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felixyustian/README.md

👋 Hi, I'm Felix Yustian Setiono

Senior AI & Vision Engineer | LLM & Agentic Systems Architect | Edge AI Specialist

A Senior AI Engineer with a rare dual expertise: architecting low-level Edge AI systems using C/C++ and NVIDIA GPU optimization, while designing intelligent multi-agent autonomous workflows using LLMs and Generative AI — including QwenPaw (AgentScope), LangGraph, MCP (Model Context Protocol), and the Claude & Gemini APIs. Proven track record of translating complex machine learning research into real-world operational solutions, from hardware-level TensorRT inference optimization to enterprise-grade agentic business systems.


My Portfolio Profile Video



🔬 Research & Technical Focus

  • Edge AI & High-Performance Computing: TensorRT (FP16/INT8 quantization), NVIDIA Jetson, PyTorch Forward Hooks, inference acceleration, dynamic batching, latency budgeting
  • Generative AI & Multi-Agent Systems: QwenPaw (AgentScope), Qwen3-14B, LangChain, LangGraph, MCP (Model Context Protocol), Claude API (Anthropic), Gemini API, Prompt Engineering (CoT, ToT, RTCFC)
  • Applied Deep Learning: Computer vision, CNNs, Transformers, sensor fusion, object detection (YOLO family)
  • OCR & Document AI: Tesseract OCR, Indonesian KTP extraction, regex-based structured field parsing
  • Embedded AI & Robotics: ROS, UAV / AUV / AGV systems, microcontroller integration (Arduino, STM32, Raspberry Pi, dsPIC), motor control algorithms
  • Software Architecture & Backend: Domain-Driven Design (DDD), asynchronous processing (FastAPI), Go (Golang) microservices, Docker, GitHub Actions CI/CD
  • Data & Analytics: ETL pipelines, data visualization (Pandas, Plotly, Tableau), RAG-based knowledge retrieval

💻 Tech Stack

AI / ML          │ PyTorch · TensorFlow · Scikit-Learn · OpenCV · Pandas · NumPy · Plotly · MLOps
Generative AI    │ LangChain · LangGraph · MCP · QwenPaw (AgentScope) · Qwen3-14B · Claude API
                 │ Gemini API · OpenAI API · Transformers · Prompt Engineering (CoT / ToT / RTCFC)
Edge AI & HPC    │ TensorRT (FP16/INT8) · NVIDIA Jetson · PyTorch Forward Hooks · Dynamic Batching · RTOS
OCR & Doc AI     │ Tesseract OCR · pytesseract · KTP/ID Card Extraction · Regex Field Parsing
Programming      │ Python · Go (Golang) · C/C++ · JavaScript · TypeScript · HTML/CSS · SQL · PHP
Agentic Systems  │ QwenPaw · Playwright · BeautifulSoup4 · DOKU REST API · Redis · Event-Driven Scheduling
Cloud & DevOps   │ GCP · Azure ML · AWS · Docker · Docker Compose · GitHub Actions · Git
Backend & APIs   │ FastAPI · Django · Node.js / Express · Next.js 14 · Nginx · REST · Async I/O
Embedded         │ Raspberry Pi · Arduino · STM32 · NodeMCU · Xiao ESP-32 · dsPIC · Embedded C++
Robotics         │ UAV (Hexacopter, Quadrotor, VTOL) · AUV · AGV · Quadrupeds · Humanoid · ROS
Languages        │ Indonesian & Javanese (Native) · English — TOEFL iBT 80 · French — DELF A2
                 │ Japanese (Basic) · Korean (Basic)

🚀 Featured Projects

🏆 Hackathon Submissions

  • OpenClaw2026_NexaPaw_LapakPintar (Team NexaPaw — OpenClaw Agenthon 2026, RISTEK x Build Club | Best Payment Use Case Track) LapakPintar — Autonomous multi-agent Business OS for Indonesia's 65 million SMEs. Five specialized agents running 24/7 with zero human intervention: Pantau (real-time competitor price monitoring on Tokopedia/Shopee via Playwright), Analitik (Qwen3-14B sales forecasting + RAG), Konten (AI product content generation), Bayar (DOKU REST API payment reconciliation + anomaly detection), Laporan (daily business insight synthesis). Orchestrated by QwenPaw (AgentScope) + Qwen3-14B LLM with long-term memory, skill registry, and event-driven scheduling. Stack: Python 3.11 · QwenPaw · Qwen3-14B · Playwright · DOKU API · FastAPI · Redis · Docker Compose

