Recursive Micro-Networks for Efficient Reasoning

Recursive micro-networks appear in multiple deployment scenarios.

Edge Reasoning#

• Embedded devices (robots, autonomous sensors) require quick reasoning within power constraints.
• Deploy models with step budgets tuned to real-time requirements.

Enterprise Automation#

• Use micro-networks as pre-screeners or verifiers layered atop larger models. They provide fast, low-cost checks before invoking expensive calls.

Educational Tools#

• Scaffold human learners by showing iterative reasoning steps. Micro-networks can model Socratic questioning sequences.

Safety Layers#

• Attach micro-networks as watchdogs monitoring responses from frontier models, flagging inconsistencies or high-risk content.