About
Hi, I’m Tri.
AI Security & Software Engineer
I’m Tri — an Information Security student at VNU-HCM University of Science (GPA 3.84/4.0). My focus is AI security: the place where machine learning, software and infrastructure have to be trustworthy at the same time.
Most of my work starts with one question: what breaks if this model, policy or pipeline is wrong? In clinical de-identification, a missed name is a privacy leak. In infrastructure scanning, a flood of false positives teaches engineers to ignore the scanner. The answer usually shapes the architecture more than the model choice does — deterministic validation gates, leakage-safe evaluation, access control enforced at the data layer.
What I bring#
- AI engineering — LLM data pipelines (1M documents, 9 LLM providers, 13 validation gates), evaluation and retrieval with hybrid search.
- Security — IaC and policy-as-code research, OWASP API controls, PII de-identification, SARIF and SBOM reporting.
- DevOps & cloud — Docker, Kubernetes, Terraform, GitHub Actions and CI security gates; Azure and AWS basics.
- Software engineering — FastAPI and PostgreSQL backends, Next.js, and systems programming in C.
I try to report results the way I would want to read them: with the baseline, the evaluation setup, and what the number does not prove.
What I’m looking for#
An internship in AI engineering, security (application, cloud or AI security), DevOps / platform engineering or backend software engineering — part-time (3–4 days a week) now, and full-time from September 2027.
Experience
May 2026 – Present
AI Engineer (Part-time) — Multilingual Clinical De-identification
Meddies · Ho Chi Minh City
- Co-first author of Meddies-PII (arXiv:2609.12544), a multilingual PII extraction framework for clinical de-identification across 17 languages and 9 PII labels.
- Design and maintain the attribute-conditioned synthetic data pipeline (9-LLM generator pool) that produced 1M documents filtered by 13 deterministic validation gates.
- The data trains a 350M-parameter BIOES token classifier scoring 0.827 mean exact-match micro-F1 on 15 external benchmarks (strongest baseline 0.658).
- Building meddies-faker, which samples personal attributes from country-specific real-world distributions for 20 locales.
Feb 2026 – Present
Undergraduate Researcher — Infrastructure-as-Code Security
IaC Lab, Faculty of IT, HCMUS · Ho Chi Minh City
- Evaluated Checkov across 29 runners and 1,346 CKV rules, studying false-positive reduction through AST context propagation.
- Evaluated DevSecOps reporting (SARIF, CycloneDX/SPDX SBOM) and CI gating with Bandit and secret scanners across 3,700+ test suites.
- Curating an open IaC security dataset and classification taxonomy as a reusable research benchmark.
Education
Sep 2024 – Expected Jun 2028
B.Sc. in Information Technology (Information Security)
University of Science, VNU-HCM · Ho Chi Minh City
- GPA 3.84 / 4.0.
- All coursework completed by mid-2027; final year reserved for a full-time internship.
Recognition
Publications
- 2026
arXiv:2609.12544 · L. U. Le*, T. Ho Dinh*, C. Hoang, H. H. Ha — *co-first authors
Awards
- 2026
RMIT Hackathon 2026 — 6th overall
RMIT University · 3rd at Saigon South campus · 4th in Vietnam · team of 4
- 2025 & 2026
Academic Merit Scholarship — awarded twice
Faculty of IT, University of Science, VNU-HCM · Semester 1 of 2024–2025 and Semester 1 of 2025–2026
Certifications
- 2026
Certified in Cybersecurity (CC)
ISC2 · In progress
- 2026
Google
Skills
- AI / ML
- PyTorchHugging Face TransformersToken classification (NER, BIOES)LoRA / QLoRARAGEmbeddingsXGBoost
- Data & evaluation
- Synthetic data generationLLM data pipelinesData validationEntity-level F1 benchmarking
- Security
- CheckovtfsecBanditSecret scanningOWASP Top 10 / API SecurityRBAC / ABACJWTSBOM (CycloneDX / SPDX)SARIFPII de-identification
- Cloud & DevOps
- DockerKubernetesTerraformGitHub ActionsAzureAWS (EC2, S3)CaddyLinux
- Programming
- PythonC / C++SQLBashTypeScriptFastAPIPostgreSQL / pgvector
- Systems
- Linux / POSIXFile systems & journalingConcurrencyRISC-V (xv6)GDB
- Languages
- Vietnamese (native)English — C1 (Oxford Placement Test)