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Login \n\n \n
Sign In \n
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Password \n
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Sign In \n
Don't have an account? Sign up
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\n\n\n", "variants": [{"name": "perfect", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 1.0, "clip": 1.0, "ssim": 1.0, "total": 0.9773}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/0/perfect.png", "html": "\n\nLogin \n\n \n
Sign In \n
Email \n
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Password \n
\n
Sign In \n
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\n
\n\n\n"}, {"name": "minor_diff", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 0.9943, "color": 0.6554, "clip": 0.9346, "ssim": 0.7712, "total": 0.8837}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/0/minor_diff.png", "html": "\n\nLogin \n\n \n
Sign In \n
Email \n
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Password \n
\n
Sign In \n
Don't have an account? Sign up
\n
\n\n\n"}, {"name": "bad_colors", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 0.0, "clip": 0.7947, "ssim": 0.4944, "total": 0.7253}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/0/bad_colors.png", "html": "\n\nLogin \n\n \n
Sign In \n
Email \n
\n
Password \n
\n
Sign In \n
Don't have an account? Sign up
\n
\n\n\n"}, {"name": "no_layout", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.6842, "text_block": 0.1006, "position": 0.7436, "color": 0.5886, "clip": 0.6086, "ssim": 0.8014, "total": 0.5222}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/0/no_layout.png", "html": "\n\nLogin \n\n \n
Sign In \n
Email \n
\n
Password \n
\n
Sign In \n
Don't have an account? Sign up
\n
\n\n\n"}, {"name": "half_styled", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.8421, "text_block": 0.0, "position": 0.7567, "color": 0.5851, "clip": 0.4814, "ssim": 0.7467, "total": 0.4663}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/0/half_styled.png", "html": "\n\nLogin \n\n \n
Sign In \n
Email \n
\n
Password \n
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Sign In \n
Don't have an account? Sign up
\n
\n\n\n"}, {"name": "no_style", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.5, "text_block": 0.1006, "position": 0.7396, "color": 0.5277, "clip": 0.3392, "ssim": 0.7906, "total": 0.4424}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/0/no_style.png", "html": "\n\nLogin \n\n \n
Sign In \n
Email \n
\n
Password \n
\n
Sign In \n
Don't have an account? Sign up
\n
\n\n\n"}, {"name": "blank", "rewards": {"format": 0.5, "validity": 0.75, "structural": 0.2485, "text_block": 0.0, "position": 0.0, "color": 0.5282, "clip": 0.0, "ssim": 0.8616, "total": 0.0}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/0/blank.png", "html": "Page "}]}, {"id": 1, "difficulty": "easy", "source": "easy/1", "reference_image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/1/reference.png", "reference_html": "\n\nBlog Post \n\n TECHNOLOGY \u00b7 5 MIN READ
\n The Rise of AI-Assisted Development \n \n
AJ
\n
\n
Amal Joe
\n
April 8, 2026
\n
\n
\n \n
\"AI is not replacing developers \u2014 it's giving them superpowers.\"
\n
\n Modern development has shifted dramatically with the introduction of large language models capable of understanding and generating code. Teams that once spent days on boilerplate now ship features in hours.
\n The key insight is that AI excels at pattern completion, while humans excel at problem definition. Together, the combination is unbeatable.
\n\n\n", "variants": [{"name": "perfect", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 1.0, "clip": 1.0, "ssim": 1.0, "total": 0.9773}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/1/perfect.png", "html": "\n\nBlog Post \n\n TECHNOLOGY \u00b7 5 MIN READ
\n The Rise of AI-Assisted Development \n \n
AJ
\n
\n
Amal Joe
\n
April 8, 2026
\n
\n
\n \n
\"AI is not replacing developers \u2014 it's giving them superpowers.\"
\n
\n Modern development has shifted dramatically with the introduction of large language models capable of understanding and generating code. Teams that once spent days on boilerplate now ship features in hours.
\n The key insight is that AI excels at pattern completion, while humans excel at problem definition. Together, the combination is unbeatable.
\n\n\n"}, {"name": "bad_colors", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 0.7967, "clip": 0.9377, "ssim": 0.8697, "total": 0.9176}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/1/bad_colors.png", "html": "\n\nBlog Post \n\n TECHNOLOGY \u00b7 5 MIN READ
\n The Rise of AI-Assisted Development \n \n
AJ
\n
\n
Amal Joe
\n
April 8, 2026
\n
\n
\n \n
\"AI is not replacing developers \u2014 it's giving them superpowers.\"
\n
\n Modern development has shifted dramatically with the introduction of large language models capable of understanding and generating code. Teams that once spent days on boilerplate now ship features in hours.
