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Patrick Hermawan

@patrickhermawan

I lead AI teams delivering production LLM, RAG, speech avatar, and global routing platforms.

Indonesia
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What I'm looking for

I'm looking to lead and build production AI systems, especially LLM/RAG platforms, real-time AI products, and scalable cloud services with meaningful enterprise impact.

At Digital Place Vision, I lead an 8-person AI R&D team delivering more than $500K in enterprise AI projects across two time zones.

I build and ship sub-second speech-to-speech avatars using live LLM and RAG systems with lip-synced video, and I make build-versus-buy decisions grounded in production outcomes.

I own a GCP-based routing layer serving 3,500+ retail stores worldwide, deployed with Docker and Kubernetes. Previously, I co-founded Redigan and built its e-commerce backend from MVP to production, halving infrastructure costs with zero downtime.

My earlier work at Kata.ai included production NLP services for a 700M+ conversation platform, while my work at PredictNow.ai brought an ML prototype into production with scalable, explainable predictions.

Experience

Work history, roles, and key accomplishments

Digital Place Vision Pte Ltd logoDL
Current

AI Team Lead & R&D Engineer

Mar 2024 - Present (2 years 7 months)

Lead an AI R&D team delivering $500K+ in enterprise AI projects

- Build and ship a sub-second speech-to-speech avatar: live LLM + RAG, lip-synced video (Gemini Live)
- Own build-vs-buy calls: managed Gemini Live beat a self-hosted LoRA-tuned STT+LLM+RAG+TTS chain
- Manage an 8-person AI team across 2 time zones, owning architecture, delivery, and clients
- Design and own the routing layer serving

Redigan logoRE

Co-Founder & Backend Engineer

Dec 2021 - Dec 2023 (2 years)

Co-founded an e-commerce platform and built its backend from MVP to production

- Built the backend in Java/Spring Boot and Go/Gin with PostgreSQL, Redis, and OpenSearch
- Integrated payment, logistics, and OCR vendors (BCA Bank, Shipper, AWS Textract)
- Shipped a ChatGPT-powered product recommendation system
- Halved infrastructure costs consolidating AWS services (S3, EC2, RDS) with zero downtim

Kata.ai logoKA

Machine Learning Engineer

Apr 2019 - Oct 2021 (2 years 6 months)

Built production NLP services for Indonesia's leading conversational-AI platform

- Built the ML services every inbound chat message passed through, on a 700M+ conversation platform
- Evaluated and tuned models across python-crfsuite, scikit-learn, TensorFlow, and PyTorch
- Developed the Java IM gateway connecting Telegram and other channels via Kafka and S3
- Ran the RabbitMQ + Apache Avro layer

PredictNow.ai Inc logoPI

Machine Learning Engineer

Sep 2020 - Dec 2020 (3 months)

Turned an ML prototype into a production prediction service

- Built the Flask ML API serving the platform's daily predictions
- Added LightGBM and SHAP explainability to the prediction service
- Scaled inference horizontally with Ray.io - near-flat latency from 1 to 10 concurrent users
- Instrumented with Honeycomb.io; published the platform's Python client on PyPI

MIA3 GmbH logoMG

Full-Stack Web Developer

May 2018 - Oct 2018 (5 months)

Delivered responsive web application for multi-device deployment with comprehensive testing framework

- Frontend Development: Created responsive iPad-optimized interface using JavaScript, Vue.js, and modern CSS
- Backend Architecture: Built robust server-side application using PHP/Symfony framework with RESTful APIs
- Quality Assurance: Implemented comprehensive testing suite using Codeception an

Eve-Tech Oy logoEO

Hardware Engineering Intern

Nov 2017 - Mar 2018 (4 months)

Designed innovative motorized tablet docking station, earning perfect academic score (4.0 GPA)

- Academic Excellence: Achieved perfect grade (1.0 German system / 4.0 GPA) for Bachelor's thesis project
- Mechanical Design: Created detailed 3D models and technical drawings using SolidWorks and ANSYS CAD software
- Electronics Engineering: Designed custom PCB circuits using KiCAD for motor control a

Dematic logoDE

Software Engineer

Mar 2017 - Aug 2017 (5 months)

Developed FEP (Facility Emulation Platform) software to emulate warehouse facilities

- Simulation Development: Built warehouse-facility emulation software in C# and Unity 3D, debugged and tested in Visual Studio
- Solution Design: Proposed design solutions and authored technical documentation
- Process: Git version control with Agile / JIRA software development workflow

Rhine-Waal University logoRU

Student Assistant

Sep 2015 - Feb 2017 (1 year 5 months)

Teaching assistant to Prof. Achim Kehrein for "Introductory Mathematics" and "Applied Mathematics"

- Grading & Feedback: Examined student assignments, gave feedback, and ran plagiarism checks
- Administration: Recorded and published scores on the Moodle platform

Theodor-Brauer Haus logoTH

Technical Intern

Jun 2014 - Jul 2014 (1 month)

Multi-disciplinary technical internship across metalwork, electronics, and logistics

- Metalwork: Milling, lathe, drilling, tap and dies, hydraulic and pneumatic pumps
- Electronics: Soldering; worked with LEDs, diodes, and resistors
- Logistics: Pallet handling, packaging, and forklift operation

Education

Degrees, certifications, and relevant coursework

RU

Rhine-Waal University

Bachelor of Science - BS, Mechatronic Systems Engineering

2014 - 2018

Interdisciplinary mechatronics degree combining software, electronics, and mechanical engineering.

- Specialized in: Advanced 3D CAD Design, Object-Oriented Programming, Mobile Systems, Automotive Technology
- Academic Excellence: GPA 3.4/4.0 (Grade 1.9 German system) - Above Average Performance
- Capstone Project: Autonomous Field Robot - Led sensor integration, control systems, and software dev

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