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⚡ AI Lessons

Dev.to · Nico Reyes
⚡ AI Lesson
3mo ago
Git bisect saved me from a week of debugging. Should've used it sooner.
Spent two days manually checking commits. Git bisect found the bug in 20 minutes.

Dev.to · Nico Reyes
⚡ AI Lesson
3mo ago
Python multiprocessing crashed on my custom class. Took forever to figure out why.
Python multiprocessing crashed because my custom class wasn't pickleable. Here's what I learned fixing it.

Dev.to · Nico Reyes
⚡ AI Lesson
3mo ago
Got CAPTCHA'd on page 47. Every single time.
How I dealt with aggressive CAPTCHA protection while scraping - the solutions I tried, what failed, and what actually worked.

Dev.to · Nico Reyes
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
npm install worked. CI passed. Production was empty.
My CI pipeline passed everything. Production was broken. The route was never registered. Tests mocked the service layer so they never caught it.

Dev.to · Nico Reyes
⚡ AI Lesson
3mo ago
I wasted a weekend building a link checker. Manual clicking would've been faster.
Built a link checker for my blog. Missed broken URLs behind redirects. Took a weekend to fix what clicking manually could've done in 2 hours.

Dev.to · Nico Reyes
🔧 Backend Engineering
⚡ AI Lesson
3mo ago
I tried 3 ways to validate Python function arguments. 2 of them lied to me.
I spent 4 hours trying to validate function arguments properly. Here's what kept going wrong.

Dev.to · Nico Reyes
⚡ AI Lesson
3mo ago
Git made me resolve 47 commits worth of conflicts. Here's what happened.
Let my feature branch drift for 3 days. Had to resolve 47 commits worth of conflicts. Here's what I learned about syncing with main regularly.

Dev.to · Nico Reyes
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
3mo ago
CSV quote marks broke my parser. 2,000 records silently corrupted.
CSV quote marks corrupted 2,000 product records silently. Here's what actually happened and how I fixed it.

Dev.to · Nico Reyes
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Docker said 'healthy'. My app said 'connection refused'. 4 hours gone.
Docker said both containers were healthy. My app couldn't reach the database. Took 4 hours to find out they were on different networks.

Dev.to · Nico Reyes
📣 Digital Marketing & Growth
⚡ AI Lesson
3mo ago
My OAuth token expired mid-job. Took 2 hours to figure out why.
OAuth token expired mid-sync and silently failed. Took 2 hours to figure out why the CRM to email platform sync was half-working.

Dev.to · Nico Reyes
🔧 Backend Engineering
⚡ AI Lesson
3mo ago
Function worked 10 times. Failed on the 11th. The bug was in my function signature.
Python's mutable default arguments bit me in production. Took an hour to find a one-line fix.

Dev.to · Nico Reyes
⚡ AI Lesson
3mo ago
Built a script to categorize expenses automatically. Saved 3 hours/month.
Automated my freelance expense categorization with a simple Python script. Saves 2+ hours per month.

Dev.to · Nico Reyes
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Docker said 'Connection refused'. Localhost worked fine. The problem was one line.
Container worked internally but refused external connections. The fix was changing 127.0.0.1 to 0.0.0.0.

Dev.to · Nico Reyes
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Spent 2 hours fixing Docker. The problem was one word in my config.
Docker container kept crashing with code 137. Turned out to be one character in my config file.

Dev.to · Nico Reyes
⚡ AI Lesson
3mo ago
API returned 401. My key was valid. Spent 3 hours finding out why.
Got 401 errors for 3 hours. My API key was valid. The docs buried the one detail that mattered.

Dev.to · Nico Reyes
⚡ AI Lesson
3mo ago
My Python tests passed. Production still broke.
Tests passed but production broke. Here's what my perfect mocks missed.

Dev.to · Nico Reyes
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Docker said build succeeded. Image was 4GB.
Went from 4.2GB to 287MB by switching base images and fixing what I copied. 35 minute deploys became 2 minutes.

Dev.to · Nico Reyes
⚡ AI Lesson
3mo ago
Website changed a div class. Scraper returned nothing.
CSS selectors broke my scraper overnight. Here's how I made it more resilient to website changes.

Dev.to · Nico Reyes
📐 ML Fundamentals
⚡ AI Lesson
3mo ago
datetime said midnight. Server logged 5 AM.
Timezone confusion with Python datetime caused production scheduler to run 5 hours off. Here's what fixed it.

Dev.to · Nico Reyes
⚡ AI Lesson
3mo ago
Built a script to auto-archive old Slack messages. Company storage limit disappeared.
Automated monthly Slack message archiving to avoid hitting the 10K message limit on free tier.

Dev.to · Nico Reyes
⚡ AI Lesson
3mo ago
My validation caught everything. Except what mattered.
Built perfect data validation. Then 400 products showed $0.00 because zero is technically a valid number.

Dev.to · Nico Reyes
⚡ AI Lesson
3mo ago
API docs said pagination worked. It didn't.
Offset pagination broke halfway through my API integration. Cursor based pagination fixed it.

Dev.to · Nico Reyes
⚡ AI Lesson
3mo ago
Git said everything merged fine. My code was gone.
Git merged two feature branches without conflicts. My authentication code disappeared. Here's why it happened and how to avoid it.

Dev.to · Nico Reyes
📣 Digital Marketing & Growth
⚡ AI Lesson
3mo ago
Scraper worked on my laptop. Deployed to server and got instant 403s.
Deployed a scraper to production and got instant 403 errors. Turns out User-Agent matters more than I thought.
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