Muhammad
Baihaqi Dawanis
Final-year Informatics student at ITS. Right now I'm at Kalbe Consumer Health working on manufacturing systems. The past year has been a mix of agentic AI, backend engineering, and data pipelines, always on real teams with real deadlines.
Applied AI, Backend, & Data Systems.
Areas I've shipped work in: at companies, in competitions, and for my thesis.
Engineering agentic workflows using LangGraph to classify complex text and validate information through RAG pipelines with Vector Databases. Currently developing multi-agent ERP task execution for thesis research.
Maintain production batch-tracking engines at Kalbe, migrated databases to PostgreSQL with tamper-evident audit trails, and engineered modular REST APIs in Go.
Built automated financial ETL pipelines with Streamlit at PLN Icon Plus, and segmented 815 West Java supply chain actors using KMeans clustering and Data Envelopment Analysis.
Modernized maintenance across 21 industrial production machines with cryptographic check-sheets enforcing ALCOA+ data integrity, and engineered automated Red Tag API workflows routing machine anomalies directly to the Engineering Division.
Where I've worked & contributed.
Hands-on work across manufacturing, government-affiliated AI programs, utility analytics, and campus leadership.
Manufacturing Development: Operational Technology Intern
Kalbe Consumer Health (PT Bintang Toedjoe) · Jakarta, Indonesia
PHP · PostgreSQL · Golang · Next.js · ALCOA+ (cGMP) · Cryptography- Batch Production Tracker: Maintain a batch-tracking system (Next.js, Golang) covering planning through dispatch; added real-time analytics used by the production team daily.
- Autonomous Maintenance & Compliance: Refactored the core engine into modular PHP and PostgreSQL, implementing in-house cryptographic digital signatures (QR & SHA-256), authorized signature specimens, and immutable audit trails across 21 industrial production machines to enforce ALCOA+ / cGMP data integrity.
- Red & White Tag (RTWT) Integration: Engineered an automated REST API pipeline linking shop-floor Form AM abnormalities directly to the Engineering Division for rapid Red Tag escalation, minimizing machine downtime under Lean/5S.
AI Engineer Apprentice (Team 2: Disinformation & Hate Speech)
Kementerian Komunikasi dan Digital (Komdigi) · AI Talent Factory · Jakarta, Indonesia
LangGraph · Agentic AI · RAG · Vector DB · LLM SFT · Python- Built an agentic pipeline (LangGraph) that classifies text for disinformation, slander, and hate speech, tested against social media content datasets.
- Implemented RAG (Retrieval Augmented Generation) integrated with a Vector Database to validate trending topics against official government press releases and news portals.
- Fine-tuned an LLM (SFT) for keyword-based content classification, as part of the team's disinformation-detection pipeline.
Teaching Assistant: Database Management (International Class)
Institut Teknologi Sepuluh Nopember (ITS) · Surabaya, Indonesia
SQL Query Optimization · Relational Database Architecture- Taught 30+ international undergraduate students in database architecture, relational design, and SQL query optimization.
- Graded lab assignments and gave feedback directly to students each week.
Solution Architect Intern
PLN Icon Plus · Jakarta, Indonesia
Python (ETL) · Streamlit · Next.js- Built an automated ETL pipeline using Python and Streamlit to streamline monthly financial data consolidation and reporting.
- Developed a project tracking dashboard using Next.js to help the team monitor delivery milestones and project status in one central place.
Talent Acquisition Intern
SIRCLO · Jakarta, Indonesia
Technical Recruitment · Screening & Interviewing- Ran end-to-end recruitment for technical and non-technical roles, from writing the job brief to coordinating final-round interviews.
- Screened 30+ candidates by phone and scheduled 10+ interviews directly with hiring leads.
Deputy Head of Research and Development Bureau
Himpunan Mahasiswa Teknik Computer-Informatika (HMTC ITS) · Surabaya, Indonesia
Departmental Leadership · Mentorship · R&D- Co-led TCatalyst, an initiative providing informatics students with entrepreneurship mentorship and competition preparation.
- Mentored student teams participating in business and technology competitions across national universities.
Head of Sponsorship Division
Schematics ITS · Surabaya, Indonesia
Deal Negotiation · Corporate Partnership · Rp75M+ Raised- Led a 6-person sponsorship team to secure 10+ partner deals worth Rp75M+, raising event funding by 50% year-over-year.
- Managed end-to-end corporate deliverables, contract reviews, and on-ground brand activations for major sponsors.
Finance Support (Formula SAE Japan)
Anargya ITS EV Team · Surabaya, Indonesia
Sponsorship · Business Presentation · Rp1B+ Raised- Co-developed the business presentation for Formula SAE Japan 2025, contributing to the team's 2nd Place (Runner-Up) finish in the static business event.
