LLM & GenAI Systems
Practical AI workflows using RAG, prompt orchestration, structured outputs, and model evaluation patterns that prioritize correctness and usefulness.
AI Engineer & Data Scientist — Indonesia
Muhammad
Nuril Huda
Building practical AI systems from data, models, and real-world workflows.
I turn messy data and manual processes into AI-powered products — combining engineering judgment, model evaluation, data reasoning, and product execution.
- M.Cs. Computer Science, UGM
- Founder, Aureum
- LLM Evaluation — Alignerr & Outlier
- Python · FastAPI · PySpark · Docker · AWS · GCP
About
Ambiguous problems in. Working systems out.
I work at the intersection of AI engineering, data science, and product execution. My strength is turning unclear operational problems into structured systems: define the workflow, reason about the data, evaluate model behavior, and ship something people can actually use.
My background spans LLM evaluation, AI product development, forecasting pipelines, backend-driven RAG applications, and medical computer vision research. I care about practical usefulness: AI that gives clear explanations, handles real constraints, and supports better decisions.
What I build
Four kinds of systems.
AI Product Engineering
Backend-driven AI applications with Python, FastAPI, Docker, relational workflows, caching, and cloud deployment.
Data Science & Forecasting
Data pipelines, analytics workflows, and forecasting systems using Python, SQL, PySpark, SARIMA/LSTM, and stakeholder-ready reporting.
Computer Vision & Medical AI
Research and project experience in thermal imaging, deep learning, image enhancement, face/deepfake detection, and video intelligence pipelines.
Featured work
Selected systems & projects.
AI products, LLM evaluation, data pipelines, and applied computer vision.
Founder · AI Product
Aureum — AI Financial Copilot
Founded and built an AI-powered financial copilot that helps users manage personal finances and make better investment decisions through natural conversation — AI orchestration, financial analytics, market intelligence pipelines, and cloud infrastructure, with transparent, non-custodial recommendations.
- AI orchestration
- Financial analytics
- Market intelligence
- Cloud infrastructure
GenAI · Computer Vision · Media
Ayclip — AI Video Clipping Pipeline
AI-powered video clipping architecture that turns long-form video into short-form clips: YOLOv11 + MediaPipe + ByteTrack for face tracking and 9:16 auto-reframing, Claude-based semantic highlight detection, Whisper speech-to-text with word-level subtitle synchronization, and asynchronous processing on Docker and AWS ECS/S3.
- Python
- FastAPI
- Celery
- YOLOv11
- MediaPipe
- ByteTrack
- Whisper
- FFmpeg
- Docker
- AWS ECS/S3
LLM Evaluation
Alignerr — LLM Evaluation & Code Review
Evaluating AI-generated STEM, coding, ML, and data science reasoning: reviewing code for logic errors and edge cases, producing structured feedback for LLM training workflows, and auditing annotation quality against rubrics.
- Python
- Rubric evaluation
- RLHF/SFT
- QA workflows
RAG · Backend AI
Hospital Chatbot Appointment System
Backend-driven medical chatbot combining a LangChain RAG pipeline, document retrieval, multi-intent handling, and automated doctor assignment — turning a manual appointment workflow into an AI-assisted service.
- Python
- FastAPI
- Docker
- LangChain
- RAG
- Caching
AI Assistant · DS Tooling
DeciSense — AI Assistant for Data Science Workflows
Python-based assistant automating data science workflows: dataset intake, validation, profiling, task inference, planning, modeling, evaluation, and reporting — simple inspectable logic first, LLM assistance second.
- Python
- Data validation
- Profiling
- ML planning
- LLM explanations
Data Science · Forecasting
Transportation Demand Forecasting
Forecasting pipelines integrating taxi, flight, and weather datasets on PySpark and GCP with SARIMA and LSTM models — improving prediction accuracy by 15% and cutting pipeline runtime by 90%.
- Python
- PySpark
- GCP
- SARIMA
- LSTM
Case-study details for each system are available on request.
Capability matrix
Technical capability, grouped by function.
