Mohamed Soubhi

Tech Lead @ Concentrio

Tech Lead & Embedded Architect · AUTOSAR, ASIL B & Graph Data Science

⚡ 13+ Years Automotive & Embedded

👥 Tech Lead Mentorship & Planning

🛡️ ASIL B & L4 Functional Safety & ASPICE

🚀 ~60% Faster Code Quality Review & DVC

2023

Concentrio.io Technical Lead & Software Engineer — AUTOSAR & Graph Data Science

BMW Projects Jun 2023 – Jun 2026 Madrid, Spain Neo4j Graph DS DVC MLOps Team Lead (4 Engineers) Docker

🎯 Key Projects & Innovation Focus

🧠 Neo4j Graph Data Science Validation

Designed and deployed Neo4j graph data science algorithms to validate COSI tool outputs (signal flow, dependency graphs), identifying structural flaws invisible to conventional static analysis tools.

Neo4jCypherGraph AlgorithmsCOSI Signal Flow

⚡ Results Versioning & DVC Pipeline

Independently architected a results-persistence and versioning workflow aligned with DVC methodology, enabling recursive & longitudinal analysis across runs and reducing turnaround time by ~60%.

DVCData Pipelines~60% SpeedupReproducibility

🛠️ Validation Automation Tooling

Engineered an internal automation tool enabling non-technical staff to execute complex analysis runs and collect outputs independently, removing a major bottleneck and freeing engineering capacity.

PythonCLI / AutomationProcess Democratization

🔍 AUTOSAR Deep Quality Reviews

Conducted deep automotive software reviews across BSW/RTE/ASW layers and proprietary Code Analysis toolchains to pinpoint architecture-level validation issues.

AUTOSAR BSWRTEASWCode Analysis

📋 Key Responsibilities & Impact

Embedded Code Quality & Architecture Reviews: Leveraged deep AUTOSAR (BSW/RTE/ASW) and embedded C/C++ domain expertise to conduct thorough software quality reviews, uncover architecture-level defects, and validate critical ECU communication signal flows.
Technical Leadership & Team Mentorship: Mentored new engineers, provided technical consulting and sprint planning, and spearheaded the transition to Jira Scrum/Agile workflows, driving high team velocity across complex automotive analysis projects (BMW).
Graph Data Science & Structural Validation: Deployed Neo4j graph algorithms and Cypher queries to model complex vehicle software topologies, validating dependency graphs and pinpointing structural bugs missed by conventional static analysis.
MLOps Automation & DVC Pipeline: Designed a results-persistence workflow aligned with DVC methodology (reducing end-to-end analysis turnaround time by ~60%) and built custom Python CLI tooling allowing non-technical colleagues to operate validation runs independently.
Data Visualization & Containerization: Engineered customer-facing technical and executive reports using Python (Pandas, NumPy, Matplotlib); containerized all validation pipelines with Docker for rapid developer onboarding and deterministic reproduction.

2021

TTTechAuto Iberia (now TrustMotion) Safety Embedded Software Engineer — Motionwise

🏆 Zero Defects Milestone HIP32G Team Jul 2021 – Jun 2023 Madrid, Spain ISO 26262 ASPICE Level 4 ARM Cortex-M7 Trace32 VectorCAST Gliwa T1

🎯 Technical Highlights

🏎️ ARM Cortex-M7 Multi-Core V-Cycle

Embedded C development on ARM Cortex-M7 multi-core safety microcontrollers, executing the complete V-cycle from requirements breakdown down to integration testing and Lauterbach Trace32 in-circuit hardware debugging on target boards.

ARM Cortex-M7Trace32V-CycleVectorCAST Unit Tests

⏱️ Gliwa T1 Timing & CPU Optimization

Integrated Gliwa T1 profiling tool to capture and analyze CPU load, jitter, and execution timing across multi-core tasks, enabling data-driven task scheduling optimization and real-time determinism.