⚡ Edge AI & High-Performance Computing

  • PPE_Detection_TensorRT Enterprise-grade PPE Compliance Monitoring on NVIDIA Jetson. Features TensorRT FP16 quantization with zero mAP degradation, PyTorch Forward Hooks for predictive tensor analysis (Layer Collapse mitigation), and an async FastAPI gateway handling 15 simultaneous 1080p RTSP streams at ≤66.7 ms latency. Full Domain-Driven Design (DDD) architecture. Python · PyTorch · TensorRT · YOLOv11 · FastAPI · Docker · NVIDIA Jetson · C++

  • kyc-vision-system Production-grade KYC Document Verification microservice. Polyglot architecture: Go 1.22 API Gateway (JWT auth, rate limiting) + Python CV service — Indonesian KTP OCR (Tesseract 5, deskewing, regex field extraction of NIK, Name, DOB, Address), image quality gating (blur/glare/resolution), YOLOv8 face detection, selfie liveness check. CI/CD via GitHub Actions; unit-tested with Pytest + Go test suite. Go 1.22 · Python 3.11 · FastAPI · OpenCV · YOLOv8 · Tesseract OCR · Docker · GitHub Actions


🧠 Generative AI & Agentic Systems

  • enterprise_ai_context_engine_fraud_risk_marketing Enterprise AI Context Engine powered by LangGraph + MCP + Gemini API. Unifies AML/Fraud detection, Credit Risk underwriting, and Marketing Analytics via autonomous cyclic multi-agent orchestration — with dynamic tool registration (MCP), multi-modal reasoning (Gemini), and a regulatory explainability UI layer. Python · LangChain · LangGraph · MCP · Gemini API · Pandas · Scikit-Learn · GCP

  • synapse Full-stack AI meeting assistant powered by the Claude (Anthropic) API. Paste any transcript and instantly receive: Executive Summary, Action Items (owner + deadline + priority), Decision Log (rationale + impact), Key Topics, and a Follow-Up Email Draft. FastAPI backend + static HTML/JS/CSS via Nginx reverse proxy. REST API (/api/analyze); Docker Compose; deployable on Render / Railway / Fly.io / VPS. Python · FastAPI · Claude API (Anthropic) · HTML/CSS/JS · Nginx · Docker Compose · GitHub Actions

  • gemini-chatbot-v2 Full-stack Node.js chatbot integrating Google's Gemini API with real-time token-by-token streaming and multi-turn conversation context management. Node.js · JavaScript · Gemini API · Express


🤖 Robotics & Autonomous Systems

  • krti2024_scu_unika — Team SIRI Autonomous Hexarotor UAV control system — onboard PyTorch real-time object detection on Raspberry Pi, ROS sensor fusion, autonomous path planning with GPS-denied obstacle avoidance. Indonesian Flying Robot Contest (KRTI) 2024. Python · PyTorch · OpenCV · ROS · Raspberry Pi · C++

  • krbai2024_scu_unika — Team SOUNDBOT Complete AUV software stack — underwater CV pipeline, 6-DOF thruster control, depth/pressure buoyancy management, mission state machine (dive → navigate → detect → actuate → surface). Companion to the IJEECS SOUNDBOT-ORCA paper. Indonesian Underwater Robot Contest (KRBAI) 2023 & 2024. Python · OpenCV · Embedded C · Depth Sensors · Motor Control

  • soundbot_unika_krbai — SOUNDBOT Platform Core R&D repository for the open-source modular SOUNDBOT AUV platform — modular perception, navigation, control, and communication subsystems. Underpins the peer-reviewed IJEECS publication.

