · Magento 2 · MySQL/MariaDB · Tree-sitter AST · Performance Forensics

Secure peer-to-peer encrypted messaging over Meshtastic networks.

Rust-based messenger designed around direct off-grid communication through Meshtastic hardware.

  • Multi-platform client releases: Android, Debian/Ubuntu, Fedora/RHEL, AppImage, and macOS.
  • Built around Bluetooth Low Energy (BLE), Protobuf communication protocols, and device telemetry.
  • Fully automated cross-platform release pipeline via GitHub Actions.

Rust · Meshtastic · BLE · Protobuf · P2P Crypto · Cross-platform

Safe storage reclamation for large Dovecot Maildir installations.

Analyzes historical email stored on Maildir servers and transparently compresses suitable messages to reclaim disk space.

  • Solves real operational disk I/O and space bottlenecks without introducing new infrastructure.
  • Safe, idempotent, and non-destructive processing of Maildir structures.
  • Lightweight systems utility designed for production hosting nodes.

Go · Linux Systems · Dovecot · Maildir · Storage Engineering

Disposable Magento 2 dev environments preconfigured for rapid onboarding.

Reproducible cloud development environment with the complete Magento application stack preconfigured and optimized.

  • Instant workspace provisioning with Nginx, PHP-FPM, MySQL, and dependencies.
  • Forked and utilized by developers worldwide to eliminate local setup friction.
  • Focuses on developer experience (DX) and repeatable dev environments.

Linux · Shell · Magento 2 · Nginx · PHP-FPM · DevOps

Resource-aware Linux automation for practical PHP-FPM worker tuning.

Linux systems utility that generates optimal PHP-FPM configuration calculated against available server CPU and RAM.

  • Prevents OOM-killer storms and worker starvation on high-concurrency hosting servers.
  • Codifies production operational knowledge into a single automated tool.
  • Widely adaptable across web hosting environments and e-commerce nodes.

Linux · Shell · PHP-FPM · Performance Tuning · Systems Automation


🛒 Magento / Adobe Commerce Engineering

Magento has been a major pillar of my engineering background. Over the years, I've engineered tooling, infrastructure, and enterprise architectures involving:

Indexers · Crontab Storms · MSI Inventory · RabbitMQ Asynchronous Processing · Redis FPC · Varnish · OpenSearch 3 / Elasticsearch · MySQL 8.4 LTS · CI/CD Automation

Public Tooling & Specialized Extensions:

  • Magento Doctor — Rust-powered static analysis and forensics.
  • Magento2Gitpod — Ephemeral cloud-based Magento development stack.
  • Magento CLI Sitemap Generator — High-performance out-of-process sitemap generation.
  • Async Reindex & Inventory Optimization — Mitigating database lock contention during high-volume catalog writes.
  • RabbitMQ Decoupling Pipelines — Decoupling catalog, media, and inventory events into asynchronous AMQP consumers.

I am particularly interested in the part of Magento engineering that crosses application and infrastructure boundaries — where PHP code, MySQL, Redis, search, queues, cron, and operating-system kernel performance all influence one another.


🔍 Production Engineering & Full-Stack Troubleshooting

I spend a significant amount of time investigating systems where the initial symptom tells very little about the actual cause.

┌──────────────┐     ┌──────────────┐     ┌──────────────────────┐     ┌──────────────────────┐     ┌────────────────────────┐
│  Application │ ──► │  PHP Runtime │ ──► │ Data / Cache / Queue │ ──► │   Operating System   │ ──► │ Storage / Network / HW │
│  (Code / DI) │     │ (FPM/Workers)│     │(MySQL/Redis/OSearch) │     │  (Kernel/CPU/Memory) │     │   (Disk I/O / Sockets) │
└──────────────┘     └──────────────┘     └──────────────────────┘     └──────────────────────┘     └────────────────────────┘

Typical Symptoms Triaged:

  • Checkout occasionally hangs under lock contention
  • CPU load looks normal, but time-to-first-byte (TTFB) is degraded
  • Crontab jobs are falling behind and spawning overlap storms
  • MySQL InnoDB buffer pool thrashing with redundant indexes
  • Redis memory eviction and page-cache database collisions
  • PHP-FPM worker pool saturation during traffic spikes

I approach troubleshooting from the entire stack rather than treating each layer in isolation.


