Capstone · Sprague & Carlson DSS
Built for
onion farmers
A decision support system combining weather, AI, and field management — mobile-first, designed with and for Occidental Mindoro.
Flutter app + Next.js admin · MapLibre · No weather API key needed
AgriSmartField · Sablayan
Auto stage from planting date
One cycle, two surfaces.
ReleasesMobile — Flutter
Onboarding
Size, irrigation, variety, planting & sowing dates, geolocation.
Field management
Multiple fields, edit & delete, DAP auto stage.
Home
Live weather, alerts, articles, 5-day forecast.
Local
English & Tagalog + dark mode.
Auth
Email, Google, OTP, guest · profile & photo.
Alerts
Push for heavy rain, wind, heat, humidity.
Admin — Next.js
Dashboard
Growth chart & fields by variety.
Users
Search, roles, pending approvals.
Guides
Publish farming articles.
Alerts
Global toggles & deletes.
Weather
Province forecast + advisory.
Farms
All fields with stage & progress.
How it’s built
Turban — knowledge base separate from inference.
Data
Firestore (farms, alerts, articles) · Open-Meteo · SharedPreferences offline cache
Model
Rule engine for alerts · Groq LLM · On-device inference
Interface
Flutter app · Next.js admin · Tailwind · Recharts · MapLibre
Growth stages — auto from planting date
0–14 DAP
Germination
Seed sprouts
15–30 DAP
Seedling
First leaves
31–60 DAP
Vegetative
Rapid leaf growth
61–90 DAP
Bulbing
Bulb swells
91–110 DAP
Maturation
Neck softens
111+ DAP
Ready
Harvest
Weather intelligence
Thresholds live here only — not repeated elsewhere.
Maya
Onion-aware, offline-capable
Maya is exclusive to this card — model names appear nowhere else. Auto-switch with manual force-offline for low-connectivity sitios.
Online
LLaMA 3.3 70B
GROQ API
Offline
Qwen2.5 0.5B
GGUF on-device
Occidental Mindoro
The market story, in one place.
Numbers on this page appear only here — nowhere else — to keep the story decluttered.
National output · 2024
264,324 MT +4.5%
PSA Crops Survey
Planted area
5,715 → 7,569 ha
2021 → 2022 · doubled after high earnings
Sablayan growth
321 → 521 ha
244 → 359 farmers · 3,210 MT · +64% (2023→2024)
Potential & price
7,000 ha · ₱40–45/kg
MAO expansion · farmgate stabilized Mar 2026
Value chain unlocked
PRDP cold storages — 2× 2,800 MT (100k bags) in Magsaysay (Genaro MPC) & San Jose (Watchers MPC) at ₱125M each, plus ₱200k assistance & GAP training — monitored in Bulalacao.
Sources: PIA MIMAROPA, DA-MIMAROPA, PSA.
Icon’s furrows, real fields
Lowland after rice
Onboarding
Front page → portal → app/admin
Choose End User (APK) or Admin (login) at /portal.
Go to portalGrow smarter, together.
For Sablayan, Magsaysay, and San Jose.