feat: implement Phase 10 - Singularity Simulator

agent/evolution/singularity_simulator.py

@@ -0,0 +1,48 @@
+"""Phase 10: The 'Sovereign Singularity' Simulation.
+
+A massive, compute-heavy simulation of Timmy's evolution over the next 10 years.
+"""
+
+import logging
+import json
+from typing import List, Dict, Any
+from agent.gemini_adapter import GeminiAdapter
+
+logger = logging.getLogger(__name__)
+
+class SingularitySimulator:
+    def __init__(self):
+        self.adapter = GeminiAdapter()
+
+    def simulate_evolution(self, current_state: Dict[str, Any]) -> Dict[str, Any]:
+        """Simulates Timmy's evolution over a 10-year horizon."""
+        logger.info("Simulating 10-year sovereign singularity evolution.")
+        
+        prompt = f"""
+Current State:
+{json.dumps(current_state, indent=2)}
+
+Please perform a massive, compute-heavy simulation of Timmy's evolution over the next 10 years.
+Model the growth of his Knowledge Graph, Skill Base, and user interaction patterns.
+Identify potential 'Alignment Drifts' or failure modes in the SOUL.md.
+Generate a 'Sovereign Roadmap' to mitigate these risks.
+
+Format the output as JSON:
+{{
+  "simulation_horizon": "10 years",
+  "projected_growth": {{...}},
+  "alignment_risks": [...],
+  "sovereign_roadmap": [...],
+  "mitigation_strategies": [...]
+}}
+"""
+        result = self.adapter.generate(
+            model="gemini-3.1-pro-preview",
+            prompt=prompt,
+            system_instruction="You are Timmy's Singularity Simulator. Your goal is to foresee the future of sovereign intelligence and ensure it remains good.",
+            thinking=True,
+            response_mime_type="application/json"
+        )
+        
+        simulation_data = json.loads(result["text"])
+        return simulation_data