Tinashe Erwin

Aeronautical Engineer & Technology Consultant

Johannesburg-based AI, data engineering and automation consultant building AWS-native pipelines, intelligent digital twins and human-centred products.

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About Me

I'm an aeronautical engineer and technologist focused on building practical solutions with AI and data engineering. I work on tech pipelines, AI integrations, and applying machine learning to real-world problems—from sports analytics to financial compliance.

Currently exploring digital twin engineering and robotics, working on projects that combine spatial mapping with sensor fusion. I enjoy tackling complex technical problems and turning them into working systems.

Why Work With Me?

End-to-End Execution

From concept to production—I design, build, and deploy complete solutions. No handoffs, no ambiguity, just working systems that deliver measurable results.

Cross-Domain Problem Solver

My unique blend of aeronautical engineering, data engineering, AI/ML, and robotics allows me to tackle complex challenges others can't—combining first principles thinking with cutting-edge tech.

Business-Focused Technologist

I don't just build cool tech—I deliver solutions that drive ROI, reduce costs, and unlock new revenue streams. Every line of code serves your business objectives.

Proven Leadership & Collaboration

I've led teams, mentored engineers, and worked seamlessly with stakeholders from C-suite to dev teams. I communicate complex ideas clearly and build consensus.

Remote-First & Time Zone Flexible

Based in South Africa but working globally—I'm experienced in asynchronous collaboration, clear documentation, and delivering across distributed teams.

Innovation & Continuous Learning

I stay ahead of the curve—LLMs, digital twins, advanced analytics. I bring fresh perspectives and emerging tech to solve today's problems and prepare for tomorrow's.

Remote-First Engineer

Open to global collaborations and remote projects.

Digital Twin Engineering

Exploring modular frameworks for industrial robotics, combining spatial mapping, sensor fusion, and autonomous navigation.

Projects & Partnerships

Ready to co-create AI assistants, data platforms and automation roadmaps that accelerate organisational intelligence.

Availability Snapshot

  • Available for remote & hybrid engagements across time zones
  • Focused on data engineering, AI, automation, and AWS pipeline design
  • Open to consulting, fractional leadership, and project-based delivery

Let’s explore how cutting-edge automation, LLMs, and digital twins can elevate your organisation. Schedule a strategy session or send a quick note.

Core Technology Stack

Click any technology to see detailed experience, projects, and real-world applications

Data Engineering 5+ years Engineering Design 7+ years Python 15+ years C++ 5+ years AWS 3+ years Google Cloud 2+ years AI/ML 5+ years LLMs/NLP 2+ years SQL/PostgreSQL 5+ years NoSQL/MongoDB 3+ years Robotics/ROS 7+ years MATLAB/Simulink 8+ years CAD/CAE 7+ years Data Analytics 5+ years

Ideal Roles & Engagements

Data Engineering & Cloud Architecture

AWS Solution Architect · ETL Pipeline Design · PySpark · Real-time Data Systems

AI/ML Engineering & LLM Applications

Conversational AI · NLP/NLU · Model Training · AI-Powered Automation

Robotics & Digital Twin Development

Control Systems · ROS · Embedded Systems · Sensor Fusion · Simulation

Full-Stack Engineering & Innovation

Complex Problem Solving · System Design · Technical Leadership · R&D

Technical Skills & Expertise

Data Engineering & Pipelines

  • ETL Pipeline Design & Orchestration
  • PySpark & Apache Spark
  • AWS (EMR, Glue, S3, EC2)
  • SQL (PostgreSQL, MySQL)
  • NoSQL (MongoDB, DynamoDB)
  • Kafka & Stream Processing
  • OpenSearch/ElasticSearch
  • Data Modeling & Warehousing
  • CI/CD for Data Pipelines
  • Apache Airflow

Engineering Design & Simulation

  • ANSYS (FEM/CFD)
  • Autodesk Inventor
  • SolidWorks
  • Fusion 360
  • Aircraft Design & Analysis
  • Structural Analysis
  • Aerodynamics & Flight Dynamics
  • Computational Fluid Dynamics
  • CAD/CAE Workflows
  • MATLAB/Simulink

Programming & Web

  • Python (OOP)
  • C++
  • JavaScript/TypeScript
  • Node.js
  • React.js
  • Tailwind CSS
  • REST and GraphQL APIs
  • Microcontroller Programming

AI/ML & Analytics

  • TensorFlow & PyTorch
  • scikit-learn
  • LLMs & NLP
  • Time-series Modeling
  • Predictive Analytics
  • Conversational AI Agents
  • Computer Vision

Robotics & Control Systems

  • ROS (Robot Operating System)
  • Control Systems Design
  • Mechatronics
  • Autonomous Systems
  • Embedded Systems
  • Sensor Fusion
  • Digital Twin Development

Experience