  • krtmi2024_scu_unika — Team SAURO Autonomous Trash Collector AGV — dual-processor design (Raspberry Pi vision + Arduino motor I/O), OpenCV trash classification, autonomous navigation. Indonesian Mobile Robot Contest (KRTMI) 2024. Python · OpenCV · Arduino · Raspberry Pi · C++


🔬 Scientific & Fine-Grained Computer Vision

  • ai-plankton-case-study Scientific AI case study: Dense Object Counting (dozens–hundreds of overlapping micro-organisms per frame), extreme class imbalance mitigation, and fine-grained taxonomic classification of microscopic plankton. Full EDA → baseline → error analysis Jupyter Notebook. Python · PyTorch · OpenCV · Scikit-Learn · Jupyter Notebook

💻 Web Applications & Developer Tools

  • nextjs-ai-chatbot Production-grade AI chatbot UI — Next.js 14 App Router, real-time token-by-token streaming via Vercel AI SDK useChat hook, server-side API routes for secure LLM calls, full TypeScript. Next.js 14 · TypeScript · Vercel AI SDK · OpenAI API · React

  • django_quizapp AI-powered quiz platform — Django MVC, contextual AI-driven question generation (not static retrieval), real-time scoring and result visualization. Python · Django · JavaScript · HTML/CSS

  • felixyustian.github.io Personal academic and professional portfolio website on GitHub Pages — aggregating research publications, project highlights, experience, and contacts. 🌐 Live at: https://felixyustian.github.io


💼 Work Experience

Google Prompt Engineering Trainer (VILT)

Smartbridge International — Last Mile Indonesia Program | February 2026 – Present | Remote

Lead Trainer for a 30-hour Virtual Instructor-Led Training (VILT) on advanced Prompt Engineering, delivered to developer cohorts across Indonesia's national 'Last Mile' digital upskilling program.

  • Teaching advanced AI reasoning frameworks: Chain-of-Thought (CoT), Tree-of-Thought (ToT), and Self-Consistency to optimize LLM output accuracy and reliability
  • Educating participants on Prompt Architecture (RTCFC Framework) and deep-level model parameters (Temperature, Top-P, Top-K) for precise model behavior control
  • Guiding developers through Vibe Coding, intent-based problem solving, and agentic workflows using the Gemini ecosystem and Google Cloud
  • Covering cost-accuracy trade-offs, tokenization mechanics, and red-teaming / adversarial prompting for enterprise-grade AI safety

AI Image Data Contributor (Freelance)

SoftAge Information Technology Limited | February 2026 – Present | Remote

  • Contributing to the SrotPix Image Data Collection Project — generating high-quality structured visual datasets for AI model training across specialized categories including Character Consistency, Nested Objects, and Object Interactions
  • Ensuring strict adherence to dataset QA guidelines: metadata consistency, lighting continuity, and precise spatial framing
  • Gaining hands-on experience in the foundational data-gathering phase of the Generative AI model development lifecycle

Freelance Software & AI Engineer

PostWork AI | October 2025 – Present | Remote

  • Developing, fine-tuning, and evaluating AI models prior to production deployment
  • Building bespoke software solutions for client-specific automation and ML integration needs across diverse remote engagements

General Manager & Principal Adviser — Robotics Team

Soegijapranata Catholic University | August 2014 – Present | Onsite

  • Founded and led the Soegijapranata Robotics Team across 10+ national competitions
  • Directed technical development of UAV, AUV, AGV, and humanoid robot platforms
  • 1st Place nationally — AEROCREATION 2017 National Essay Competition, Bandung Institute of Technology
  • 5th Place nationally — Indonesian Aerial Robotics Contest 2016 (1 of only 5 teams to complete the full autonomous mission)
  • Multiple top-10 national finishes (2015–2024) spanning VTOL, Underwater, SAR, and Humanoid categories

