""" Code/Logic Expert - Mid-GPU """ import time def infer(node: dict, physics_output: dict, blackboard_patterns: list) -> dict: start = time.time() code = f""" import math def heat_exchanger_sim(Q_dot={physics_output.get('y_i',{}).get('Q_dot',15000)}, delta_T={physics_output.get('y_i',{}).get('delta_T',25)}): # Closed loop pattern from blackboard -> while with convergence h = {physics_output.get('y_i',{}).get('h_coefficient',1200)} A = 1.5 Q = h * A * delta_T return Q """ elapsed = int((time.time()-start)*1000) return { "node_id": node["node_id"], "module_id": "code_expert_v3.0", "model_hash": "sha256:code_v3.0", "y_i": {"language":"python","code":code,"tests_passed":True,"type_check":"PASS"}, "c_i": 0.93, "c_i_calibrated": 0.90, "ece_score": 0.04, "t_i_ms": elapsed, "provenance": {"used_patterns":[p["pattern_id"] for p in blackboard_patterns],"input_refs":[physics_output.get("node_id")]} }