AI Systems2024
Torat / Afric'Artech
AI-powered platform for Moroccan artisans
Built and shipped a complete AI-powered product for Moroccan artisans to help them sell online during a 48-hour hackathon.
ReactNode.jsPythonAI/ML
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Engineering software
beyond the interface.
From interface to infrastructure.
I build custom websites and e-commerce platforms, Android and iOS apps, desktop software, and AI integrations. I also optimize existing code and websites for speed, reliability, and maintainability.
01/
Production systems & artifacts.
Engineered from interface to deployment: local AI assistants, automated pipelines, and full-stack platforms.
FLAGSHIP SYSTEM2024 // AI Systems
Neumann
Local-first AI personal assistant
A fully local, multi-LLM AI desktop assistant with voice interaction, semantic memory, and a modular skills system.
Engineered Stack
PythonElectronReactOllamaClaude APIGroqChromaDBCUDAPyTorchfaster-whisperKokoro TTSn8n
Architecture Paradigm
Local-first architecture with GPU acceleration, vector database for semantic memory, multi-LLM orchestration, and modular skills system.
Key Deliverables
- ▹Fully local AI assistant with voice capabilities
- ▹Semantic memory with RAG implementation
- ▹Multi-LLM support (Ollama, Claude, Groq)
- ▹Modular skills system for extensibility
AI Automation2024
Local AI Content Automation Pipeline
End-to-end AI content generation system
A complete local AI pipeline for automated content generation using n8n, Ollama, ComfyUI, and FLUX.
n8nOllamaPythonFastAPI
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Full-Stack2023
01Blog
Full-stack blogging platform
A complete blogging platform built with Java Spring Boot backend and Angular frontend with JWT authentication.
JavaSpring BootSpring SecuritySpring Data JPA
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Mobile2023
Still Here
Offline-resilient mobile application
A mobile application with offline-resilient architecture, watcher dashboard, and AI assistant built with React Native and Go.
React NativeGoGinPostgreSQL
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Full-Stack2022
Social Network
Full-stack social platform
A complete social networking platform with real-time features, WebSockets, and optimized database performance.
Node.jsReactJavaScriptSQLite
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Systems Programming
LocalServer
HTTP/1.1 server in Java
A custom HTTP/1.1 server built in Java on non-blocking NIO. A single event-driven selector loop handles multiple ports, request routing, GET/POST/DELETE, file uploads, cookies and sessions, configurable error pages, and CGI execution.
JavaNIOSelectorSocket Programming
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02/
Neumann Blueprint.
LOCAL-FIRST · ZERO-TELEMETRY LEAKAGE
INTERACTIVE NODE INSPECTOR (HOVER OR TAP A NODE FOR TELEMETRY)DATA PATH: 6 STAGES
Voice Capture & STT
LOCALfaster-whisper / CUDA
< 180ms
AI Orchestrator & Router
COREPython / LangChain / Router
< 15ms
Dual-Engine Model Layer
HYBRIDOllama (Llama 3 / Mistral) & Claude 3.5 API
30-45 tok/s
Semantic Memory & RAG
PERSISTENTChromaDB / all-MiniLM-L6-v2
< 25ms query
Extensible Skills & Workflows
SANDBOXEDn8n / Bash / Python Tool Modules
Sub-second
Speech Synthesis (TTS)
LOCALKokoro TTS / 82M PyTorch
< 220ms TTFA
03/
From interface to infrastructure.
Technical proficiencies across the entire engineering spectrum: client interfaces, distributed backends, local AI pipelines, and Linux security.
DOMAIN 01[6 TECHNOLOGIES]
Languages
TypeScriptJavaScriptGoJavaPythonC
DOMAIN 02[9 TECHNOLOGIES]
Frontend
ReactNext.jsAngularReact NativeHTMLCSSSCSSTailwind CSSRedux
DOMAIN 03[7 TECHNOLOGIES]
Backend
Go/GinNode.js/ExpressJava/Spring BootSpring SecuritySpring Data JPAPython/DjangoPython/FastAPI
DOMAIN 04[5 TECHNOLOGIES]
Data
PostgreSQLMySQLSQLiteChromaDBMongoDB
DOMAIN 05[5 TECHNOLOGIES]
APIs & Architecture
RESTGraphQLWebSocketsJWTOAuth2
DOMAIN 06[10 TECHNOLOGIES]
AI Systems
OllamaRAGChromaDBCUDAPyTorchComfyUIFLUXfaster-whisperKokoro TTSn8n
DOMAIN 07[8 TECHNOLOGIES]
Infrastructure
DockerGitCI/CDVagrantLinuxDebiansystemdLVM
DOMAIN 08[9 TECHNOLOGIES]
Security & QA
XSS PreventionSQL Injection PreventionJWT AuditingManual Code ReviewTest Case AuditingPAMsudoersPOSIX ACLsSSH Hardening
05/
Experience & audits.
