Social media hype paints General Purpose Humanoids as imminent household helpers. The reality is more measured, with a clear ladder of autonomy separating sci-fi dreams from commercial opportunities. This framework, inspired by self-driving car levels and insights from roboticist Rodney Brooks, splits progress into Agency (movement) and Dexterity (manipulation).

Current commercial viability sits in Level 3: Low-Skill Mobile Manipulation. These robots combine mobility with basic vision to perform tasks like warehouse restocking or hospital logistics. They're the founder's sweet spot—wheeled, cost-effective, and tackling defined chores today, not the distant dream of a fully dexterous humanoid.

The industry is splitting into two camps, much like automotive's ADAS versus FSD. Most investment will flow into specialized, wheeled robots for immediate ROI in industrial settings. Meanwhile, Level 4 dexterity—requiring advanced tactile sensing—remains a research wall, pushing true General Purpose Humanoids to a 2030s timeline.