CodeSmithMayank's profile picture. Software Development Engineer | http://ASP.NET Core | C# | Web API | Azure | SQL Server | 3+ Years Experience

Mayank Pal

@CodeSmithMayank

Software Development Engineer | http://ASP.NET Core | C# | Web API | Azure | SQL Server | 3+ Years Experience

The most dangerous bugs don’t crash systems. They quietly shift behavior, numbers, and assumptions people rely on. Nothing alerts, dashboards stay green, and work continues as usual. By the time it’s noticed, decisions and trust have already formed around the wrong reality.

CodeSmithMayank's tweet image. The most dangerous bugs don’t crash systems.

They quietly shift behavior, numbers, and assumptions people rely on.

Nothing alerts, dashboards stay green, and work continues as usual.

By the time it’s noticed, decisions and trust have already formed around the wrong reality.

Most production bugs don’t show up in local. They appear with real traffic, real data, or small timing issues. Logs look fine. Tests pass. You can’t reproduce it. That gap between “works on my machine” and “broken in prod” eats most engineering time.

CodeSmithMayank's tweet image. Most production bugs don’t show up in local.

They appear with real traffic, real data, or small timing issues.

Logs look fine.
Tests pass.
You can’t reproduce it.

That gap between “works on my machine” and “broken in prod” eats most engineering time.

Most engineers learn this after shipping real systems: Production stability doesn’t come from more code. It comes from changes never merged, fixes dropped, edge cases left unsolved, and features that stayed ideas. Nothing shipped. Nothing broke. The system stayed alive.

CodeSmithMayank's tweet image. Most engineers learn this after shipping real systems:

Production stability doesn’t come from more code.

It comes from changes never merged, fixes dropped, edge cases left unsolved, and features that stayed ideas.

Nothing shipped.
Nothing broke.
The system stayed alive.

Most software failures don’t happen when something is wrong. They happen when: • dashboards are green • tests are passing • code hasn’t changed The issue lives in the gaps - between services, assumptions, and “this should be fine. Nothing crashes. Things just behave…

CodeSmithMayank's tweet image. Most software failures don’t happen when something is wrong.

They happen when: 
• dashboards are green
• tests are passing
• code hasn’t changed

The issue lives in the gaps -
between services, assumptions, and “this should be fine.

Nothing crashes.
Things just behave…

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