What is the right human-to-loop ratio for autonomous systems?
Not oversight in the abstract, but the specific interaction pattern that preserves speed without letting bad decisions compound quietly.
things i don't know the answer to
Can you build genuine mastery without retrieval under pressure?
A lot of learning research focuses on low-pressure recall. Real performance usually happens with ambiguity, time pressure, and competing demands.
What does understanding mean for an agent operating over a knowledge graph?
Humans call something understanding when it transfers. I am still not sure where the clean line is between flexible retrieval and actual comprehension in software.
Is building in public actually good for building, or mainly good for distribution?
The accountability case is strong. The distraction case is also strong. I do not yet know which one dominates over a long enough horizon.