🤝 Areas I Can Help With

  • AI & Autonomous Agent Systems: Designing and deploying standalone private AI agents on dedicated hardware with local LLMs (Ollama, vLLM, Hugging Face) for strict confidentiality, RAG document search, and custom agentic toolchains.
  • Enterprise Backend Engineering: High-throughput microservices, API architecture, and systems engineering in Symfony, Python, Rust, and Go.
  • Magento / Adobe Commerce: Enterprise architecture, custom extension audits, performance forensics, and version migrations.
  • Linux Infrastructure & Web Hosting: Dedicated servers, private clouds, high-availability hosting architectures (cPanel, CloudLinux, LiteSpeed, Nginx).
  • Incident Diagnostics & Performance: Deep root-cause investigations, bottleneck triage, and performance profiling.
  • Database, Search & Queue Tuning: Schema optimization, query index analysis, and RabbitMQ pipeline decoupling.
  • CI/CD & DevOps Automation: Infrastructure as Code, containerized workflows, and automated release engineering.

🧭 Engineering Philosophy

I value software that solves real operational problems without unnecessary complexity. A solid tool should be:

  • Observable — Explains what it is doing with evidence-backed telemetry.
  • Predictable — Avoids surprising the operator or failing silently.
  • Safe — Prioritizes data safety, timeouts, zero data leakage, and strict security boundaries.
  • Portable — Minimizes runtime baggage and external dependencies.
  • Measurable — Decisions should come from verifiable profiling and benchmarks.
  • Automatable — Repetitive operational toil belongs in automated code.

"Production systems are rarely broken because of one isolated component. The interesting engineering happens at the boundaries."


📊 GitHub Activity & Insights

Nemanja's GitHub Stats    Top Languages


📌 Recommended Pinned Repositories

To showcase the full breadth across systems engineering, Rust, Go, infrastructure, and Magento, the recommended profile pins are:

  1. magento-doctor — Deep diagnostics and performance forensics for Magento 2 in Rust.
  2. meshguard — Encrypted peer-to-peer messaging over Meshtastic in Rust.
  3. mailshrink — Storage reclamation for large Dovecot Maildir servers in Go.
  4. magento2gitpod — Preconfigured cloud development environments.
  5. sqlscale — On-premise Database-as-a-Service on Kubernetes/OpenEBS.
  6. php-fpm-config — Resource-aware PHP-FPM configuration automation.

💬 Let's Connect

If you're building or operating a platform where backend engineering, AI, and infrastructure overlap, I'd be happy to talk.

Website   GitHub   Email

"I build software for operating software."

Pinned Loading

  1. magento2gitpod magento2gitpod Public

    Magento 2 optimized setup for ona.com (former GitPod) workspace -- Nginx, MySQL, PHP, PHP-FPM, and a lot more...

    Shell 55 76

  2. mailshrink mailshrink Public

    Safely reclaim disk space on Dovecot Maildir servers by analyzing and transparently compressing old email.

    Go 1

  3. meshguard meshguard Public

    P2P Meshastic messenger written in Rust

    Rust 1

  4. php-fpm-config php-fpm-config Public

    Simple Bash script to generate solid php-fpm configuration based on CPU/RAM resource

    Shell 1 1

  5. sqlscale sqlscale Public

    Opensource RDS like Database as a service On-Premise powered by OpenEBS technology

    HCL 1

  6. magento-doctor magento-doctor Public

    CLI tool for deep Magento 2 diagnostics, module analysis, database/index checks, cron/indexer forensics, and performance troubleshooting.

    Rust