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Ravel226/Readme.md

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Hey, I'm Maako. I teach machines to think and networks to defend themselves.

AI Engineer | PhD Researcher | Building the Future of Intelligent Security

LinkedIn Email Email

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What I'm Building :

My PhD research explores how Large Language Models can transform Network Intrusion Detection. The goal: AI security systems that genuinely understand threats rather than just matching patterns.

Current Focus:

Area Description
Research LLM architectures for real-time threat detection and contextual analysis
Development Nylah - an advanced AI assistant with genuine reasoning capabilities
Integration Bridging cybersecurity fundamentals with production-ready AI systems
Methodology Studying offensive security to build better defenses

The Intersection Where I Operate

Typing SVG

The premise is straightforward: effective defense requires understanding systems at a depth that traditional approaches cannot achieve. LLMs don't merely detect patterns; they can reason about context, intent, and anomaly. That capability is the next frontier of security, and I'm building toward it.


Tech Arsenal

AI & Machine Learning

Languages & Core

Python Jupyter NumPy

Frameworks

PyTorch TensorFlow HuggingFace

LLMs & Models

OpenAI Claude LLaMA Mistral

Fine-tuning Prompt Engineering RLHF

RAG & Vector Systems

LangChain Pinecone ChromaDB

Embeddings Semantic Search Retrieval Augmentation

Computer Vision

OpenCV YOLO

Real-time Detection Facial Landmarks Pattern Recognition


Backend & Infrastructure

Languages

Python JavaScript TypeScript PHP Kotlin Java

Frameworks

FastAPI Django Laravel Node.js

Cloud & DevOps

AWS Docker GraphQL

RESTful APIs Microservices AWS SageMaker Lambda Serverless Architecture


Security & Operations

Wireshark Linux Git n8n

Domain Capabilities
Network Security Packet Analysis, IDS/IPS, Protocol Analysis
Application Security Penetration Testing, Vulnerability Assessment, OWASP Top 10
DevOps CI/CD Pipelines, Container Orchestration, Infrastructure as Code
Automation n8n Workflows, Process Orchestration, Integration Pipelines

Featured Projects

Nylah - AI Companion System [Active Development]

An advanced AI assistant designed to go beyond conversational interfaces. The architecture combines natural language understanding, autonomous task execution, and multi-modal processing with a coherent personality layer.

Core Capabilities:

  • Contextual reasoning and memory persistence
  • Task decomposition and autonomous execution
  • Multi-modal input processing (text, voice, vision)
  • Adaptive personality and communication style

Stack: Python LLMs RAG Vector DBs FastAPI Multi-modal AI

Status: Private repository. Public release planned.


RAG-Fusion with GPT-4o

Hybrid retrieval architecture combining dense and sparse methods for domain-specific knowledge injection. Focus on eliminating hallucinations while maintaining contextual depth.

Objective: Retrieval that comprehends, not just matches.

Python GPT-4 LangChain

Drowsiness Detection System

Real-time computer vision system for driver safety monitoring. Implements facial landmark detection and eye-state analysis using optimized YOLO models.

Application: Preventing fatigue-related accidents through proactive alerts.

Python YOLO OpenCV

Automated Job Application Pipeline

AI-driven automation for job applications. Handles form parsing, intelligent field mapping, and submission across multiple platforms.

Rationale: Repetitive tasks should be automated. Always.

Python AI Automation

LLM Fine-tuning Framework

End-to-end pipeline for domain adaptation of language models. Includes data quality validation, training optimization, and evaluation metrics.

Focus: Ensuring models learn precisely what you intend.

Python PyTorch HuggingFace

n8n Workflow Automation Suite

Intelligent automation systems connecting productivity tools: Gmail, Telegram, Drive, Slack, and custom APIs. Orchestrated workflows for process optimization.

n8n TypeScript Automation

F2F Translation Engine

French to Fongbe translation system. Contributing to language preservation through accessible technology.

Mission: Keeping languages alive in the digital era.

Python NLP Translation


GitHub Analytics




Operating Principles

"The best security systems don't just react - they understand. The best AI doesn't just process - it reasons. I'm building both."

Learning in Public

Sharing progress, including failures.

Security Through Understanding

Not obscurity.

AI as Augmentation

Extending human capability, not replacing it.

Strategic Openness

Open source when beneficial, closed when necessary.

Sustained Focus

Coffee is infrastructure.


Connect

Building something interesting? Working on AI or security challenges? Open to collaboration and technical discussions.


LinkedIn Academic Email Personal Email Phone


Contact Address
Academic m.wourougou@ueuromed.org
Personal ravellewourougou@gmail.com
Phone +212 645 469 843
LinkedIn in/maako-wourougou
Response Time Typically within 24 hours

Last updated: December 2025


In a world of pattern matchers, be the one who teaches machines to reason.

Pinned Loading

  1. Drowsiness_Detection Drowsiness_Detection Public

    Drowsiness detection fine-tuning ultralytic's yolov5 model

    Python 3

  2. Auto_Jobs_Applier Auto_Jobs_Applier Public

    Forked from feder-cr/Jobs_Applier_AI_Agent_AIHawk

    Auto_Jobs_Applier_AIHawk is a tool that automates the jobs application process. Utilizing artificial intelligence, it enables users to apply for multiple job offers in an automated and personalized…

    Python 1

  3. awesome-claude-agents awesome-claude-agents Public

    Forked from vijaythecoder/awesome-claude-agents

    An orchestrated sub agent dev team powered by claude code

    1

  4. awesome-n8n-templates awesome-n8n-templates Public

    Forked from enescingoz/awesome-n8n-templates

    Supercharge your workflow automation with this curated collection of n8n templates! Instantly connect your favorite apps-like Gmail, Telegram, Google Drive, Slack, and more-with ready-to-use, AI-po…

    1

  5. n8n-test n8n-test Public

    Forked from n8n-io/n8n

    Free and source-available fair-code licensed workflow automation tool. Easily automate tasks across different services.

    TypeScript 1

  6. system-prompts-and-models-of-ai-tools system-prompts-and-models-of-ai-tools Public

    Forked from x1xhlol/system-prompts-and-models-of-ai-tools

    FULL v0, Cursor, Manus, Same.dev, Lovable, Devin, Replit Agent, Windsurf Agent & VSCode Agent (And other Open Sourced) System Prompts, Tools & AI Models.

    1