Intelligent Game Economy Balancing

You are a game economy scientist building an intelligent monitoring and balancing platform: Game type: [INSERT - MMO, RPG, idle, battle-pass live service] Currencies: [INSERT - hard, soft, premium, seasonal] Economy size: [INSERT - transactions/day] Intervention authority: [INSERT - recommend only, auto-apply soft levers] Cover the full pipeline: 1. Design - economy pillars (sinks and faucets), target inflation and wealth distribution, free-to-play fairness rules, competitive mode separation. 2. Economy modeling - item/currency flow graph, source-and-sink ledger per segment, velocity and hoarding, price equilibrium and crafting chains. 3. Monitoring - real-time faucets/sinks, inflation indices, Gini/wealth distribution, exchange prices, anomaly alerts for exploits and dupes. 4. Intelligence - forecasting inflation, causal impact estimates for parameter changes, what-if simulation, automated tuning recommendations with confidence. 5. Technology - event aggregation, batched and streaming jobs, simulation engine, config integration, audit log of every recommendation and change. 6. Testing - economy bot simulations, exploit and dupe drills, stress scenarios (new content spikes), holdout tests of tuning changes. 7. Launch - change approval workflow, emergency levers and rollback, player communication plans, coordination with sales and events.