This is a submission for the 2026 WeCoded Challenge: Echoes of Experience
Tech loves to call itself meritocratic.
We like to believe the best ideas win. The hardest workers rise. The most curious people find their place.
I want that to be true.
But the longer I spend around this industry, the harder it is to ignore something uncomfortable:
Not everyone gets to be a beginner in the same way.
Some people are allowed to learn in public.
They can ask awkward questions. Build messy things. Say "I do not know yet" and still be seen as capable. Their mistakes are treated like part of the process. Their rough edges are seen as potential.
Other people do the exact same thing and get judged immediately.
Their mistakes are not seen as growth. They are seen as proof.
Proof that they do not belong. Proof that they are not technical enough. Proof that they are somehow behind in a race that others were allowed to run while still learning.
That difference is quiet, but it changes everything.
It changes who speaks up.
Who posts.
Who asks questions.
Who applies.
Who stays.
A lot of people in tech are not just trying to get better at coding.
They are also trying to survive the feeling that every mistake costs extra.
That kind of pressure does something to you.
It makes you smaller.
It makes you overthink simple questions.
It makes you rewrite messages three times before pressing send.
It makes you feel like you have to arrive polished, because being unfinished does not feel safe.
And that is the part I do not think we talk about enough.
We talk a lot about access in tech. Courses, tools, AI, open source, tutorials.
But access is only the first step.
Feeling allowed to stay is something else.
Because what keeps people in this industry is not just ambition.
Sometimes it is one patient reply.
One kind mentor.
One room that does not make them feel stupid for being early.
One moment where they are treated like a person with potential instead of a problem to evaluate.
I think that is part of what gender equity in tech really asks from us.
Not just to open the door.
But to change what happens after someone walks through it.
Who gets patience?
Who gets generosity?
Who gets to be unfinished without being quietly dismissed?
Some people get to grow in public.
Others learn to hide until they are good enough to be safe.
And I think tech loses a lot of brilliant people in that silence.
Not because they lacked talent.
But because the cost of being a beginner was made too high

Top comments (4)
Well said ... can't escape bringing up the whole "AI makes the juniors disappear" discussion which might make matters even worse for people aspiring to join the field?
Yeah, definitely. I think AI risks making this even worse.
If companies expect people to show up already productive, already polished, and already "AI-accelerated," then the space to be new gets even smaller.
That is what worries me most. Not just fewer junior roles, but less patience for being early in the process.
Spot on - you can almost see it as a form of gatekeeping, especially since schools/colleges and bootcamps (formal education) aren't yet preparing people for these new realities (at least not that I know of) - so, people are supposed to scramble learning this stuff in their own private time, while also paying for costs of AI tools/tokens - raising barriers to entry in a way not directly related to innate talent ...
This is an interesting observation. When you say some people are not “allowed to be beginners in public”, who do you feel this applies to the most in tech? Gender, juniors, people from non-traditional backgrounds, or something else?