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
| Pattern | When to Use | Prompt Structure |
|---|---|---|
| Complete script | New tool from scratch | Describe inputs, operations, outputs, error handling |
| Refactor existing | Improve current scripts | Paste code, request specific improvements |
| Add feature | Extend functionality | Paste code, describe the new feature needed |
| Debug/fix | Script not working | Paste 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 →
Lilly Tech Systems