Gliwa T1CPU ProfilingReal-Time SchedulingZero Defects

📋 Key Responsibilities & Quality Adherence

Zero Defects & ISO 26262 Safety: Honed competencies in safety-critical embedded software engineering complying with ISO 26262 functional safety standards, where the team celebrated a Zero Defects Milestone showcasing unwavering commitment to reliability.
ASPICE Level 4 Certification: Contributed directly to achieving ASPICE Level 4 certification through disciplined documentation, rigorous traceability, and process adherence.
Unit Testing & MISRA-C: Conducted unit testing via VectorCAST, analyzed and fixed MISRA-C violations using QAC static analysis, and designed testing strategies.
Scrum/Agile Collaboration: Delivered features using Scrum Agile methodology; managed centralized issue tracking with Jira, knowledge base with Confluence, and version control with Bitbucket/Git.

2017

Valeo Senior Embedded Software Engineer — Powertrain Systems (4 yrs 7 mos)

🏆 Zero Defects Reward Jan 2017 – Jul 2021 Cairo, Egypt ISO 26262 (ASIL B) DCDC & EDC Teams AUTOSAR (BSW/RTE) AURIX TC3xx Davinci & CANalyzer CAPL Scripting

🎯 Progressive Team Roles & Technical Highlights

🛡️ DCDC Gen Team: ISO 26262 (ASIL B) Safety Modules (2020 – 2021)

Senior Embedded SW Engineer. Upgraded and integrated all safety modules (Safetymech, SafeDGM, SafeWDGM, SafeTSTm) per ISO 26262 (ASIL B) and AURIX Safety Library requirements. Reconfigured MBU, BPU, ECCFLASH & SMU; updated SafetLib and startup tests; authored safety integration plans.

ISO 26262 (ASIL B)AURIX Safety LibrarySMU / ECCFLASHRTE Config

🔌 DCDC PSA Team: EOL Tooling & UDS Diagnostics (2018 – 2020)

Senior Embedded SW Engineer. Led development, review, and unit testing of End-of-Line (EOL) calibration & testing product in production phase (interfacing UDS, DIO, ADC, drivers). Integrated AUTOSAR Diagnostic Stack (ISO 14229-1 / UDS) and Complex Drivers via Vector Davinci & CANalyzer.

EOL ToolingISO 14229 (UDS)Davinci ConfiguratorCDD Startup Code

⚡ PTS-PEL / EDC Team: Electric Compressors & CAPL (2017 – 2018)

Embedded SW Engineer. Integrated complex AUTOSAR diagnostic components for Electrically Driven Compressors (EDC). Generated automated UDS test-cases on Vector tools using CAPL code, integrated Complex Drivers (CPWM), and ran Polyspace verification.

CAPL ScriptingCANalyzerPolyspaceCPWM Drivers

🤖 R&D Automation & Microcontroller Bring-Up (2017)

Built Python & JavaScript R&D automation tools for code generation. Completed intensive AURIX hardware bring-up (GPIO, PWM, SPI, VADC drivers, OIL configuration) and SW test design (OSEK multitasking, QRQC).

Python / JS ToolingCode GenerationAURIX PeripheralsOSEK

📋 Key Responsibilities & Leadership

Zero Defects Recognition: Awarded the team Zero Defects Reward for flawless software release quality and strict adherence to automotive safety benchmarks.
Requirements Traceability & Coaching: Led and trained cross-functional engineering teams in executing end-to-end requirements traceability matrix workflows via Reqtify; supported ASPICE audit compliance.
Knowledge Sharing: Delivered technical training and knowledge-sharing sessions across departments covering CAN communication and RTE architecture configuration.

2015

BioBusiness Embedded Software Engineer — Medical Devices (1 yr 11 mos)

STM32F4 Platform Feb 2015 – Dec 2016 Cairo, Egypt Medical Devices V-Cycle Documentation SCADA Telemetry

🩺 Medical Device Products & Innovations

🩸 MiraClot (Coagulation Analyzer)

Led requirements detection, system architecture, and embedded C firmware design for optical sensing channels and diagnostic assays on STM32F4.

STM32F4Optical SensingSystem DesignV-Cycle

📊 BioMon (Patient Monitor)

Engineered ECG firmware detection upgrades, sensor signal filtering algorithms, and bug resolution for real-time multiparameter patient monitoring.

