Male your AI Smarter II

AEon Helix Part II, deposited under the title as published. Continues structural reasoning: organise a complex task into connected relational fields without losing the shared object, its constraints or its meaning. Atlas of local perspectives, boundaries and explicit connections. Each return preserves what remains valid and propagates a real change through affected relations. The point is not the word manifold — it is what must survive a change of view.