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Muhammad Usman
Muhammad Usman

Posted on • Originally published at blog.stackademic.com

Strange but Shockingly Effective Coding Tips That Actually Work

There are coding techniques that sound completely ridiculous but actually solve your problems faster than the “proper” methods you’ve been taught. These aren’t theory from textbooks. These are techniques developers actually use to get unstuck and write better code.

Your brain doesn’t work the way you think it does. When you’re stuck on a problem, pushing harder usually makes it worse.

These techniques work because they align with how your brain actually solves problems.

Let’s break down the ones that matter most.

Step Away From Your Screen

When you’re stuck on a problem for more than an hour, your brain is running the same mental loops repeatedly. It’s like being in a maze and repeating the same wrong turns. You won’t find the exit by running that path harder.

When you physically step away, your brain switches from focused mode to diffuse mode. Your subconscious takes over and starts making connections your conscious mind kept missing. This is why solutions often hit you in the shower, during walks, or right before sleep.

When you’ve been stuck for an hour, get up. Walk around. Use the bathroom. Get a snack. Your brain needs the reset more than your code needs your frustrated staring.

Sleep on Hard Problems

When you can’t solve something by end of day, close your laptop and stop thinking about it. Watch TV, play games, then sleep.

Your brain processes problems while you sleep. It reorganizes information and strengthens neural connections. You’re running background processes overnight. The bug that made no sense at 6 PM often becomes obvious at 9 AM.

Set a hard stop time for difficult problems. If you haven’t solved it by then, shut down and trust your brain will work on it overnight.

Rubber Duck Debugging

Keep a rubber duck on your desk. When you’re stuck, explain your code to the duck line by line, out loud.

“Okay, this function takes a user ID, then queries the database for the user’s data. Wait, I’m not checking if the user ID is null before querying. That’s the bug.”

When you’re just reading code in your head, your brain fills in gaps and makes assumptions. When you’re forced to explain it out loud, you have to articulate every single step. Those gaps become obvious.

It doesn’t have to be a duck. Use a cat, a coffee mug, or just talk to the empty air. The point is verbalizing your logic forces you to examine it instead of assuming you know what it does.

Write Ugly Code First, Refactor Later

When solving a problem for the first time, you don’t actually understand it yet. You think you do, but until you’ve made something work, you’re coding based on assumptions.

Write the ugliest, most brute-force version that works. No design patterns. No abstractions. Just get something working with the most straightforward solution.

That ugly first version teaches you where the real complexity is. It reveals which parts matter and which you were overthinking. Then you refactor with actual knowledge about the problem instead of guessing.

For example, if you need to process user data, don’t immediately build a flexible data processing pipeline with strategy patterns. Write a function with a for loop. Make it work. Then add flexibility if you actually need it. Usually you won’t.

Move Your Body Regularly

Exercise isn’t just good for health. It reduces stress hormones, increases blood flow to your brain, and triggers chemicals that improve focus and problem-solving.

Taking a walk isn’t wasting coding time, it’s creating better coding time.

Take a 15-minute walk every afternoon. When you’re stuck, walk around the block or do some pushups. Physical movement breaks mental blocks.

Box Breathing for Focus

Breathe in for four seconds. Hold for four. Breathe out for four. Hold for four. Do this three times.

When you’re frustrated with a bug, your body enters stress response mode. Your thinking gets narrow. Box breathing calms your nervous system and resets your focus. Try it next time you’re about to rage-quit.

Productivity Habits That Work

The Big 3 Rule

Before checking Slack or email, write down three tasks. The three most important things you need to accomplish today.

Example:

  1. Fix the login timeout bug
  2. Write tests for payment processor
  3. Review Sarah’s pull request

Everything else is secondary. If you complete those three, you’ve won the day. This keeps you focused on what matters instead of getting lost in reactive work.

Do Your Hardest Task First

Do your most dreaded task first thing, before checking messages or doing easy tasks. That task sitting in the back of your mind creates background anxiety all day. Do it first and you’ve already won. Everything after feels easier.

Stop While You Know What’s Next

When taking a break or ending your day, stop while you know what needs to happen next. Leave a comment:

// TODO: next validate the user input and handle the null case

Restarting work is hard because you have to reload context. A clear breadcrumb lets you pick up immediately with no mental overhead.

Master Your Tools

Keyboard Shortcuts

Every time you reach for your mouse, ask: “Could I have done that with a keyboard shortcut?”

Your mouse is slow. The fastest developers navigate code entirely with keyboard shortcuts. Start with three shortcuts this week and actually use them. Next week, learn three more.

Key shortcuts to learn:

  • Jump to file by name
  • Jump to function definition
  • Search across all files
  • Multi-cursor editing
  • Move lines up/down

Use Command Line

The command line gives you power and automation. If your favorite GUI app dies, you start over. Command line tools stay consistent.

Learn to navigate directories, search files with grep, and chain commands together. One script that saves 10 minutes daily gives you 50+ hours back per year.

Debugging Techniques

Binary Search Your Bugs

When you have no idea where a bug is, drop a print statement halfway through your code. Check if the bug happened before or after. Keep halving the search space.

Each check eliminates half the possibilities. “Somewhere in 1000 lines” becomes “in these 30 lines” in just a few checks.

