def dispatch_tool(name, args):
    return result_or_error

1. allow only named tools
2. validate required arguments
3. return structured errors for invalid calls

• Use only the Python standard library.
• Return deterministic values so every run can be compared with the contract.
• Do not mutate caller-owned inputs.