ECG DetectionPatient MonitoringFirmware Testing

☁️ Inspector & BBI Firmware Tester

Developed cloud-based SCADA telemetry firmware and built the custom automated BBI Firmware Tester for automated quality verification of BBI hardware components.

BBI TesterSCADA TelemetryVerification

📋 Key Responsibilities

Covered the full system engineering lifecycle from biomedical research and electronic circuit analysis to firmware implementation and verification.
Authored comprehensive software documentation in compliance with standard medical V-Cycle engineering processes.

2014

Wissam Electronics Co Firmware & Embedded Engineer — Industrial Electronics (11 mos)

PIC18F ➔ PIC32 Migration Mar 2014 – Jan 2015 6th of October City, Egypt Digital Circuits MPLAB / C

⚙️ Technical Highlights

🔌 PIC18F & PIC32 Firmware Migration

Designed and upgraded core company embedded firmware from 8-bit PIC18F to 32-bit PIC32 microcontrollers in C (MPLAB IDE), optimizing performance and memory footprint.

PIC32PIC18FMPLABFirmware Migration

💡 Digital Circuit Design & Moving Displays

Created custom digital circuits and electronic systems for industrial automation and electronic moving message displays.

Digital DesignMoving DisplaysHardware Bring-Up

Created new applications and embedded systems from research through schematic capture and production board testing.
Interfaced hardware peripherals (UART, SPI, I2C, Timers, ADC, GPIO) and conducted benchtop debugging.

2013

⚡

Early Engineering Internships & Practical Training Driver Development, Verilog HDL & Hardware Manufacturing

Foundational Training El Sewedy Electro-meter Swiftronix Banha Katron

🏢 Practical Industry Training Milestones

⚡ El Sewedy Electro-meter Egypt (Sep – Oct 2013)

Trainee Engineer. Developed device drivers in C language programming and observed end-to-end software lifecycles in high-volume industrial meter production.

C DriversSmart MetersIndustrial Lifecycle

🔬 Swiftronix (Aug – Oct 2010)

Trainee Engineer. Studied Verilog HDL digital logic and successfully deployed an SPI bus controller driver using Verilog HDL.

Verilog HDLSPI ControllerDigital Logic

🏭 Banha Industry Katron (Aug – Oct 2006)

Student Intern. Hands-on industrial training in PCB fabrication, SMD assembly techniques, HW design, and testing procedures.

PCB DesignSMD AssemblyHW Testing

2010

Higher Technological Institute (HTI) B.Sc. Electrical Engineering & Computers Department

Graduated with Honours GPA: 3.10 / 4.00 (Very Good) Image Processing & Robotics

📜

Bachelor of Science in Electrical Engineering & Computers

Graduated with Honours (Grade: Very Good with Honours, GPA 3.10/4.00).
Graduation Project: Robot Motion Control Using Image Processing — real-time object tracking and robotic actuator guidance implemented in MATLAB (Project Grade: Excellent).

2026

🏆

Professional Certifications & Continuous Learning Advanced Linux, Modern C++, Data Science & MLOps

In Progress CU Boulder · Coursera · DataCamp · Udacity 8+ Certifications

📜 Certified Credentials & Specializations

NOV 2025 · IN PROGRESS Advanced Embedded Linux Development University of Colorado Boulder

2026 · IN PROGRESS Advance C++20 Specialization Coursera

2024 · CERTIFIED Machine Learning Engineer Track (DVC, MLOps) DataCamp

JUN 2022 – AUG 2022 Machine Learning Scientist with Python DataCamp (Scikit-learn, Keras, Spark)

MAR 2021 – JUN 2021 Data Analysis Professional Nanodegree Udacity (Pandas, NumPy, Matplotlib)

JUL 2021 – OCT 2021 Data Analysis Nanodegree (Become a Data Scientist) Udacity

SPECIALIZATION Mastering Microcontroller with Embedded Driver Development Embedded Systems Academy

SPECIALIZATION Introduction to Embedded Machine Learning Edge Impulse / Coursera

CERTIFIED Automate the Boring Stuff with Python Programming Udemy

CERTIFIED Software Testing: Manual/QA Testing + ISTQB CTFL Help Udemy

2008 – 2014 · SOCIAL Volunteer & Community Support Resala Charity (Zagazig branch)

Featured Engineering & Open-Source Projects

Independent engineering research, open-source repositories, and interactive technical demonstrations.

