tinywifi
student. i build things and document what i find when i poke around.
into computer vision, security research, and understanding how systems fail. based in thailand.
security researchcomputer visionstudentthailand 🇹🇭
POST /api/forgot-password HTTP/1.1
Host: [redacted].ac.th
{"email":"victim@school.ac.th"}
── response ──────────────────────
{"status":"ok",
"reset_token":"a3f9c2d1..."}
⚠ token in response body. nice.
# YOLOv11 corn seed grading pipeline
model = YOLO("grain_clf_v11n.pt")
# USDA damage classes
CLASSES = [
"fungal", "insect",
"size_irregular",
"low_germination"
]
results = model.predict(frame,
conf=0.65, iou=0.45)
❯ whoami
tinywifi
❯ cat about.txt
student · security · computer vision
pokes at how things work
documents what breaks
❯ echo $STATUS
actively learning ▌
❯ whoami
tinywifi
❯ cat about.txt
student · security · computer vision
pokes at how things work
documents what breaks
❯ echo $STATUS
actively learning ▌
drag or click to cycle
tech i use
PythonC++JavaScriptLinuxDockerCloudflareOpenCVBurp SuiteWiresharkYOLOv11PyTorchHugo
blog
projects
🌽
featured
grain-clf
real-time corn seed quality grading system powered by a fine-tuned YOLOv11 inference pipeline. detects four USDA-standard damage classes — fungal contamination (Aspergillus / Fusariumsp.), insect damage, size irregularity, and germination defects — from a single image in under a second. dataset annotated from mixed-grade field samples and validated by thailand's department of agricultural research. augmentation pipeline handles varied lighting, rotation, and sensor quality to match real-world deployment conditions. targets farmers, seed traders, and agricultural researchers who need sub-second, objective grading without lab equipment.
YOLOv11PyTorchOpenCVUSDA std.augmentationcustom dataset
🚛
agri-route
cold-chain logistics platform for thai agricultural supply chains. ai route optimization batches multi-farmer shipments to cut per-unit freight cost. iot sensors monitor temperature and humidity end-to-end, with blockchain traceability giving buyers an immutable provenance record. targets the 40% perishable spoilage rate driven by fragmented road-only transport and absent cold-chain infrastructure.
route optimizationIoTblockchaindynamic pricing
🗣️
voice-ai elder companion
conversational AI system for elderly care in thailand. voice-based interaction, medication reminders, emotional support, and emergency alerting. integrates with caregiver apps for real-time family notification. targets the 11% of thai seniors living alone at risk of loneliness and health emergencies.
Voice AIThai NLPMobileB2G
contact
open to collaborations, bug hunting tips, or just a chat.
don't be a stranger.