Lecturer & Researcher — Electrical Engineering

Soegijapranata Catholic University, Semarang | May 2014 – Present | Onsite

  • Designed and delivered undergraduate courses in Embedded Systems, AI/ML Applications, and Autonomous Robotics to cohorts of 20–40 students per semester across 10+ years
  • Supervised 10+ concurrent student research teams annually across UAV, AUV, AGV, and humanoid robot platforms
  • Architected real-time computer vision pipelines for autonomous UAVs and quadruped robots (OpenCV, PyTorch, Raspberry Pi)
  • Built an end-to-end ML pipeline for human emotional state estimation via multisensory physiological data fusion (HRV + motion); published in Jurnal Elektrika USM (Oct 2024)
  • Research metrics: Google Scholar — 40 citations, h-index 4 | Scopus ID 5326490710 — 18 citations, h-index 3

Head of Electrical Energy Conversion Laboratory

Soegijapranata Catholic University | August 2014 – March 2018 | Onsite

  • Managed laboratory operations, equipment, and safety protocols supporting 15+ concurrent faculty and student research projects in power electronics and energy conversion

Research Assistant — Electrical Energy Conversion Laboratory

Bandung Institute of Technology (ITB) | January 2010 – August 2012 | Onsite

  • Graduate research on Maximum Power Point Tracking (MPPT) algorithms for photovoltaic systems
  • Results published at ICEEI 2011 (Bandung Institute of Technology) and Industrial Electronics Seminar 2009

Teaching Assistant — Electrical Energy Conversion Laboratory

Soegijapranata Catholic University | August – December 2009 | Onsite

Engineering Intern — Painting Steel Section

PT Astra Honda Motor, Jakarta | August 2007 | Onsite


🎓 Education

Professional Engineer (Ir.)

Institut Teknologi Indonesia, Serpong | April 2024 – October 2024 | GPA: 4.00 / 4.00

Master of Electrical Engineering

Bandung Institute of Technology (ITB), Bandung | January 2010 – August 2012 | GPA: 3.17 / 4.00

  • Exchange Student: INP-ENSEEIHT, Toulouse, France (September 2012 – October 2013)

Bachelor of Electrical Engineering

Soegijapranata Catholic University, Semarang | August 2005 – December 2009

  • Best Graduate Student Award — December 2009 Commencement

🏆 Achievements & Awards

  • 🥇 OpenClaw Agenthon 2026 (RISTEK x Build Club, Devpost) — Participant, Team NexaPaw / LapakPintar — Best Payment Use Case Track (DOKU API integration)
  • 🏅 Coding & Algorithm Tournament 2026 (catournament.org) — Semi-Finalist
  • 🌏 Pan-SEA AI Developer Challenge 2025 (Angel Hacks & AI Singapore) — Semi-Finalist / Top 100 Participants
  • 🔬 BRIN AIDeNation 2025 (Indonesian National Research & Innovation Agency) — Finalist / Top 80 Participants
  • 🎖️ Google Student Ambassador 2025 (Google Indonesia) — Mentor for university delegates
  • 🥇 AEROCREATION 2017 National Essay Competition (Bandung Institute of Technology) — 1st Place Nationally
  • 🏆 Indonesian Aerial Robotics Contest 2016 — 5th Place Nationally (1 of only 5 teams to complete the full autonomous mission)
  • ⚖️ Judge — Indonesian Humanoid Robot Soccer Contest, National Robotics Contest 2015, Muhammadiyah University Yogyakarta
  • 🎓 Best Graduate Student Award — Soegijapranata Catholic University, December 2009
  • ✈️ Exchange Fellowship — INP-ENSEEIHT, Toulouse, France (International Master of EE & Embedded Systems, 2012–2013)
  • 🌏 AOTULE 2012 Participant — Asia-Oceania Top Universities League on Engineering, Bandung Institute of Technology
  • 🎓 Maju Bareng AI Bootcamp 2025 (Hactiv8 Indonesia, Google & AVPN) — Participant
  • 📚 Pijak 2025 (IBM Skills Build & Dicoding Indonesia) — Participant
  • 💻 Microsoft Elevate 2025 (Microsoft Indonesia & Dicoding Indonesia) — Participant
  • 🎧 IDCamp 2025 (Indosat & Dicoding Indonesia) — Participant
  • 🏦 DBS Coding Camp 2026 (DBS Foundation & Dicoding Indonesia) — Participant
  • ☁️ AWS Back-End Academy 2025 (AWS & Dicoding Indonesia) — Participant
  • 🌩️ JuaraGCP Season 12 — 2026 (Google Developer Group Indonesia) — Participant

