Create benchmarks.py

benchmarks.py

@@ -0,0 +1,12 @@
+import random
+
+def run_benchmarks(model_name: str):
+
+    # placeholder deterministic simulation layer
+    return {
+        "reasoning_score": round(random.uniform(0.65, 0.95), 3),
+        "code_score": round(random.uniform(0.60, 0.93), 3),
+        "context_stability_curve": [1.0, 0.98, 0.92, 0.85, 0.70],
+        "cpu_tokens_per_sec": round(random.uniform(8, 25), 2),
+        "failure_boundary_tokens": random.randint(8000, 64000)
+    }