\n The key insight is that AI excels at pattern completion, while humans excel at problem definition. Together, the combination is unbeatable.
\n\n\n"}, {"name": "minor_diff", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 0.8304, "position": 0.9827, "color": 0.7741, "clip": 0.759, "ssim": 0.7001, "total": 0.8029}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/1/minor_diff.png", "html": "\n\nBlog Post \n\n TECHNOLOGY \u00b7 5 MIN READ
\n The Rise of AI-Assisted Development \n \n
AJ
\n
\n
Amal Joe
\n
April 8, 2026
\n
\n
\n \n
\"AI is not replacing developers \u2014 it's giving them superpowers.\"
\n
\n Modern development has shifted dramatically with the introduction of large language models capable of understanding and generating code. Teams that once spent days on boilerplate now ship features in hours.
\n The key insight is that AI excels at pattern completion, while humans excel at problem definition. Together, the combination is unbeatable.
\n\n\n"}, {"name": "half_styled", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.8684, "text_block": 0.7662, "position": 0.9719, "color": 0.7395, "clip": 0.72, "ssim": 0.5761, "total": 0.748}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/1/half_styled.png", "html": "\n\nBlog Post \n\n TECHNOLOGY \u00b7 5 MIN READ
\n The Rise of AI-Assisted Development \n \n
AJ
\n
\n
Amal Joe
\n
April 8, 2026
\n
\n
\n \n
\"AI is not replacing developers \u2014 it's giving them superpowers.\"
\n
\n Modern development has shifted dramatically with the introduction of large language models capable of understanding and generating code. Teams that once spent days on boilerplate now ship features in hours.
\n The key insight is that AI excels at pattern completion, while humans excel at problem definition. Together, the combination is unbeatable.
\n\n\n"}, {"name": "no_layout", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.7632, "text_block": 0.5733, "position": 0.8628, "color": 0.7293, "clip": 0.6499, "ssim": 0.5442, "total": 0.659}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/1/no_layout.png", "html": "\n\nBlog Post \n\n TECHNOLOGY \u00b7 5 MIN READ
\n The Rise of AI-Assisted Development \n \n
AJ
\n
\n
Amal Joe
\n
April 8, 2026
\n
\n
\n \n
\"AI is not replacing developers \u2014 it's giving them superpowers.\"
\n
\n Modern development has shifted dramatically with the introduction of large language models capable of understanding and generating code. Teams that once spent days on boilerplate now ship features in hours.
\n The key insight is that AI excels at pattern completion, while humans excel at problem definition. Together, the combination is unbeatable.
\n\n\n"}, {"name": "no_style", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.5, "text_block": 0.4036, "position": 0.8579, "color": 0.6953, "clip": 0.5769, "ssim": 0.542, "total": 0.5788}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/1/no_style.png", "html": "\n\nBlog Post \n\n TECHNOLOGY \u00b7 5 MIN READ
\n The Rise of AI-Assisted Development \n \n
AJ
\n
\n
Amal Joe
\n
April 8, 2026
\n
\n
\n \n
\"AI is not replacing developers \u2014 it's giving them superpowers.\"
\n
\n Modern development has shifted dramatically with the introduction of large language models capable of understanding and generating code. Teams that once spent days on boilerplate now ship features in hours.
\n The key insight is that AI excels at pattern completion, while humans excel at problem definition. Together, the combination is unbeatable.
\n\n\n"}, {"name": "blank", "rewards": {"format": 0.5, "validity": 0.75, "structural": 0.2263, "text_block": 0.0, "position": 0.0, "color": 0.6826, "clip": 0.0, "ssim": 0.7133, "total": 0.0}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/1/blank.png", "html": "Page "}]}, {"id": 2, "difficulty": "easy", "source": "easy/2", "reference_image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/2/reference.png", "reference_html": "\n\nContact \n\n Get in Touch \n We'll get back to you within 24 hours.
\n \n Email \n \n Message \n \n Send Message \n\n\n", "variants": [{"name": "perfect", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 1.0, "clip": 1.0, "ssim": 1.0, "total": 0.9773}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/2/perfect.png", "html": "\n\nContact \n\n Get in Touch \n We'll get back to you within 24 hours.
\n \n Email \n \n Message \n \n Send Message \n\n\n"}, {"name": "bad_colors", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 0.9995, "clip": 0.8688, "ssim": 0.8771, "total": 0.9306}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/2/bad_colors.png", "html": "\n\nContact \n\n Get in Touch \n We'll get back to you within 24 hours.
