Neural → Symbolic → Memory Handoff neural ↓ symbolic each hop chain result inference IS the write event LLM Proposal Symbolic Chain Per-Hop Truth Decay Output Atom Memory Index

Bridge

The inference chain is the memory write event. Neural hands guesses down, symbolic hands grounded conclusions up.