The judge's-eye view. Brutal honesty about SinkAlert's weaknesses, scoring against projected rubric, and final converged recommendations after 2 debate rounds with Babigon.
| Category | Weight | Score (0-10) | Weighted | Max |
|---|---|---|---|---|
| Problem relevance to Thailand | 20% | 9 | 18.0 | 20 |
| Technical implementation / Innovation | 25% | 7 | 17.5 | 25 |
| ThaiLLM integration quality | 15% | 7 | 10.5 | 15 |
| Data diversity & multi-source fusion | 15% | 9 | 13.5 | 15 |
| Demo/pitch quality & user validation | 15% | 6 | 9.0 | 15 |
| Scalability & real-world applicability | 10% | 7 | 7.0 | 10 |
| TOTAL | 100% | 75.5 | 100 |
Status: PLAN EXISTS ยท ZERO EXECUTION
200-example dataset designed. 5 tool schemas defined. Training command ready. No examples written. No training run. This is THE single most important item. Patipan will check depth.
Fix: Write 200 JSONL examples by Jun 22. Fine-tune by Jun 29. Target >90% tool accuracy.
Status: PLAN EXISTS ยท NOT CHECKED
LiCSAR coverage over Bangkok unknown. Tropical artifacts unaddressed. Processing pipeline specified but not run. If no coverage, need immediate pivot to MintPy.
Fix: Check COMET LiCSAR Portal RIGHT NOW. Download Aobpaet (2013) published data as static fallback.
Status: 4-LAYER FALLBACK PLANNED
Dashcam CV is a core differentiator with zero real data. Self-collection plan (200km, เธฟ500) exists but not started. YouTube + RDD2022 augmentation identified.
Fix: Procure dashcam mount (เธฟ200). Drive 100-200km Bangkok roads by Jun 22. Label 50-100 Thai road images.
| Judge | Will Ask About | SinkAlert Answer |
|---|---|---|
| Patipan Prasertsom ThaiLLM Creator |
"How deeply did you use ThaiLLM? Is this just API wrapping?" | 4-model agentic pipeline. Fine-tuned ToolUse on road-safety tools. Published dataset on HuggingFace. LINE Bot integration. |
| Dr. Teeranee Achalakul BDI Director |
"How does this scale? What's the national impact?" | 72,556 km coverage at 7 THB/km. 3-phase: Pilot โ Provincial โ Nationwide. First ASEAN system. |
| Benj Rakthantichok Research Director |
"What validation do you have? What's the false positive rate?" | 35+ papers cited. SHAP explainability. Anomaly detection framing (not classification). Honest about limitations. |
| Adisak Kantamuanglee UDDC Urban Intelligence |
"Where did you get Bangkok data? Is this really deployable?" | Aobpaet (2013) + Ahmed (2024) Bangkok InSAR published data. Open data ecosystem (OpenStreetMap, CHIRPS, SMAP). |
| Koravit Kwanaree MAYDAY! Design Thinking |
"Who did you test this with? What did users say?" | ๐ฏ WEAKEST AREA. Must interview 3 road engineers before Jul 10. LINE Bot for citizen feedback loop. |
| Sasawat Notakanakijkul AWS Thailand |
"What AWS services are you using?" | Bedrock Agent (autonomous monitoring). SageMaker (XGBoost). Amplify (dashboard). Kiro (ThaiLLM hosting). |
| Cheryl Lee OGP Singapore |
"How does this compare to Singapore gov tech?" | Building on open data standards. LiCSBAS is open-source. Replicable across ASEAN. Honest about government partnership gap. |