I am a BSIT student and operations professional focused on software development, data analytics, cybersecurity, and AI-assisted workflow automation.
My background combines legal operations, technical support, team leadership, and process management. I build practical systems that reduce manual work, improve traceability, organize complex workflows, and turn repetitive processes into structured, repeatable systems.
🎓 Studying
BSIT, Data Analytics @ Mapúa Malayan Digital College · 2024 - 2028
💼 Working
Impact Assistant · Legal operations, CRM workflows, compliance tracking, e-filing, and document processing
🚀 Building
Orchestra · AI-assisted orchestration framework for structured development workflows, specialist routing, validation gates, and project governance
🧠 Developing
Hivemind · AI workflow and collaboration platform being overhauled for local machine use, locally installed open-source AI models, and reduced reliance on internet-based services
🎯 Focus Areas
System design · database-driven applications · workflow automation · AI tooling · foundational cybersecurity
I am building toward a stack that connects software engineering, data persistence, operations automation, and AI-assisted development.
| Area | Focus |
|---|---|
| Layered Application Design | UI, service, domain, repository, and persistence boundaries |
| Object-Oriented Programming | Java, JavaFX, SOLID, AOOP, and service/repository patterns |
| Database-Driven Systems | SQL, MySQL, JPA, Hibernate, data modeling, and validation queries |
| AI Workflow Orchestration | Multi-agent routing, source-of-truth checks, documentation control, and governance gates |
| Operational Automation | Reducing manual tracking, improving process consistency, and supporting real workflows |
Core Programming
Primary languages and application development tools
Frontend & Web
Interface, layout, and web application foundations
Backend, Database & Persistence
Database-driven application design and persistence-layer tooling
Tools, IDEs & Deployment
Development workflow, version control, local AI tooling, database tools, automation, and deployment platforms
Focus Areas
Current specialization and applied learning direction
Orchestra
AI-assisted orchestration framework for structured development workflows
Orchestra is designed to make development workflows more structured, traceable, and repeatable. It focuses on specialist routing, workflow continuity, architecture boundaries, database ownership, documentation discipline, QA validation, and governance checks.
Core ideas:
- Route tasks to the right specialist
- Preserve source-of-truth decisions
- Reduce repeated manual instructions
- Separate architecture, database, documentation, QA, security, and implementation responsibilities
- Support safer branch, handoff, and merge workflows
Hivemind
AI workflow and collaboration platform being overhauled for local machine use
Hivemind is being repositioned toward a more open, practical, and locally controlled AI workspace. The new direction focuses on local storage, locally installed open-source AI models, and reduced reliance on internet-based AI services.
Before focusing more heavily on software development and AI workflow systems, I built a strong foundation in communication, troubleshooting, process control, and operational support across BPO, technical support, and legal operations.
Impact Assistant / Legal Operations Support
Legal workflows · document processing · CRM updates · compliance tracking · e-filing · case-related administrative operations
Recognized as an Outstanding Impact Assistant in 2023.
Operations Team Lead & Technical Support SME
Team coaching · escalated technical concerns · service quality support · operational workflow improvement
Customer Service and Technical Support
Billing · account concerns · internet troubleshooting · service issues · customer-facing problem resolution
These experiences shaped how I approach software: not just as code, but as a way to organize work, reduce friction, improve reliability, and build systems people can actually use.
For my full CV and professional history, please connect with me on LinkedIn.


