This chapter explores the need for validators to define what constitutes a good AI model to guide miners effectively. It touches on Bit tensor's philosophical impact on the industry, noting lessons learned and mutual growth experienced. The discussion underscores the importance of human involvement in assessing output quality and advocates for a shift towards human reinforced feedback learning for more effective outcomes.

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