In August 2026, a researcher trained a 4‑billion‑parameter model on two second‑hand RTX 3090s for $1,200, producing database query plans 81% faster than Postgres. This demonstrates the potential of low‑cost AI training to rival traditional DBMS performance. The result contrasts with the Philippine Department of Science and Technology’s PHP 300 million grant for AI data‑center expansion.