AI Engineering & LLM Systems
- Agentic AI & multi-agent systems
- MCP (Model Context Protocol)
- RAG · hybrid retrieval · reranking
- Vector databases
- LangChain / LangGraph
- Context & prompt engineering
- Structured outputs & tool calling
- LLM evaluation & LLM-as-judge
- RLHF/SFT evaluation
- Guardrails & AI safety
- Prompt caching & cost optimization
- Voice & multimodal AI
Backend & AI Product Engineering
- Python
- FastAPI
- REST APIs
- SQL
- Caching
- Docker
- Git
- Celery
- Workflow automation
Data Engineering & Analytics
- PySpark
- ETL pipelines
- Batch processing
- Schema design
- BigQuery
- Looker Studio
- Dashboard design
- Reporting automation
Data Science & Machine Learning
- Time-series forecasting
- SARIMA
- LSTM
- Statistical analysis
- Clustering
- Classification
- Regression
- Feature engineering
- Model evaluation
Computer Vision & Media AI
- OpenCV
- CNN classification
- Medical image analysis
- Thermal imaging
- Deepfake detection
- YOLOv11
- MediaPipe
- ByteTrack
- Whisper
- FFmpeg
Cloud & Deployment
- AWS ECS
- AWS S3
- CloudFront
- GCP
- BigQuery
- Compute Engine
- Vertex AI
- Streamlit
- Static hosting
AI-Accelerated Engineering
I build with AI, not just build AI — agent-assisted development is how I ship faster than team size suggests.
- AI coding agents (Claude Code)
- Spec-driven development
- AI code review & auditing
- Eval-driven development
- LLM training data quality
- Human-in-the-loop workflows
- Rapid AI prototyping
Product, Research & Collaboration
- Business problem framing
- Technical documentation
- Stakeholder reporting
- Async collaboration
- Fast iteration
- Startup leadership
- Research writing
Experience
Seven roles. One direction.
-
Jan 2026 — Present
Founder · Aureum
Building an AI financial copilot end to end: AI orchestration, financial analytics, market intelligence pipelines, and cloud infrastructure.
-
Mar 2026 — Present
AI Engineer · Ayclip
Designing AI video clipping architecture: CV pipelines, semantic highlight detection, ASR/subtitles, and asynchronous media processing on AWS.
-
Oct 2024 — Present
AI Evaluation Consultant · Alignerr
Evaluating AI-generated STEM/coding/ML solutions, reviewing code quality, and auditing annotation outputs for rubric adherence and reasoning quality.
-
May 2024 — Oct 2025
AI Trainer & LLM Evaluator · Outlier
Reviewed and annotated AI responses for RLHF/SFT across general, technical, and CS domains; assessed instruction-following, truthfulness, and reasoning.
-
Jan 2024 — Jul 2024
Data Scientist Intern · Data Glacier
Built PySpark/GCP pipelines integrating taxi, flight, and weather data; SARIMA & LSTM forecasting improved accuracy 15% and cut runtime 90%.
-
2023
Data Analyst Fellow · GoTo Impact Foundation
Designed dashboards and automated reporting for student performance tracking; translated findings for non-technical stakeholders.
-
Aug 2021 — Feb 2022
AI Engineer Apprentice · Orbit Future Academy
Led a team of four building a deepfake detection system with CNN architectures (MTCNN, InceptionResNetV1), from preprocessing to evaluation.
Research & education
Medical computer vision research.
Master's thesis · Universitas Gadjah Mada
Early detection of diabetic foot ulcers using thermogram and temperature data integration
97.06% reported classification accuracy
Combined plantar thermogram imaging with temperature data to detect diabetic foot ulceration risk early — image enhancement, feature integration, and rigorous model evaluation.
Published in SINTECHCOM Journal, Feb 2025 · DOI 10.59190/stc.v5i2.273Education
M.Cs. Computer Science
Universitas Gadjah Mada · GPA 3.79/4.00
Education
S.Kom. Informatics
Universitas Muhammadiyah Malang · GPA 3.86/4.00
Book
Java Itu Mudah
DIVA Press, 2020 · ISBN 9786023918980
Contact
Let's build something practical.
Interested in AI engineering, GenAI, LLM systems, data science, or applied AI product work? Reach me directly by email or LinkedIn — I'm open to roles and collaborations.
nurilhuda3333@gmail.com