The Human Touch in AI-Generated Prototypes

Have you ever asked an AI to build something for you only to get back code that works perfectly but feels strangely impersonal

I was working on a prototype last week for a community gardening app nothing fancy just something to help neighbors coordinate planting schedules and share tools

The AI gave me exactly what I asked for clean efficient code that handled user registrations tool tracking and calendar functions

But something was missing

Where was the personality the little touches that make an app feel like it was made by humans for humans

Thats when I realized we need to think differently about how we approach vibe coding

We often focus so much on the technical requirements that we forget software needs character too

Think about your favorite apps what makes them special

Its not just that they work well its how they work well

The friendly error messages the thoughtful animations the way they anticipate your needs

These are character features and they matter more than we realize

In vibe coding we have this incredible opportunity to bake personality right into our prototypes from day one

But we have to be intentional about it

Ive learned that if you dont specifically ask for character the AI will give you generic solutions

Its like that principle from vibe coding where code becomes capability while intentions and interfaces are the long-term assets

The way I see it character features are part of those long-term assets

Theyre the soul of your application the parts that users remember long after theyve forgotten the technical details

So how do we build character into our AI-generated prototypes

Start by thinking about tone and personality before you even write your first prompt

Is your app going to be friendly and casual or professional and authoritative

Should it use humor or stick to straightforward communication

These decisions shape how users perceive your software

I like to create what I call character briefs for my projects

Just a few sentences describing the personality I want the software to have

For that gardening app I wrote wants to feel like a friendly neighbor whos really good at gardening

Knowledgeable but not condescending helpful but not intrusive

Then I weave that character description throughout my prompts

Instead of just asking for error messages I ask for friendly helpful error messages that sound like theyre coming from an experienced gardener

The difference is remarkable

Generic error Invalid input becomes Oh dear that doesnt look right Lets try that again

Small changes big impact

Another thing Ive noticed character features make your prototypes more resilient

When users encounter software that feels human theyre more forgiving of imperfections

They give you the benefit of the doubt

This aligns perfectly with the vibe coding principle that verification and observation are the core of system success

Character features become part of how users verify that your software understands them

They observe that the software doesnt just work it works in a way that feels right

Heres something else to consider character features help with what I call intention preservation

As your prototype evolves through multiple AI generations the character brief acts as an anchor

It ensures that no matter how much the code changes the personality remains consistent

This is crucial because according to vibe coding principles we should avoid manually editing code and focus modifications on intentions

Your character brief becomes part of those high-level intention descriptions

Its not about the specific code its about the experience you want to create

Now you might be thinking this sounds nice but is it practical for real projects

Absolutely

In fact Ive found that prototypes with strong character features get better feedback during testing

Users engage with them more deeply

They notice the little touches and they appreciate them

This feedback becomes invaluable data for refining your actual product

Remember the principle that everything is data in vibe coding

Well user reactions to character features are data too

They tell you whether your software personality is resonating with your audience

So next time youre starting a vibe coding project take a moment to think about character

What personality do you want your software to have

How should it make users feel

Write it down make it part of your intention specifications

You might be surprised how much difference it makes

After all the best technology doesnt just solve problems it connects with people

And isnt that what were really trying to build