README.md

---
title: SOF // SING
emoji: 🧠
colorFrom: indigo
colorTo: purple
sdk: static
pinned: false
---

<div align="center">

<br>

# SOF // SING

### AI SYSTEMS ENGINEER

**LLM Engineering · Autonomous Agents · Backend Systems · AI Infrastructure · Cybersecurity**

<br>

<a href="https://spaypeur.github.io">
<img src="https://img.shields.io/badge/PORTFOLIO-6D5DFC?style=for-the-badge&logo=firefox&logoColor=white">
</a>
&nbsp;
<a href="https://github.com/spaypeur">
<img src="https://img.shields.io/badge/GITHUB-111111?style=for-the-badge&logo=github&logoColor=white">
</a>
&nbsp;
<a href="https://huggingface.co/sofienehmz">
<img src="https://img.shields.io/badge/HUGGING%20FACE-FFD21E?style=for-the-badge&logo=huggingface&logoColor=111111">
</a>

<br><br>

<code>AI SYSTEMS / AGENTS / INFRASTRUCTURE / SECURITY</code>

<br><br>

</div>

---

<div align="center">

## ENGINEERING INTELLIGENT SYSTEMS

</div>

I design and build software at the intersection of **Artificial Intelligence, LLMs, autonomous agents, backend engineering, infrastructure and cybersecurity**.

My work is focused on turning AI capabilities into **real operational systems** — systems that can reason over context, interact with tools, execute tasks, maintain state, validate results and recover from failure.

I approach AI as an engineering problem:

**model → architecture → execution → verification → reliability**

---

<div align="center">

## WHAT I DO

<br>

<table>
<tr>
<td align="center" width="25%">

### 🧠

**AI / LLM**

LLM Systems  
Inference  
RAG  
Evaluation  
Context Engineering

</td>

<td align="center" width="25%">

### 🤖

**AGENTS**

Tool Use  
Planning  
Memory  
Orchestration  
Autonomous Execution

</td>

<td align="center" width="25%">

### ⚙️

**ENGINEERING**

Python  
FastAPI  
AsyncIO  
APIs  
Linux  
Databases

</td>

<td align="center" width="25%">

### 🛡️

**SECURITY**

Application Security  
Network Security  
Pentesting  
Red Teaming  
AI Security

</td>
</tr>
</table>

</div>

---

<div align="center">

## MY ENGINEERING STACK

<br>

<img src="https://skillicons.dev/icons?i=python,linux,bash,git,github,postgres,supabase,cloudflare,vscode&perline=9">

<br><br>

<img src="https://img.shields.io/badge/LLMs-Engineering-6D5DFC?style=flat-square">
<img src="https://img.shields.io/badge/Agents-Autonomous-6D5DFC?style=flat-square">
<img src="https://img.shields.io/badge/FastAPI-Backend-009688?style=flat-square">
<img src="https://img.shields.io/badge/Linux-Systems-FCC624?style=flat-square&logo=linux&logoColor=black">
<img src="https://img.shields.io/badge/PostgreSQL-Data-4169E1?style=flat-square&logo=postgresql&logoColor=white">
<img src="https://img.shields.io/badge/Cloudflare-Infrastructure-F38020?style=flat-square&logo=cloudflare&logoColor=white">

</div>

---

<div align="center">

## HOW I BUILD AI

<br>

<table>
<tr>
<td align="center"><b>01</b><br><br>UNDERSTAND<br><sub>Context & Intent</sub></td>
<td align="center">→</td>
<td align="center"><b>02</b><br><br>REASON<br><sub>Planning & Decisions</sub></td>
<td align="center">→</td>
<td align="center"><b>03</b><br><br>ACT<br><sub>Tools & Execution</sub></td>
<td align="center">→</td>
<td align="center"><b>04</b><br><br>VERIFY<br><sub>Testing & Validation</sub></td>
<td align="center">→</td>
<td align="center"><b>05</b><br><br>RECOVER<br><sub>Failure Handling</sub></td>
</tr>
</table>

</div>

---

<div align="center">

## CURRENTLY BUILDING TOWARD

<br>

**AUTONOMOUS CODING**  
AI systems that understand repositories, modify code, execute tools and validate their own work.

<br>

**AGENT INFRASTRUCTURE**  
Memory, context management, tool systems, orchestration and persistent execution.

<br>

**LOCAL AI**  
LLM inference, model infrastructure and AI-powered development environments.

<br>

**AI RELIABILITY**  
Evaluation, verification, failure analysis and recovery.

<br>

**AI SECURITY**  
Security architecture for systems where intelligent models can access tools and infrastructure.

</div>

---

<div align="center">

## THE DIFFERENCE

<br>

<table>
<tr>
<td align="center" width="33%">

### MODEL

Intelligence

</td>

<td align="center" width="33%">

### SYSTEM

Intelligence + Tools + Execution

</td>

<td align="center" width="33%">

### PRODUCTION

System + Reliability + Security

</td>
</tr>
</table>

<br>

**I build the layer between the model and production.**

</div>

---

<div align="center">

## HUGGING FACE

<br>

This profile is my workspace for exploring and building around modern AI:

**MODELS · AGENTS · INFERENCE · EVALUATION · AUTOMATION · AI INFRASTRUCTURE**

<br><br>

<a href="https://huggingface.co/sofienehmz">
<img src="https://img.shields.io/badge/EXPLORE_MY_HUGGING_FACE-FFD21E?style=for-the-badge&logo=huggingface&logoColor=111111">
</a>

</div>

---

<div align="center">

<br>

# SOF // SING

### AI SYSTEMS ENGINEER

<code>BUILD · TEST · BREAK · UNDERSTAND · REBUILD</code>

<br><br>

<a href="https://spaypeur.github.io">
PORTFOLIO
</a>
&nbsp;&nbsp;·&nbsp;&nbsp;
<a href="https://github.com/spaypeur">
GITHUB
</a>
&nbsp;&nbsp;·&nbsp;&nbsp;
<a href="https://huggingface.co/sofienehmz">
HUGGING FACE
</a>

<br><br>

</div>