A physics-informed LLM (PILLM) writes and refines its own FDD rules — self-evolving fault detection that stays auditable enough for a building management system work order to actually fire.
The 22-Month Decision Chain — Singapore AI-HVAC Execution Sequence Researched and synthesized by AISB Editorial | Verified by BEAST OS Expert Council | Source corpus: 9
Researched and synthesized by AISB Editorial | Verified by BEAST OS Expert Council (Harper research, Benjamin logic, Lucas blind-spot review) | Source corpus: 9 Gemini Deep
Singapore's MEI regime launched September 2025 — Asia's LL97 equivalent. For Series A-B PropTech SaaS, a 22-month GMIS-EB grant window just opened. The insider's playbook on Graceful Degradation Architecture, the Brown Discount, and why hardware incumbents are vulnerable.