📚 Selected Publications

Year Title Venue
2025 Advanced Line Follower Robot with Ultrasonic Sensor for Dynamic Obstacle Avoidance (2nd Author) Jurnal Elektrika USM, Vol. 17 No. 1
2024 A Novel Approach of Human Emotional State Estimation via ML-based Multisensory Datasets Fusion Jurnal Elektrika USM, Vol. 16 No. 2
2021 A Novel Room Categorization Approach to Semantic Localization for Domestic Service Robots 21st ICCAS, Jeju, South Korea
2020 Human Emotional State Estimation Evaluation using HRV and Activity Data 4th IEEE IRC, Taiwan
2016 Designing and Implementation of Autonomous Hexarotor / Quadrotor as UAV (2 papers) ICITEE & ICITACEE 2016
2014 Boost Inverter Control (PI + Hysteresis) Solar PV Battery Charger (dsPIC30F4012)
2011 Maximum Power Point Tracker via Ripple Correlation Control ICEEI 2011, ITB

🎓 Google Scholar: https://scholar.google.com/citations?user=W_NZMf4AAAAJ&hl=en | 40 citations · h-index 4 📖 Scopus ID: 5326490710 | 18 citations · h-index 3 · ORCID: https://orcid.org/0000-0002-5240-0466


🤝 Professional Memberships

  • 🔌 IEEE (Institute of Electrical and Electronics Engineers) — Regular Member
  • 🏗️ PII (The Institution of Engineers Indonesia) — Regular Member
  • 🚁 APDI (Indonesian Drone Pilot Association) — Regular Member
  • 🐍 Python Software Foundation (PSF) — Member
  • 🐍 Python Indonesian Society — Member

💡 What Drives Me

I'm passionate about bridging theory and implementation — taking ideas from algorithm design all the way to hardware realization. I thrive on solving complex bottlenecks in Edge environments, ensuring that AI models don't just perform well on paper, but execute flawlessly under strict latency and memory constraints in the real world.

Currently building intelligent autonomous systems that eliminate operational friction for real people — from Indonesian SMEs running 24/7 autonomous business agents, to enterprise teams automating fraud detection and risk analytics.


📫 Connect with me

Pinned Loading

  1. PPE_Detection_TensorRT PPE_Detection_TensorRT Public

    End-to-End AI Edge Architecture for PPE Compliance Monitoring. Features YOLOv11 TensorRT quantization, Predictive Tensor Analysis, & Production-Ready FastAPI Gateway.

    Jupyter Notebook 1

  2. kyc-vision-system kyc-vision-system Public

    Production-grade KYC document verification system built with a polyglot microservice architecture. Integrates a high-concurrency Go API Gateway with a Python Computer Vision service (FastAPI, OpenC…

    Python 1

  3. ai-plankton-case-study ai-plankton-case-study Public

    Plankton Detection & Counting: Technical Case Study

    Python 1

  4. krti2024_scu_unika krti2024_scu_unika Public

    A full program of the UAV (Unmanned Aerial Vehicle), specifically the hexarotor for the team SIRI of Soegijapranata Catholic University in the Indonesian Aerial Robotic Contest (KRTI - Kontes Robot…

    Python

  5. edusenseai edusenseai Public

    An adaptive AI-powered education platform featuring an interactive Claude AI tutor, dynamic quiz generation, course management, real-time learning analytics, and gamified progress tracking — built …

    JavaScript 2

  6. enterprise_ai_context_engine_fraud_risk_marketing enterprise_ai_context_engine_fraud_risk_marketing Public

    Enterprise AI Context Engine powered by LangGraph, MCP, & Gemini. Unifying AML/Fraud detection, Credit Risk underwriting, and Marketing Analytics via autonomous, low-latency Agentic Workflows.

    Jupyter Notebook 1