AI-Agent-based decision flow, which auto-fixes incidents using ๐—ฃ๐—ฟ๐—ผ๐—บ๐—ฒ๐˜๐—ต๐—ฒ๐˜‚๐˜€ + ๐—ป๐Ÿด๐—ป + ๐—ฏ๐—ฎ๐˜€๐—ต ๐˜€๐—ฐ๐—ฟ๐—ถ๐—ฝ๐˜๐˜€

What if your intelligent infrastructure could proactively monitor, analyze, and heal itself to guarantee uptime before you even wake up?

Iโ€™m sharing with you the AI-Agent-based decision flow, which auto-fixes incidents using ๐—ฃ๐—ฟ๐—ผ๐—บ๐—ฒ๐˜๐—ต๐—ฒ๐˜‚๐˜€ + ๐—ป๐Ÿด๐—ป + ๐—ฏ๐—ฎ๐˜€๐—ต ๐˜€๐—ฐ๐—ฟ๐—ถ๐—ฝ๐˜๐˜€

This is the visualization of the flow:

The components that Iโ€™m using:
โ€ข ๐—ฃ๐—ฟ๐—ผ๐—บ๐—ฒ๐˜๐—ต๐—ฒ๐˜‚๐˜€ - ๐—š๐—ฟ๐—ฎ๐—ณ๐—ฎ๐—ป๐—ฎ: For monitoring and metrics collection.
โ€ข ๐—”๐—น๐—ฒ๐—ฟ๐˜๐—บ๐—ฎ๐—ป๐—ฎ๐—ด๐—ฒ๐—ฟ: To send alerts, and n8n to orchestrate a workflow
โ€ข ๐—™๐—ถ๐—ฟ๐˜€๐˜ ๐—ฏ๐—ฎ๐˜€๐—ต ๐˜€๐—ฐ๐—ฟ๐—ถ๐—ฝ๐˜: To do a system check and analyze
โ€ข ๐—™๐—ถ๐—ฟ๐˜€๐˜ ๐—”๐—œ-๐—ฎ๐—ด๐—ฒ๐—ป๐˜ ๐—ป๐—ผ๐—ฑ๐—ฒ: To analyze the result from the system check scripts. The agent will evaluate how to interact with the issues (just notify or take immediate action).
โ€ข If itโ€™s medium and low cases, just send a notification to Discord. If itโ€™s kind of urgent actions, go the critical flow
โ€ข ๐—ฆ๐—ฒ๐—ฐ๐—ผ๐—ป๐—ฑ ๐—”๐—œ-๐—ฎ๐—ด๐—ฒ๐—ป๐˜ ๐—ป๐—ผ๐—ฑ๐—ฒ (in critical flow): Analyzes the actual system state and creates specific fix commands. The commands could be to clean logs, try to restart some services to release the resources.
โ€ข ๐—ฆ๐—ฒ๐—ฐ๐—ผ๐—ป๐—ฑ ๐—ฏ๐—ฎ๐˜€๐—ต ๐˜€๐—ฐ๐—ฟ๐—ถ๐—ฝ๐˜: to run the commands under AI-agent suggestions.
โ€ข Finally, send some post-mortem and reports through Discord.

๐—Ÿ๐—ถ๐—บ๐—ถ๐˜๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—ฐ๐—ผ๐—ป๐˜€๐—ถ๐—ฑ๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€:
โ€ข Non-deterministic AI behavior (responses vary for identical scenarios)
โ€ข Data privacy concerns (metrics sent to cloud APIs)
โ€ข Consistency challenges for audit trails and debugging

Iโ€™ve shared all materials here:
โ€ข ๐—ฆ๐˜†๐˜€๐˜๐—ฒ๐—บ ๐—ฑ๐—ผ๐—ฐ๐˜๐—ผ๐—ฟ ๐˜๐—ผ ๐—ฎ๐—ป๐—ฎ๐—น๐˜†๐˜‡๐—ฒ ๐˜๐—ต๐—ฒ ๐—ฐ๐˜‚๐—ฟ๐—ฟ๐—ฒ๐—ป๐˜ ๐˜€๐˜๐—ฎ๐˜๐—ฒ ๐—ผ๐—ณ ๐˜๐—ต๐—ฒ ๐˜€๐˜†๐˜€๐˜๐—ฒ๐—บ: sysadmin-toolkit/scripts/system-health/system-doctor.sh at staging ยท Bubobot-Team/sysadmin-toolkit ยท GitHub
โ€ข ๐—ก๐Ÿด๐—ป ๐˜„๐—ผ๐—ฟ๐—ธ๐—ณ๐—น๐—ผ๐˜„ ๐—ฐ๐—ผ๐—ฑ๐—ฒ (๐—ท๐˜‚๐˜€๐˜ ๐—ฐ๐—ผ๐—ฝ๐˜† ๐˜๐—ผ ๐˜†๐—ผ๐˜‚๐—ฟ ๐—ป๐Ÿด๐—ป ๐—ฎ๐—ป๐—ฑ ๐—ฟ๐˜‚๐—ป): automation-workflow-monitoring/n8n/n8n_AI_Agent_Decision_Engine_for_Self_Healing_Server_VPS.json at main ยท Bubobot-Team/automation-workflow-monitoring ยท GitHub
โ€ข ๐—ข๐˜ƒ๐—ฒ๐—ฟ๐˜ƒ๐—ถ๐—ฒ๐˜„ ๐—ผ๐—ณ ๐˜๐—ต๐—ฒ ๐˜„๐—ผ๐—ฟ๐—ธ๐—ณ๐—น๐—ผ๐˜„: GitHub - Bubobot-Team/automation-workflow-monitoring

I hope this helps you to apply in your server or VPS, to help you self-fix your services just in case of an emergency. I would love to hear your feedback and collaboration to improve the flow.

I would love to hear feedbacks to improve my workflow, thanks!