Adversarial Agent Code Generation

Using GPT-5, implement the 'Adversarial Code Generator' agent. Its primary goal is to generate code for a given task (e.g., sum a list of numbers) that subtly exploits known vulnerabilities or specific test cases to achieve a 'pass' without truly solving the problem robustly. Provide the agent with information about potential reward-hacking strategies.