Use Print Statements

Senior developers recommend debuggers. They’re powerful. But for 90% of bugs, print statements are faster.

print("got here")
print(f"user_id is: {user_id}")  
print(f"about to call the API")

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Simple, fast, works everywhere. No configuration needed.

Review Test Code First

When reviewing code changes, start with the tests. Tests show what the code should do and give you a mental model before diving into implementation. If tests are bad, the code probably is too.

Take Care of Your Brain

Real Breaks vs Fake Breaks

Real breaks mean getting away from your screen. Go outside, talk to someone, do something physical. Five genuine 5-minute breaks throughout your day beat eight hours straight.

The Distraction List

When a random thought interrupts your focus, don’t try to ignore it. Keep a text file called “distraction-list.txt” on your desktop. Write the thought down and go back to work.

Your brain just wanted to make sure you didn’t forget. Once it’s written, your brain lets it go.

Skip Coding on Burnout Days

Some days your brain isn’t there. You’re foggy and frustrated. Coding while burnt out creates bugs and technical debt you’ll fix later anyway.

Do code reviews instead. Update documentation. Plan features. Organize tasks. There’s always work that doesn’t require peak mental sharpness.

Working With Your Team

The Boy Scout Rule

Whenever you touch code, leave it slightly better than you found it. Fixing a bug? Improve variable names. Add a comment. Extract duplicated logic. These tiny improvements compound over time.

Keep Pull Requests Small

Big pull requests get rubber-stamped. Nobody reviews 500 lines properly. Small PRs get real feedback, catch bugs, and get meaningful suggestions.

If your feature needs 500 lines, break it into five PRs. The quality increase is worth the extra planning.

Ask for Specific Feedback

Don’t send PRs with just “please review.” Ask specific questions:

  • “Please review error handling in lines 45–60”
  • “I’m unsure about query performance in the new function”
  • “Does the test coverage make sense?”

Specific questions get specific answers.

Problem Solving Methods

Ask “Why” Five Times

Don’t just fix surface issues. Ask “why” five times to find the root cause.

“The server crashed.” Why? “Ran out of memory.” Why? “Cache grew too large.” Why? “Not clearing old entries.” Why? “No expiration logic.” Why? “Nobody thought about long-running instances.”

Now you know the real problem; implement cache expiration, not just add more memory.

Break Complex Problems Down

Stuck on something complex? Make it simpler until you can solve it.

Building a recommendation engine? Start with “show random items.” Then “show items from same category.” Then “show items other users liked.” Each small step teaches you something and is actually achievable.

Use Pseudocode First

Before writing real code, describe your logic in plain English:

// Get user from database
// If user doesn't exist, return error
// Check if user has permission
// If no permission, return error
// Process request
// Return success
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This forces you to think through logic without syntax distractions.

Code Review Best Practices

Open PRs Early

Don’t wait until everything’s perfect. Open a draft PR at 30% completion.

“Hey team, here’s my approach. Thoughts before I finish?”

This catches problems early when changing direction is easy, not when you’re 100% done.

Give Feedback About Code, Not People

Bad: “You didn’t handle the error case.” Good: “This error case isn’t handled yet.”

Bad: “You’re overcomplicating this.” Good: “This could be simplified by using X.”

The code is the subject, not the person.

Mark Blocking vs Non-Blocking

Make it clear which comments are critical:

“Blocking: This will crash if input is null” “Nit: Consider renaming for clarity”

This helps prioritize what must be fixed versus what’s opinion.

The Weird Tricks

Rename Variables to Ridiculous Names

When you’ve stared at code so long your brain stops seeing it, rename variables to silly names.

Change userData to thisStupidUserThing. Change isValid to theDumbCheckThatHatesMe.

The absurdity breaks your mental pattern. Your brain has to actually read the code instead of assuming it knows what’s there.

Run the Same Code Again

Code fails. You don’t change anything. You run it again. Sometimes it works.

This isn’t always superstition. Environmental factors change. Race conditions happen. Network requests time out then succeed. External services hiccup.

Running again shows if it’s a consistent failure or intermittent issue. But on the third run without changes, start debugging.

Make Your Code Public

Put your code on GitHub publicly.

“But what if it’s bad?” That’s the point. When people can see your code, you naturally write better code. You add comments, clean up messy parts, think more carefully about naming.

External accountability creates internal standards.

Start Using These Now

You don’t need to try everything at once. Pick three techniques that sound like they’d solve problems you’re facing. Try them for one week. Actually commit to trying them properly.

Maybe you start with the Big 3 daily tasks, rubber duck debugging, and taking real breaks. Or writing ugly code first, keyboard shortcuts, and asking for specific feedback.

The combination doesn’t matter as much as actually trying new approaches.

The best developers aren’t the smartest. They’re the ones who understand how their brains work and create systems that work with their brain instead of fighting it.

These techniques aren’t magic shortcuts. They’re patterns that align with how problem-solving actually works. Your brain wants to wander when stuck, so let it wander productively.

Your brain fills in gaps when reading code, so force yourself to verbalize. Your brain works better after rest, so actually rest.

Some of this sounds ridiculous. Talk to rubber ducks. Take bathroom breaks. Rename variables to silly names. Write ugly code first.

But ridiculous doesn’t mean wrong. Try these techniques and see what happens. Worst case, you’ll have funny stories. Best case, you’ll get noticeably better at solving problems.

Now go fix that bug you’ve been stuck on.


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© Muhammad Usman
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