The SEUKETCHI-U1 is a computer engineering student in a compact, low-power package, integrating edge AI, embedded systems, and mobile development on a single die. The device runs reinforcement learning and CNN inference on microcontroller-class hardware, drives Flutter applications, and has been benchmarked at Top 10 nationally (Philippine Startup Challenge 9).
Current operating mode: thesis — reinforcement learning on edge hardware for smart agriculture (tomato ripening 🍅), with Fresco Greenovation.
- CNN inference on the MAX78000 neural-accelerator MCU via the ai8x toolchain
- On-device reinforcement learning for agritech telemetry
- Single-cycle MIPS CPU implemented in Verilog on FPGA
- ESP32 + FreeRTOS firmware: NFC access control, PID control loops
- Flutter/Dart mobile development; React/TypeScript on the web side
- Integrated ethical-hacking coprocessor (HackTheBox)
| PIN | NAME | TYPE | FUNCTION |
|---|---|---|---|
| 1 | edge-rl-tomato-ripening |
AI/RL |
Thesis — telemetry from hardware runs, reproducibility scripts, timelapse. Active. |
| 2 | max78000-edge-ai |
AI/EMB |
CNN image classifiers on a neural-accelerator microcontroller (ai8x-trained) |
| 3 | zeus-ai |
AI/PWR |
Smart energy management — pitched at PSC9, Top 10 nationally |
| 4 | mips-single-cycle-fpga |
HW |
Single-cycle MIPS processor in Verilog, deployed on FPGA |
| 5 | nfc-access-control |
EMB |
ESP32 access control — NFC student ID, LCD, RTOS scheduling |
| 6 | ever-ease |
EMB |
PID-controlled laptop cooling (Feedback & Control Systems) |
| 7 | NC |
— | Reserved for future projects |
| DOMAIN | STACK |
|---|---|
| Edge AI / ML | Python PyTorch ai8x |
| Embedded | C C++ Arduino ESP32 MAX78000 FreeRTOS |
| Hardware | Verilog FPGA MIPS Assembly |
| Mobile / Web | Flutter Dart React TypeScript Tailwind |
| Infra / Tools | Firebase Supabase Git Linux Figma |
| AN | TITLE | PERIOD |
|---|---|---|
| AN-003 | Founder & CEO — Dalumat Film Group | 2025 – present |
| AN-002 | Agritech Intern — Fresco Greenovation | 2025 – present |
| AN-001 | Junior Layout & Design Head — Student Publication | 2024 – 2025 |
| REV | DATE | CHANGES |
|---|---|---|
| 2026.07 | Jul 2026 | Edge-RL thesis in progress; MAX78000 classifiers shipped; civic-tech contributions (BetterIligan) |
| 2025 | — | PSC9 Top-10 finalist (Zeus AI); joined Fresco Greenovation; founded Dalumat Film Group |
| 2024 | — | First CPU in Verilog; ESP32/RTOS systems; student publication design head |



