Every dataset, API, blueprint, and model that SinkAlert can use — sourced from BDI, NVIDIA, Thai government portals, and global open data.
DMR (กรมทรัพยากรธรณี) — National + provincial sinkhole hazard maps. CSV, SHP, API formats. 3,531 views. Contact: sakdak@dmr.mail.go.th
SinkAlert: Train XGBoost on known sinkhole locations. Ground truth for model.
HII via BDI Thackle — 17 years of flood history by tambon + monthly rainfall by province. RISK level (low/med/high) per area.
SinkAlert: Feed flood RISK + rainfall into environmental layer. Soil saturation predictor.
Department of Highways — Road locations, traffic volumes (AADT), road conditions. THAILAND'S 68,000km road network.
SinkAlert: Map all 68,000km. Identify high-traffic roads with subsidence risk. Prioritize monitoring.
Ministry of Transport — Road accidents, infrastructure damage records. XLS, CSV, XLSX.
SinkAlert: Correlate accident data with subsidence zones. Prove roads with highest sinkhole risk.
Hydro-Informatics Institute — National water/weather data hub. Real-time rainfall, flood monitoring, climate data.
SinkAlert: Real-time water data for soil saturation tracking. Better than Open-Meteo alone.
GISTDA — National Space Data Platform. Satellite imagery, InSAR data, geospatial analysis for Thailand.
SinkAlert: Thai-specific Sentinel-1 InSAR products. Better than generic ESA downloads.
46 free models from 12 publishers. OpenAI-compatible API. No credit card. 10K+ free calls. Includes Nemotron, DeepSeek, Llama, Mistral, MiniMax, Cosmos.
SinkAlert: Use Nemotron Super (1M ctx) for research, Nano for LINE bot, Cosmos for simulation.
Jan 2026 release. CV perception pipeline → Cosmos Reason2 8B VLM verification → Alert microservice. Built for public safety.
SinkAlert: Replace our YOLOv8 with NVIDIA's CV pipeline. VLM verification for false positive reduction.
Multi-agent deep research. Two-tier: fast answers + multi-phase parallel deep research. Tops DeepResearch Bench.
SinkAlert: Automate ALL news mining + literature review + evidence gathering. Continuous monitoring.
GPU-accelerated vision agents. Video search, object detection, summarization. Built on NVIDIA CV + Cosmos.
SinkAlert: Upgrade dashcam CV from YOLOv8 to NVIDIA vision agents. Natural language descriptions.
Python package for AI weather/climate models. GFS global forecast. Soil moisture, precipitation, temperature.
SinkAlert: 7-day precipitation + soil moisture prediction. Feed directly into environmental layer.
Predicts future physical states. Input: current state → Output: simulated future. Cosmos Reason2 8B for VLM.
SinkAlert: Simulate road crack propagation. Show judges "what happens without intervention."
Free for AI startups. $100K AWS + $150K Nebius credits, 30% DGX discount, $10K DLI training. No equity required.
SinkAlert: Apply as Verity Tech. Unlock GPU credits for post-hackathon deployment.
Route each request to optimal model. Simple → Nano. Complex → Super. Research → Ultra. Cuts cost, boosts quality.
Production RAG pipeline. Ingest sinkhole papers + government reports + incident data → query in natural language.
AI safety for LLM apps. Input/output moderation. Hallucination detection. Critical for public safety alerts.
On-demand Sentinel-1 InSAR products. HyP3 Python SDK + API. Free. Covers Thailand.
SinkAlert: Programmatic InSAR download via Python SDK. Replace manual LiCSBAS pipeline.
Sentinel-1 InSAR interferograms and coherence maps. Download-ready for Thailand coverage.
Complete Thailand road network. Daily updated. Shapefile + PBF formats. Free.
27,000+ mass disasters globally since 1900. Thailand sinkhole/flood records. Research-grade data.
| P | Action | Time | Impact |
|---|---|---|---|
| P0 | Sign up build.nvidia.com → get API key → test Nemotron API call | 10 min | Prove NVIDIA stack in pitch |
| P0 | Download DMR Sinkhole Map from data.go.th (CSV + SHP) | 30 min | Ground truth for risk model |
| P0 | Download Thackle Dataset #83 (Flood + Rainfall) | 30 min | 17yr flood history → XGBoost features |
| P1 | Clone AI-Q → run news mining on SinkAlert data | 2 hr | Automated research pipeline |
| P1 | Clone VSS + Public Safety Blueprint → test on dashcam footage | 4 hr | NVIDIA vision pipeline |
| P1 | Install Earth2Studio → pull soil moisture data for Bangkok | 2 hr | Weather predictions |
| P2 | Download DOH road network → map all 68,000km | 2 hr | Complete road coverage |
| P2 | Apply for NVIDIA Inception (Verity Tech) | 30 min | $250K+ credits |
| P2 | Clone RAG blueprint → ingest 35+ papers + reports | 3 hr | Research knowledge base |
6 Thai government datasets · 7 NVIDIA Blueprints · 46 free NIM models
3 global satellite sources · 2 disaster databases · 1 sinkhole ground truth map
This is the living document. Every new data source found goes here.