Student at FAST NUCES. I automate servers by day and build AI agents by night.
I write Ansible playbooks, design CI/CD pipelines, deploy containers — and then build RAG systems that let you query databases in plain English. Everything runs on my Arch Linux + i3 machine. No cloud APIs. No hand-holding.
I also installed Gentoo from the minimal ISO once. Compiled everything from source. On purpose.
automation:
- Ansible Playbooks
- Terraform IaC
- Puppet & Chef
containers:
- Docker
- Kubernetes
- Docker Compose
ci_cd:
- Jenkins Pipelines
- GitHub Actions
- Automated Builds
cloud:
- Microsoft Azure
- AWS
- DigitalOcean |
rag_systems:
- Multi-Agent RAG
- Text-to-SQL Agents
- HyDE & Query Decomposition
frameworks:
- LangChain
- LangGraph
- LlamaIndex
local_ai:
- Ollama (Llama, DeepSeek)
- ChromaDB
- Sentence-Transformers
web_backends:
- FastAPI & Flask
- BeautifulSoup & Selenium
- PostgreSQL & MongoDB |
| Project | Stack | What it does | |
|---|---|---|---|
 |
Multi-Agent RAG | ChromaDB + HyDE + LangChain | 3 agents collaborate — Router decides, Basic handles simple queries, Advanced decomposes complex ones |
|
Text-to-SQL Agent | Ollama + SQLAlchemy + LangChain | Ask a question in English. Get an answer from your database. No SQL needed |
|
Local RAG System | Ollama + ChromaDB + Transformers | Fully offline knowledge base. Your documents never leave your machine |
 |
Jenkins + Docker Pipeline | Jenkins + Docker + GitHub | Push to GitHub, Jenkins builds the image, runs the container. One click |
|
Ansible Automation | Ansible + Docker + K8s | Playbooks that prepare Ubuntu servers into Kubernetes-ready nodes |
 |
Web Scraping API | FastAPI + Flask + PostgreSQL + MongoDB | Scrapes websites, stores structured data, serves it through REST endpoints |
 |
Gentoo from Scratch | Minimal ISO + Patience | Compiled an entire OS from source on an old HP laptop. Because why not |
Full walkthroughs for every project on my blog: ayyzenn.github.io
| Linux & Systems | |||
 Arch Linux |
 Ubuntu |
 Gentoo |
 Debian |
 Linux |
 Bash |
 Vim |
 SSH |
| DevOps & Cloud | ||||
 Docker |
 Kubernetes |
 Jenkins |
 Ansible |
 Terraform |
 Azure |
 AWS |
 Git |
 GitHub |
 Grafana |
| AI / ML & Data | |||
 Python |
 Jupyter |
 Pandas |
 NumPy |
 Keras |
 MongoDB |
 PostgreSQL |
 Selenium |
| Web & Dev Tools | |||
 FastAPI |
 Flask |
 Django |
 HTML5 |
 JavaScript |
 Hugo |
 VS Code |
 C |
2026 ─ * ── Combined both worlds. Ansible + Jenkins + Docker + AI agents.
|
2025 ─ * ── Pivoted into AI. Built local LLMs, RAG systems, multi-agent architectures.
|
2022 ─ * ── Deep dive into DevOps. Docker, Puppet, Chef, VoIP. Installed Gentoo.
|
2021 ─ * ── Dual-booted Ubuntu. Learned SSH, Git, Azure. First real infra.
|
2020 ─ * ── init: "Hello, this is my first blog post."