Muhammad
Baihaqi Dawanis
Final-year Informatics student at ITS, currently working on manufacturing systems at Kalbe Consumer Health. I've spent the past year moving between agentic AI, backend engineering, and data pipelines - mostly by building things for real teams and seeing what breaks.
Mostly backend, data, and applied AI.
Four areas where I've put in the most hours so far.
Applied AI & Agent Systems
Built a LangGraph-based agent pipeline at Komdigi to flag disinformation and hate speech, backed by RAG retrieval against verified government sources. Currently building agent workflows for ERP automation as my final year project.
Backend & Systems
Maintain a Next.js/Golang batch-tracking system at Kalbe, and refactored a legacy PHP-RAD codebase while migrating its database from MySQL to PostgreSQL.
Data & Analytics
Built an ETL pipeline for financial reporting at PLN Icon Plus, and used KMeans clustering and DEA to segment 815 rice-supply-chain actors in a national data science competition.
Operations & Process
Digitized Lean/5S maintenance workflows on the shop floor at Kalbe, and led sponsorship for two student engineering teams (Rp75M+ and Rp1B+ raised).
Where I've worked & contributed.
Hands-on work across manufacturing, government-affiliated AI programs, utility analytics, and campus organizations.
Manufacturing Development: Operational Technology Intern
Kalbe Consumer Health (PT Bintang Toedjoe) · Jakarta, Indonesia
- 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 Digitalization: Refactored a legacy PHP-RAD codebase into clean, maintainable PHP architecture and migrated the database from MySQL to PostgreSQL, modernizing machine maintenance reporting while ensuring backend stability.
- Red & White Tag System: Developed a digital tracking tool for the Engineering Division to automate Red Tag and White Tag workflows, streamlining Lean/5S maintenance and reducing unplanned downtime.
AI Engineer Apprentice (Team 2: Disinformation & Hate Speech)
Kementerian Komunikasi dan Digital (Komdigi) · AI Talent Factory · Jakarta, Indonesia
- 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
- Facilitated learning for 30+ international undergraduate students in database architecture, relational design, and SQL query optimization.
- Evaluated lab assignments and coursework, providing structured feedback to support academic standards.
Solution Architect Intern
PLN Icon Plus · Jakarta, Indonesia
- 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
- Supported the recruitment process for technical and non-technical openings from candidate sourcing to onboarding.
- Conducted initial phone screenings for 30+ candidates and scheduled 10+ interviews with hiring leads.
Deputy Head of Research and Development Bureau
Himpunan Mahasiswa Teknik Computer-Informatika (HMTC ITS) · Surabaya, Indonesia
- 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
- 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
Anargya ITS EV Team · Surabaya, Indonesia
- 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
- 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
- Assisted in organizing and executing 10+ sports and arts competitions for 6,000+ freshmen participants, ensuring smooth operations and on-time scheduling.
- Coordinated cross-functional logistics and crowd control to ensure an inclusive welcoming experience for incoming university students.
Selected technical work.
Multi-agent pipelines, sequence modeling, IoT dashboards, and data analytics.
AI Agent for ERP System
Multi-agent system (LangGraph) that turns BPMN-modeled workflows into executable agent tasks for a cooperative's ERP - final year project, currently in development.
Supply 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 models.
Wikipedia Next-Click Sequence Modeling
Modeled goal-directed navigation sequences across Wikipedia articles to predict a reader's next article click given the current and target destinations. Achieved Rank #9 out of 283 teams (Score: 0.811) on the competitive leaderboard.
TambakPintar · Smart Aquaculture
Smart aquaculture platform (AquaSense) prototype to monitor water parameters (pH, DO, salinity, temperature) and provide risk alerts for shrimp farming operations.
BEM FTEIC Platform & Backend API
Architected and engineered backend REST APIs using Go (Gin) and PostgreSQL (GORM) for the official faculty student executive board platform (bem-fteic.com). Built modular endpoints for blog publishing, event registration, and administrative controls deployed with Docker.
Healink
Platform concept and Business Model Canvas for homecare nurse booking and medical facility rentals, presented at the 15th UI Studentpreneurs.
Brankas Sehat
Personal health record mobile app concept with chronic care management and caregiver scheduling for the Gemastik ICT Business Development competition.
Smart Coffee Machine (PKM PM)
Assistive coffee brewing hardware modification with tactile audio feedback designed for visually impaired baristas. Funded under Simbelmawa national selection.
Honors & competitions.
Selected case competitions, data challenges, and business presentation results.
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 Brankas Sehat.
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