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Mahdi Farra • DesignQA.com
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Mahdi Farra • DesignQA.com
@mahdif
Building https://t.co/iw7YgU4yTm and documenting my journey in public
🇺🇸 Bay Area, CA Katılım Şubat 2009
830 Takip Edilen1.3K Takipçiler

@wesbos What I wish existed:
A model that blends DOM structure, CSS similarity, and layout context to output a visual confidence score between Figma and HTML
Not pixel diffing, not embeddings, something in between
If anyone has seen research on this, I’d love to read it
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@wesbos I ran into this same problem while building DesignQA
We needed to compare Figma elements with their HTML versions
Pixel and structural diffing were too brittle, so I built a system that compares style properties, gives each a weight, and scores how likely they match
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ML Vision nerds: I need your help
I want a way to calculate how visually similar two UI elements are.
Pixel diffing is unforgiving for small differences in inputs. As is structural similarily algos
Vector embeddings seem to focus more on features + semantics of the image.
Are there other models or algos for this that I should check out?
I'm almost looking for a "fuzzzy" regression / comparison
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@wesbos We even drew red rectangles and added unique IDs on both Figma and live pages, then used vision models to match elements visually
Didn’t work well, too many false matches
Style-based scoring gave better results, but it’s still far from perfect
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Typing fast is a high leverage skill
brianlovin.com/writing/type-f…
Ben Vinegar@bentlegen
If you can't prompt at ~3 tokens/secs you're ngmi
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@mddanishyusuf haha I wish! For now I’m keeping things organic, all word of mouth 😄
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@mahdif haha, i didn't notice that.
And you have to block ads spot on freesvgicons.com for DesignQA. My audience need your tool.

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Da Nang, Vietnam is unbelievably affordable 🇻🇳
For just $15/night, I get:
🌊 Sea-facing hotel
🍳 Free breakfast buffet
⚡ Fast Wi-Fi
🏋️ Gym & 🏊 Pool access
❄️ 24/7 AC I control myself
🛏️ Well-maintained room with a working desk.
I think Vietnam is better than Bali.
Move to Vietnam and lock yourself in to build your million-dollar idea.



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@juanriosnl You totally should do that. It was actually fun setting it up and seeing how an old laptop could still be useful
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@juanriosnl I also thought about that, but after I setup Ubuntu on my old laptop to use it as a local server I had waaaaay more appreciation to macOS 😂
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@juanriosnl Well.. he's not wrong, although I highly doubt Omarchy will gain much traction outside the dev circle... but we'll see
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@kumailht The first image makes me feel calm and the other ones give me anxiety 😱
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3 pivots. 6 months. Countless "nobody's using it" moments.
DesignQA v3 finally feels right.
Click a bug → AI fixes it → PR created automatically.
This is what happens when you actually listen to users instead of just asking them questions.
DesignQA . com
#buildinpublic
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