Bug Bounty Bootcamp
The Guide to Finding and Reporting Web Vulnerabilities
Web application penetration testing, threat intelligence, and custom tooling — currently studying AI security.





The Guide to Finding and Reporting Web Vulnerabilities
Selected systems, explained through what I built and the technical decisions behind it.
AI Engineer · System Architect · AI-powered math learning platform
Built RAG chat, ingestion, and async quiz generation.
Built core learning flows for an AI-powered math platform: streamed RAG chat, document ingestion and indexing, and background quiz generation. I designed the API boundaries and data flow between the web apps, backend, and AI services.
Implemented hybrid retrieval and reranking so chat and quiz generation use relevant course material.
Added session-aware access controls between the web apps, backend, and internal AI services.
Moved long-running quiz generation into an outbox-backed queue with worker processing and status updates.
Added authenticated uploads, file validation, document processing, and retrieval indexing.
Scrum Master · Full-Stack Developer · University course project · team delivery
Ran sprints and helped ship visitor, guard, and real-time notification flows.
Scrum Master on a team project for community operations. I planned sprints, coordinated delivery across the frontend, backend, and real-time notifications, and contributed to visitor and guard workflows.
Turned the course scope into smaller deliverable slices and kept the team focused on the next working increment.
Aligned work around resident approval, visitor check-in and check-out, and guard workflows for the first usable release.
Connected frontend, backend, and real-time notification work so dependent features could be tested together.
Built and refined visitor-facing screens and supported the notification and dashboard integration work.
Open to Product Security, Application Security, and Penetration Testing roles in Bangkok, Chiang Mai, or remote. Focused on securing applications across the development lifecycle — from secure design and development through testing and remediation.