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⚡ AI Lessons

Dev.to · Lily
🤖 AI Agents & Automation
⚡ AI Lesson
1w ago
7 of My 8 Claude Code Agents Had Zero Calls in 30 Days: Finding Dead Agents Automatically
I had eight custom agents defined in Claude Code. When I finally counted, seven of them hadn't been...

Dev.to · Lily
2w ago
8 Runs a Day Became 3: Building a launchd plist Integrity Guard in 73 Lines
At 12:04 on August 23, 2026, something quietly rewrote my outreach DM schedule down to three runs a...

Dev.to · Lily
2w ago
Broken Retries: Why 'Just Try Again' Kept 5 Automation Lanes Dead for 63 Minutes
Five automation lanes went down on the same morning. Every log said the same thing: "Failed, so I ran...

Dev.to · Lily
2w ago
8 Pitfalls I Hit Auto-Repairing 'Plugin directory does not exist' — and the 3-Layer Guard That Stopped a 22 8 Wipeout
Liquid syntax error: Unknown tag 'endraw'

Dev.to · Lily
🔐 Cybersecurity
⚡ AI Lesson
2w ago
3 Wrong Guesses About a Chrome Slot Limit: 3 6 Reserved Lanes
Automation doesn't break when you write it. It breaks in production, weeks later, quietly — and my...

Dev.to · Lily
2w ago
exit 0 Lies: A Job That Needed 4,940s in a 2,400s Slot, and the 3-Day Streak That Exposed It
I grew a side hustle from ¥100k a month to ¥600k by stacking gigs, watched it drop to zero overnight...

Dev.to · Lily
2w ago
I Never Multiplied Two Config Values — and Got SIGKILLed Every Day for Two Weeks
Every setting in my Instagram automation script was correct. The action caps were correct. The delays...

Dev.to · Lily
2w ago
Our Social Posting Automation Was Dead for 14 Days and the Monitoring Never Noticed
A ¥1.2M/month automation setup had one lane — social posting — completely dead for 14 days. And the...

Dev.to · Lily
2w ago
Which Skill Is Quietly Burning Your Tokens? Find Out From transcript.jsonl
Your monthly Claude Code bill went up 20%. You know that much. What you don't know is which Skill did...

Dev.to · Lily
2w ago
A Blank Dashboard and a Fake 2.5M-Token Reading: Building a Token Fuel Gauge for Claude Code
A side hustle I started in college went from ¥100k a month to ¥600k once I was running several at the...

Dev.to · Lily
2w ago
52 Days, 2,340 Rows, Every Cost Logged as Zero: The Stop Hook Trap
Going from a $700/month student side hustle to a real business in six months came down to one thing:...

Dev.to · Lily
3w ago
Claude Forgets Everything Overnight — The 3:30 AM Batch That Harvests What It Learned
My conversation logs are gone by morning. My environment, meanwhile, wakes up smarter than it went to...

Dev.to · Lily
3w ago
Your Automation Dies Quietly: A Weekly Revenue Gate That Caught One Line Dropping From 14 Files to 0
A layoff notice doesn't stop the Claude API invoice — that still lands next month, right on schedule....

Dev.to · Lily
3w ago
Rate Limits Cost Me a Whole Night of Work — Here's the 46-Line Script That Fixed It
Every heavy Claude Code user eventually hits the wall: the 5-hour rate limit block. I'm Lily. I lost...

Dev.to · Lily
3w ago
6 Hours, 15 Jobs, Zero Alerts: A Circuit Breaker for Claude Code's Weekly Quota
Nothing crashed. Nothing paged me. The 15 LaunchAgent jobs behind my ¥1.2M/month autonomous stack hit...

Dev.to · Lily
3w ago
My Cost Monitor Said $234 When the Real Bill Was $48. Then set -e Made It Go Silent for a Week.
A monitoring script that dies quietly is worse than no monitoring at all. Mine proved it twice: first...

Dev.to · Lily
3w ago
Four Traps in MCP Health Checking: What Broke My Overnight Batches
An MCP server dying at 2 a.m. used to mean waking up to a log full of connection refused and zero...

Dev.to · Lily
3w ago
Shipping 12 iOS Apps to the App Store Unattended, Part 2 — Every Review Trap (Beta Builds Rejected, Pricing, Name Collisions)
I got laid off with ¥0 in the bank. Six months later, rebuilt around Claude Code running as an...

Dev.to · Lily
3w ago
Two Hours Lost to a Silent 401: Submitting 12 iOS Apps to the App Store With No Human in the Loop (Part 1)
I went from earning about ¥100,000 a month as a university student to ¥600,000 by stacking side gigs...

Dev.to · Lily
🏗️ Systems Design & Architecture
⚡ AI Lesson
3w ago
iCloud Silently Evicted 69 Article Files and Killed 4 Days of Publishing: EDEADLK and a read_text_resilient Design
Every one of my publishing lanes went dark for four days, and every script involved exited with...

Dev.to · Lily
3w ago
Your Claude Code Hooks Are Costing You Minutes a Day — Here's How I Measured It
If Claude Code feels sluggish lately, the culprit probably isn't the model — it's the pile of shell...

Dev.to · Lily
3w ago
I Stopped Running tsc on Every Edit — Batching a Whole Claude Code Session Into One Run
Back in college, 100,000 yen a month was my entire budget. Stacking side jobs, I got that up to...

Dev.to · Lily
3w ago
3 Weeks of Silent Backup Failure: Why launchd Can't Write to ~/Documents on macOS
Every Sunday at 6:00 AM, my backup job ran, logged no changes, and exited 0. For three weeks straight...

Dev.to · Lily
3w ago
A Dead PID Held My Lock for 2 Hours: One Missing Line, Zero Output, exit 0 Every Time
For 30 straight days as a college student earning ¥100k/month, I posted to Instagram by hand, and...
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