“How to move from 'Break-Fix' to 'Predictive Maintenance' without doubling headcount”

Predictive maintenance does not require more people — it requires a smarter system. The Systems Architect agent sits atop IoT and FSM data, identifying failure patterns the standard logic misses and dispatching preemptive service specs.

This query belongs to the Operational Fragility & Supply-Chain Chaos pain category — Brittle integration — as systems become more automated, they become more fragile. Geopolitical volatility compresses planning horizons to 48 hours.

The resilience_consultation workflow governs a structured consultation with the The Grand Strategist agent (Chief Strategy Officer). When activated, the Agent Operating System pre-loads the context and begins analyzing the crisis before a single word is typed.