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Seuketchi/README.md

PCB-style banner: TRISTAN JADMAN — SEUKETCHI-U1 · Edge AI · IoT · Embedded

TJ-EDGE-01 · datasheet rev 2026.07 · Iligan City, PH

LinkedIn Portfolio HackTheBox Instagram

1 · GENERAL DESCRIPTION

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.

2 · POWER-ON SELF-TEST — UART0

Serial console boot log: cores OK, /dev/thesis mounting, ai8x model loaded on MAX78000, PSC9 benchmark TOP-10 NATIONAL

3 · FEATURES

  • 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)

4 · PIN CONFIGURATION — PROJECTS

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

5 · SUPPORTED TOOLCHAINS

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

6 · APPLICATION NOTES — EXPERIENCE

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

7 · TYPICAL PERFORMANCE CHARACTERISTICS

GitHub streak stats Top languages by repo

8 · REVISION HISTORY

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

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© Seuketchi Semiconductor — specifications subject to change without notice.

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