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Research & perspectivesAJSE / 03

From models to machines.

Academic work and technical explorations at the intersection of machine vision, efficient computation, and secure system boundaries.

Notes from the frontier.

03 SELECTED WORKS
01

Undergraduate thesis
2023

  • Computer vision
  • Android
  • ResNet50

Vegetable Identification & Quality Classification

An Android application evaluating carrots, potatoes, okra, eggplant, and bitter gourd. The study achieved 100% vegetable identification accuracy and 95.38% export quality classification accuracy.

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02

Research paper
2026

  • Architecture
  • Systolic arrays
  • Security

The Aegis Tensor Processing Unit

A secure, high-efficiency domain-specific architecture. Deterministic systolic array pipelines address dark silicon power limits and speculative side-channel attacks.

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03

Technical article
2026

  • Hardware
  • Isolation
  • Cloud

Securing the Edge: Hardware-Level Isolation

Hardware-level isolation in multi-tenant environments. Exploring secure microarchitectures and domain-specific sandboxes that prevent speculative leakage without compromising execution speed.

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WHAT’S NEXT

Efficient. Predictable.
Secure by design.

My current interests connect efficient edge computation with predictable execution and secure system boundaries, building on computer vision work and graduate studies at Mapúa University.

For a manuscript, implementation details, or a discussion of reported thesis results, contact me directly.

Behind the research