Advanced AI Script Generation Advanced

Beyond simple one-off scripts, AI can help you build complete automation tools: bulk operations across hundreds of devices, parallel execution with thread pools, comprehensive error handling, reporting, and integration with inventory systems.

Bulk Operations with Parallel Execution

Python
# AI-generated: Bulk config deployment with parallel execution
from netmiko import ConnectHandler
from concurrent.futures import ThreadPoolExecutor, as_completed
import logging
import yaml

logging.basicConfig(level=logging.INFO,
    format='%(asctime)s - %(levelname)s - %(message)s')

def deploy_config(device, config_commands):
    """Deploy config to a single device with error handling"""
    hostname = device["host"]
    try:
        with ConnectHandler(**device) as conn:
            # Backup first
            backup = conn.send_command("show running-config")
            with open(f"backups/{hostname}.cfg", "w") as f:
                f.write(backup)

            # Apply config
            output = conn.send_config_set(config_commands)
            conn.save_config()

            logging.info(f"{hostname}: Config deployed successfully")
            return {"host": hostname, "status": "success", "output": output}
    except Exception as e:
        logging.error(f"{hostname}: Failed - {e}")
        return {"host": hostname, "status": "failed", "error": str(e)}

# Load inventory and deploy in parallel
with open("inventory.yml") as f:
    inventory = yaml.safe_load(f)

config_cmds = ["ntp server 10.0.0.1", "ntp server 10.0.0.2"]
results = []

with ThreadPoolExecutor(max_workers=20) as executor:
    futures = {executor.submit(deploy_config, dev, config_cmds): dev
               for dev in inventory["devices"]}
    for future in as_completed(futures):
        results.append(future.result())

Prompt Patterns for Script Generation

PatternWhen to UsePrompt Structure
Complete scriptNew tool from scratchDescribe inputs, operations, outputs, error handling
Refactor existingImprove current scriptsPaste code, request specific improvements
Add featureExtend functionalityPaste code, describe the new feature needed
Debug/fixScript not workingPaste code + error message + expected behavior

Generating Reports

AI can also generate summary reports from collected network data, producing human-readable documentation of network state, changes, or issues.

Pro Tip: Ask AI to generate scripts that output results in both JSON (for programmatic consumption) and HTML (for email reports). This makes your automation useful to both engineers and management.

Try It Yourself

Ask your AI assistant to generate a complete Python script that audits NTP configuration across all devices in a YAML inventory file and produces an HTML report of compliance status.

Next: Best Practices →