How I Cut My Debugging Time by 70% With an AI DevOps Tool

I want to share something that changed how I work, because I think a lot of developers are in the same situation I was.

The situation: solo dev, running 3 side projects in production, one full-time job. When something broke — a memory leak, a crashed cron job, an nginx config that stopped working after a server update — I was on my own.

The average debugging session cost me 90 minutes. Sometimes 3 hours.

What I Was Doing Before

My workflow was: Google the error → Stack Overflow from 2019 → ChatGPT for context → apply a fix that half-worked → Google more → figure it out.

ChatGPT helped but it kept asking me to "replace <your-server-ip>" or it would give me solutions for a slightly different stack. It also had no memory of what we'd talked about before, so I'd re-explain my entire infrastructure every session.

The Shift

I started using ARIA (from step2dev.com) about three weeks ago. The specific thing that got me: the 4-week memory.

Here's a real example. Two weeks ago I got this error:

FATAL ERROR: CALL_AND_RETRY_LAST Allocation failed - JavaScript heap out of memory

I pasted it into ARIA. The response included my stack because ARIA remembered it from a previous session: it knew I was running Node 18, that my app was on a 2GB Hetzner VPS, and that I'd had a memory issue two weeks prior with a different service.

The fix it gave me:

# Increase Node heap size
node --max-old-space-size=1024 server.js

# Or set it in your pm2 config
# ecosystem.config.js
module.exports = {
  apps: [{
    name: 'app',
    script: 'server.js',
    node_args: '--max-old-space-size=1024',
  }]
}

# Verify current heap usage
node -e "console.log(v8.getHeapStatistics())"

It also flagged that my previous Redis timeout issue might have been contributing to memory pressure — a connection I wouldn't have made on my own.

The Numbers After 3 Weeks

• Average debugging session: ~25 minutes (was 90)
• Errors I fixed on first attempt: up from ~40% to ~75%
• Late-night debugging sessions: went from 2-3/week to less than 1

I'm not saying it's magic. There are still errors that take a while. But the baseline has shifted significantly.

What Works Best

1. Paste the full error log, not just the error line. Context matters.
2. Use the follow-up chat after the initial diagnosis. Ask "why did this happen" after you fix it.
3. Let it remember your stack. The memory feature is genuinely useful once ARIA knows your infra.

If you're a solo dev or small team handling your own DevOps, I'd genuinely recommend trying it.

step2dev.com — free tier available, no credit card.

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I built ARIA to solve exactly this.
Try it free at step2dev.com — no credit card needed.