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RYAS RAFI KARIM
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Computer Vision & Edge AI Engineer

RYAS RAFI KARIM

AI SYSTEMS & EDGE VISION ENGINEER
B.Eng Electrical, GPA 3.78 • Google Bangkit, top 10% • 26 tugboats, 3,000+ cameras • Jakarta, UTC+7
45 FPS RTSP ingest
8.2ms p95 latency
26 Tugboats live
99.2% Plate accuracy
Explore career
Career timeline, 2020 to 2026

Career Timeline

2020

ELECTRICAL & EMBEDDED FOUNDATIONS

Enrolled at Universitas Singaperbangsa Karawang (B.Eng Electrical Engineering). Mastered analog circuitry, digital signal processing, microcontrollers (STM32, ESP32), and low-level Linux systems, graduating with GPA 3.78/4.00.

C / C++ Embedded Systems Signal Processing Linux Kernel
Circuit topology graph
2022

ROBOTICS & COMPUTER VISION RESEARCH

Architected real-time robotics vision pipelines, sensor fusion algorithms, and convolutional neural networks for autonomous navigation and object recognition.

OpenCV PyTorch ROS Sensor Fusion
Edge system monitor
2023

BANGKIT ACADEMY — DISTINCTION GRADUATE

Selected among top 10% distinction graduates in Google, Tokopedia, Gojek, and Traveloka's Bangkit Academy. Developed Waste Wizard CNN classification model with 95% accuracy and earned Google TensorFlow Developer Certification.

TensorFlow Google Cloud GCP Keras Model Serving
Bangkit schematic inspection
2024

AUTONOMOUS CAD BOQ EXTRACTION

Engineered full-stack computer vision pipelines parsing architectural blueprints, DWG/DXF drawings, and extracting engineering Bill of Quantities with 14x acceleration over manual estimation.

PyMuPDF Vector Geometry Custom OCR FastAPI
CAD BoQ Extraction
2025

JAKARTA SMARTEYE — 3,000+ CCTV CAMERAS

AI Engineer at PT Bali Towerindo Sentra Tbk. Maintained, tuned, and deployed License Plate Recognition models across 3,000+ metropolitan cameras in Jakarta with 99.2% accuracy, managing three high-availability Linux production server tiers.

YOLOv8 LPR TensorRT 3,000+ CCTV Feeds Ubuntu Server
Sentinel 15 CCTV grid
2025

FLEET VISION ACROSS 26 MARINE VESSELS

AI Engineer & Project Lead at Gerbang Data Indonesia. Deployed commercial tugboat surveillance, Teltonika GPS telematics API, 7-module mining CV platform (AdaFace IR-101, PPE, Danger Zone Intrusion, Vehicle Hull OCR), and Nexus Annotator platform.

Jetson Orin Nano AdaFace IR-101 Teltonika API Telegram Bot
Maritime tugboat deployment
2026

AUTONOMOUS EDGE & ENTERPRISE AGENTS

Pioneering low-latency edge architectures, ONNX Runtime quantization, local-first LLM agents (Ollama, llama.cpp, Qdrant, LangGraph), and zero-frame-drop /dev/shm shared memory pipelines operating at 45 FPS and 8.2ms latency.

LangGraph Qdrant Vector DB n8n Automation Zero-Drop Ramdisk
Turboquant AI agent tool execution
Recorded from live deployments

Deployments on Video

SENTINEL 15-CCTV MULTI-STREAM ANALYTICS
00:00 / 00:00 Full Frame Edge Feed
Core engineering domains & verified stack

Tech Stacks & Domains

Production-grade competencies extracted from real-world deployments across municipal CCTV grids, 26 marine vessels, and air-gapped agent workbenches.

Domain 01 / Perception

Computer Vision & Deep Learning

High-throughput detection, segmentation, optical character recognition & biometrics.

Python YOLOv8 PyTorch TensorFlow OpenCV AdaFace IR-101 ByteTrack Custom OCR Polygon Segmentation Scikit-learn
Production systems: 3,000+ CCTV license plate recognition (Jakarta SmartEye), 26-vessel 360 panorama bridge surveillance, and 98% waste polygon segmentation.
Domain 02 / Inference

Optimization & High-Throughput Serving

Model compression, FP16/INT8 hardware compilation & low-latency RESTful APIs.

NVIDIA TensorRT ONNX Runtime FastAPI Flask Model Serving Latency Profiling Redis Caching HLS Streaming
Engineered sub-10ms P95 latency pipelines decoding 15+ concurrent RTSP feeds with zero frame-dropping via Linux /dev/shm shared memory buffers.
Domain 03 / Agentic AI

Generative AI, Agents & Vector RAG

Local LLM runtimes, multi-step tool execution graphs & hybrid semantic retrieval.

Ollama llama.cpp LangGraph LangChain Qdrant Vector DB Hybrid Dense+Sparse RRF n8n Automation Re-ranking
Implemented air-gapped Turboquant workbench with local privacy, OpenAI-compatible self-hosted providers, and automated prompt-to-n8n workflow graphs.
Domain 04 / Hardware

Edge AI, Embedded & IoT Telematics

On-device edge computing, satcom sensor telemetry & automated incident dispatch.

NVIDIA Jetson Orin Nano Teltonika GPS API Linux /dev/shm Ring Buffer Telegram Bot API STM32 / ESP32 Analog / Digital DSP
Led deployment across 26 tugboats with real-time danger zone polygon intrusion detection, satellite fleet telemetry, and 99.94% maritime mission uptime.
Domain 05 / Platform

Linux OS & Cloud Infrastructure

Production Linux administration, containerization, CI/CD pipelines & reliability.

Ubuntu Server Docker systemd Daemons Git & GitHub Actions CI/CD Google Cloud Platform (GCP) Intel Arc GPU
Managed three Linux production areas: inference services, automated deployment pipelines, and continuous real-time system health monitoring.
Domain 06 / Engineering

Languages & Schematic Engineering

Vector graph topological parsing, scientific computing & CAD blueprint automation.

Python C / C++ Bash Pandas NumPy NetworkX (Graph Topology) PyMuPDF RESTful API Design
Architected autonomous CAD BoQ extraction system converting complex engineering wire-harness schematics to Bill of Quantities with 14x manual acceleration.
Verified Certifications & Credentials
Google TensorFlow Developer Certified Stanford University Machine Learning (Coursera) DeepLearning.AI TensorFlow: Data & Deployment Dahua DHSP Video Surveillance System Engineer Bangkit Academy ML Distinction Graduate (Top 10%) B.Eng Electrical Engineering, GPA 3.78/4.00 (UNSIKA)