- Assisted in securing 22+ sponsorship agreements totaling Rp1B+ in cash and in-kind support for the formula electric car prototype.
Company Engagement Staff
Society of Petroleum Engineers (SPE ITS SC) · Surabaya, Indonesia
Industry Relations · Corporate Communication · Industrial Visit- Coordinated with 4+ energy companies for student visits and knowledge-sharing sessions.
- Served as Person in Charge (PIC) for the industrial visit to Pertamina Hulu Energi (Tuban).
Staff of Event Division
MabaCup ITS · Surabaya, Indonesia
Event Operations · Large-Scale Logistics · Cross-Team Coordination- Helped organize and run 10+ sports and arts competitions for 6,000+ freshmen participants, keeping events on schedule throughout.
- Coordinated cross-team logistics and crowd control for an inclusive welcoming experience for incoming students.
Selected technical work.
From thesis-grade AI systems to production backends and data competitions.
AI Agent for ERP System
Multi-agent system (LangGraph) that converts BPMN-modeled enterprise workflows into automated, executable agent tasks for cooperative ERP operations.
LangGraph · Python · Multi-Agent · BPMN · ERP
Credit Card Fraud & Graph Explorer
Real-time transaction fraud detection engine using XGBoost, integrated with a Neo4j Graph Database to uncover suspicious user-merchant cluster topologies served via Flask.
Neo4j (Graph DB) · XGBoost · Flask · Python
Indonesian License Plate Recognition
Deep learning about Automatic Number Plate Recognition (ANPR) system using two custom-trained YOLOv8 models (front & side angles) and EasyOCR with an interactive Streamlit preprocessing and tuning pipeline.
YOLOv8 · EasyOCR · Streamlit · OpenCV · Python
Wikipedia Next-Click Sequence Modeling
Modeled goal-directed navigation sequences across Wikipedia articles to predict next clicks given source and target destinations. Achieved Rank #9 / 283 teams (Score: 0.811).
Sequence Modeling · NLP · Kaggle · Python
BEM FTEIC Platform & Backend API
Built and deployed backend REST APIs using Go (Gin) and PostgreSQL (GORM) for the faculty platform (bem-fteic.com). Modular endpoints, containerized with Docker.
Golang (Gin) · PostgreSQL · GORM · Docker · REST APISupply Chain Data Science Analysis
Analyzed 815 West Java rice supply chain actors using KMeans clustering and Data Envelopment Analysis (DEA) to evaluate operational efficiency, paired with revenue prediction.
Python · KMeans · DEA · Data Science
TambakPintar · Smart Aquaculture
Smart aquaculture platform prototype to monitor water parameters (pH, DO, salinity, temperature) and provide risk alerts for shrimp farming operations.
Python · IoT Analytics · OpenAI API · Data Science
Smart Coffee Machine (PKM PM)
Assistive coffee brewing hardware modification with tactile audio feedback designed for visually impaired baristas. Funded under Simbelmawa national selection (310 / 2,000+).
IoT Hardware · Accessibility · Simbelmawa
Healink · Healthcare On-Demand App
Healthcare on-demand platform concept validated via Business Model Canvas at 15th UI Studentpreneurs, developed into a functional mobile application prototype using Flutter (Dart).
Flutter · Dart · Mobile Dev · BMCRecognition that keeps me moving.
Selected scholarships, case competitions, data challenges, and business presentation results.
Scholarship Awardee · Boeing Indonesia Scholarship Program
Awarded scholarship support for the 2026–2027 academic year.
Runner-Up · Formula SAE Japan 2025
2nd Place in Business Presentation Event with Anargya ITS EV Team, covering sustainable production strategy and commercial viability for an electric formula prototype.
Top 7 Finalist · FIT Data Science Competition
Top 7 out of 200+ teams at UKSW, analyzing West Java agricultural supply chain dynamics using KMeans clustering and DEA efficiency models.
Rank 9 / 283 Teams & Top 25 Semifinalist · Datathon by Ristek UI (OpenAI)
Ranked #9 on the predictive sequence modeling leaderboard (Task 2) and selected as Top 25 Semifinalist presenting the TambakPintar aquaculture concept.
Semifinalist · 15th UI Studentpreneurs
Semifinalist in business plan division presenting Healink, an on-demand healthcare service platform.
Top 10 ITS Delegation · Gemastik ICT Business Dev
Top 10 university delegation in ICT Business Development division with Brankasehat.
PKM PM · Simbelmawa National Selection
Selected among 310 out of 2,000+ national proposals for community empowerment assistive technology funding.
Institut Teknologi Sepuluh Nopember (ITS)
Undergraduate Informatics Engineering · Expected Graduation 2027
August 2023 - Present · Surabaya, Indonesia