Recursive Micro-Networks for Efficient Reasoning

Managing recursive architectures in production demands diligent MLOps practices.

• Deployment Pipelines: Package controller, reasoning core, verifier, and tool integrations as modular services. Use version control for each component.
• Shadow Testing: Before full rollout, run micro-networks in shadow mode alongside existing solutions to collect comparative data.
• Telemetry Collection: Capture per-iteration logs, step counts, error types, and escalation events.
• Alerting: Trigger alerts for spikes in convergence failures, latency outliers, or anomalous critique patterns.
• Continuous Fine-Tuning: Schedule periodic updates using fresh reasoning traces, especially after significant domain shifts.