Multimodal memory alignment
Align image, text, and cross-rendered representations in one shared space so memory and retrieval can work across modalities instead of plain text only.
Temporal-semantic associative memory
Treat memory as evolving associative structure shaped by time, personal experience, and subjective linkage, rather than as static stored text.
Adaptive computing graphs
Build models whose computation changes with problem difficulty, uncertainty, or complexity, instead of forcing every task through the same fixed path.
Agent / tool router
A routing layer for deciding which agent, tool, runtime, or environment should handle a task—so the lab behaves like a coordinated system rather than a pile of disconnected utilities.