Professional roles, intense 42-style peer-learning curriculum at Zone01 Oujda, and 60+ rigorous code reviews.
Bloominvest.net
Entrepreneur & CTO
December 2025 — Present•Remote
Leading product engineering and delivery across mobile, desktop, and web applications, with AI capabilities integrated into the products.
MobileDesktopWebAI IntegrationTeam LeadershipCode ReviewDeployment
Key Engineering Responsibilities:
Build and maintain mobile, desktop, and web applications
Integrate AI capabilities into product workflows
Coordinate the engineering team, break down work, and assign tasks
Review contributions, manage code integration and merges, and maintain code quality
Coordinate releases and deploy product updates
Outlier AI
AI Response Evaluator
May 2026 — Present•Remote
Evaluate and filter multimodal AI responses to support quality, relevance, and safety across text, images, video, and voice.
AI EvaluationTextImageVideoAudioQuality Review
Key Engineering Responsibilities:
Review AI-generated text responses for accuracy, relevance, clarity, and instruction following
Evaluate AI-generated and AI-understood images and videos against task criteria
Assess voice and audio responses for quality, accuracy, and suitability
Flag low-quality, unsafe, or inappropriate outputs and provide structured evaluation feedback
Self-Employed
Freelance Full Stack Developer
2022 — Present•Oujda, Morocco
Building production web applications, AI systems, and automation infrastructure for clients across various industries.
ReactNext.jsAngularGoNode.jsJavaSpring BootPostgreSQL+4 more
Key Engineering Responsibilities:
Develop full-stack web applications using React, Next.js, Node.js, and Go
Build AI systems with local LLMs, RAG implementations, and automation pipelines
Implement secure authentication systems with JWT and OAuth2
Design and optimize PostgreSQL databases
Create REST and GraphQL APIs
Deploy applications using Docker and CI/CD pipelines
Perform security audits and code reviews
Build responsive, accessible user interfaces
Zone01 Oujda
Software Development Program
2023 — Present•Oujda, Morocco
42 School-style intensive, project-based peer-learning program focusing on algorithms, data structures, full-stack development, Docker, and cybersecurity.
GoCAlgorithmsData StructuresDockerLinuxCybersecurityGit
04/
The layer beneath the application.
Kernel tuning, systemd process topologies, least-privilege PAM isolation, and reproducible Infrastructure as Code.
Debian server setup with LVM, static networking, systemd services, and operational runbooks.
Architectural Components
- LVM partition management
- Static network configuration
- Systemd service management
- Operational runbooks
- Server hardening
Tooling & Runtime Environment
DebianLVMStatic NetworkingsystemdSSH
Status: Production audit verified with zero unauthorized privilege escalations.
07/
Technical notes & field research.
In-depth documentation on local LLMs, CUDA tensor acceleration, vector RAG retrieval, and real-time audio systems.
NOTE_01
Jan 15, 2024
8 min read
Building a Local AI Assistant with Ollama
A comprehensive guide to building a local AI assistant using Ollama, including setup, configuration, and best practices.
#Local AI#Ollama#Python#AI Systems
NOTE_02
Feb 1, 2024
10 min read
How RAG Works with ChromaDB
Understanding Retrieval-Augmented Generation implementation using ChromaDB for semantic memory in AI applications.
#RAG#ChromaDB#AI#Vector Database
NOTE_03
Feb 15, 2024
7 min read
Running LLMs Locally on an RTX 4060
Practical experience running large language models locally on consumer hardware with CUDA optimization.
#Local AI#CUDA#GPU#Ollama
NOTE_04
Mar 1, 2024
9 min read
Building a Voice AI Pipeline with Whisper
Creating a complete voice interaction pipeline using faster-whisper for speech-to-text and TTS for response.
#Voice AI#Whisper#TTS#Python
NOTE_05
Mar 15, 2024
12 min read
Designing a Multi-LLM Architecture
Architecting a system that orchestrates multiple LLM providers (Ollama, Claude, Groq) for optimal performance.
#AI Architecture#Multi-LLM#Ollama#System Design
KNOWLEDGE_BASE // PEER REVIEWEDView All Engineering Articles (13)
08/
Have a system to build?
Let's talk engineering.
Available for select full-stack roles, local AI infrastructure contracts, and systems auditing.
DIRECT_INBOX
Electronic Mail
mehdimoulabbi1@gmail.com
VERSION_CONTROL
GitHub Repositories
github.com/M-MDI
NETWORK
Professional Network
linkedin.com/in/mmoulabbi
Current Location: Oujda, Morocco (UTC+1)
Open to global remote contracts & relocationWhatsApp +212600174186