🧠 Presentation · 32 Slides

The Intelligence Leap: Edge AI & TinyML

Technical conference presentation (32 slides) and interactive telemetry lab on deploying real-time deep learning inference, INT8 quantization, and sensor fusion directly on microcontrollers.

Conference Presentation 32 Slides Edge AI TinyML Sensor Fusion Lab TFLite Micro

Launch Interactive Presentation Hub ↗

⚡ Live Portal · 116 Projects

Embedded Modern C++ Study Portal

Comprehensive architectural curriculum covering 116 projects from bare-metal to modern STL, deterministic memory management, ARM Cortex-M realities, and zero-overhead C++ idioms.

Modern C++17/20 ARM Cortex-M Bare-Metal & STL Static Memory

Launch Live Portal ↗

🚛 Live Platform · 756k Vehicles

Competitive Powertrain Benchmarking

EU heavy-duty vehicle (truck/bus) powertrain benchmarking and CO2 simulation platform. Features DuckDB + Parquet analytical store (756k rows), live EEA data mining pipelines, and HistGradientBoosting ML regression models.

DuckDB + Parquet Streamlit & Python Scikit-Learn ML VECTO / CO2 Sim Pydantic Validation 82 Passed Tests

Launch Live Benchmarking Hub ↗

🕸️ Live Hub · Neo4j & GNN

fraud-graph-demo

End-to-end Graph Data Science application utilizing Neo4j, Cypher queries, and graph topology algorithms to detect multi-hop complex relationship anomalies and structural fraud patterns.

Neo4j GDS GraphSAGE GNN LangGraph AI Python PyTorch

Launch Live App ↗

📊 Live App · ML Predictor

used-car-dashboard-demo

Interactive machine learning & analytics dashboard for automotive market valuation, pricing predictions, automated feature engineering, and exploratory data visualization.

Live ML Engine Scikit-Learn Random Forest Python Streamlit

Launch Live Valuation App ↗

🇪🇸 Live Portal · DELE / SIELE A1

Spanish A1 Exam Prep & Study Helper

Interactive exam preparation portal aligned with the CEFR & Instituto Cervantes DELE/SIELE standards. Features self-grading mock exams, official OMR answer sheets, real-time 30–40 word counter, grammar decision matrices, and exam question archetypes.

Interactive DELE A1 Official OMR Sheet Self-Grading Exams Grammar Hub Writing & Oral Simulator

Launch Spanish Study Helper ↗

Technical Skills & Competency Matrix

Comprehensive overview of engineering proficiencies across embedded, safety-critical, and data science domains.

🚗 Embedded & AUTOSAR

AUTOSAR (BSW / RTE / ASW) AURIX TC3xx ARM Cortex-M7 STM32F4 UDS / ISO 14229 Complex Drivers (CDD) MISRA-C Buildroot Yocto PIC18F / PIC32

🧠 Edge AI & Graph Intelligence

TensorFlow Lite Micro (INT8) Neo4j Graph Data Science PyTorch Geometric (GNN) LangGraph AI Agents DVC (Data Version Control) Python (Pandas, NumPy) Scikit-learn DSP & Sensor Fusion Local LLM Inference MLOps & Docker

🛡️ Safety & Quality Standards

ASIL B (ISO 26262) ASPICE Level 4 AURIX Safety Library SMU / SafeWDGM / SafeDGM Safetymech / SafeTSTm FMEA V-Model TDD Specs-Driven Design

🛠️ Vector & Hardware Tools

Lauterbach Trace32 Gliwa T1 Profiler VectorCAST CAPL Scripting Davinci Configurator CANalyzer / CANdb++ Polyspace QAC Static Analysis

💻 Languages & DevOps

C / C++ (C++20) Python Bash Linux (Kernel / Embedded) Docker Git / Bitbucket Jira & Confluence Reqtify

🌐 Human Languages

Arabic (Native Mother Tongue) English (Professional Working Proficiency) 🇪🇸 Spanish (A1 Study Helper ↗)