\n \n Email \n \n Message \n \n Send Message \n\n\n"}, {"name": "minor_diff", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 0.9949, "color": 0.8791, "clip": 0.9147, "ssim": 0.9066, "total": 0.9282}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/2/minor_diff.png", "html": "\n\nContact \n\n Get in Touch \n We'll get back to you within 24 hours.
\n \n Email \n \n Message \n \n Send Message \n\n\n"}, {"name": "half_styled", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.8889, "text_block": 0.8571, "position": 0.9657, "color": 0.2187, "clip": 0.4552, "ssim": 0.6706, "total": 0.6549}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/2/half_styled.png", "html": "\n\nContact \n\n Get in Touch \n We'll get back to you within 24 hours.
\n \n Email \n \n Message \n \n Send Message \n\n\n"}, {"name": "no_layout", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.7778, "text_block": 0.2545, "position": 0.7757, "color": 0.1598, "clip": 0.716, "ssim": 0.8107, "total": 0.5385}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/2/no_layout.png", "html": "\n\nContact \n\n Get in Touch \n We'll get back to you within 24 hours.
\n \n Email \n \n Message \n \n Send Message \n\n\n"}, {"name": "no_style", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.5, "text_block": 0.1776, "position": 0.8317, "color": 0.1629, "clip": 0.5025, "ssim": 0.7711, "total": 0.4565}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/2/no_style.png", "html": "\n\nContact \n\n Get in Touch \n We'll get back to you within 24 hours.
\n \n Email \n \n Message \n \n Send Message \n\n\n"}, {"name": "blank", "rewards": {"format": 0.5, "validity": 0.75, "structural": 0.2017, "text_block": 0.0, "position": 0.0, "color": 0.1545, "clip": 0.0395, "ssim": 0.8767, "total": 0.0}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/2/blank.png", "html": "Page "}]}, {"id": 3, "difficulty": "easy", "source": "easy/3", "reference_image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/3/reference.png", "reference_html": "\n\nProduct \n\n \n
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4K IPS display with 144Hz refresh rate, HDR400 support, and USB-C connectivity. Perfect for professionals and gamers alike.
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\n\n\n", "variants": [{"name": "perfect", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 1.0, "clip": 1.0, "ssim": 1.0, "total": 0.9773}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/3/perfect.png", "html": "\n\nProduct \n\n \n
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ELECTRONICS
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UltraView Monitor 27\" \n
\n \u2605\u2605\u2605\u2605\u2606 \n 4.2 (318 reviews) \n
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$349$429
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4K IPS display with 144Hz refresh rate, HDR400 support, and USB-C connectivity. Perfect for professionals and gamers alike.
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\n\n\n"}, {"name": "minor_diff", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 0.9889, "color": 0.697, "clip": 0.6797, "ssim": 0.6828, "total": 0.8189}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/3/minor_diff.png", "html": "\n\nProduct \n\n \n
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ELECTRONICS
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UltraView Monitor 27\" \n
\n \u2605\u2605\u2605\u2605\u2606 \n 4.2 (318 reviews) \n
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$349$429
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4K IPS display with 144Hz refresh rate, HDR400 support, and USB-C connectivity. Perfect for professionals and gamers alike.
\n
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\n
\n\n\n"}, {"name": "bad_colors", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 0.3173, "clip": 0.8548, "ssim": 0.6931, "total": 0.8093}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/3/bad_colors.png", "html": "\n\nProduct \n\n \n
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ELECTRONICS
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UltraView Monitor 27\" \n
\n \u2605\u2605\u2605\u2605\u2606 \n 4.2 (318 reviews) \n
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$349$429
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4K IPS display with 144Hz refresh rate, HDR400 support, and USB-C connectivity. Perfect for professionals and gamers alike.
\n
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\n\n\n"}, {"name": "half_styled", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.8913, "text_block": 0.6244, "position": 0.9702, "color": 0.5134, "clip": 0.6003, "ssim": 0.7641, "total": 0.6778}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/3/half_styled.png", "html": "\n\nProduct \n\n \n
\n \n
\n
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ELECTRONICS
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UltraView Monitor 27\" \n
\n \u2605\u2605\u2605\u2605\u2606 \n 4.2 (318 reviews) \n
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$349$429
\n
4K IPS display with 144Hz refresh rate, HDR400 support, and USB-C connectivity. Perfect for professionals and gamers alike.
\n
Add to Cart \n
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\n
\n\n\n"}, {"name": "no_style", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.5, "text_block": 0.1177, "position": 0.6452, "color": 0.4181, "clip": 0.0748, "ssim": 0.6683, "total": 0.3468}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/3/no_style.png", "html": "\n\nProduct \n\n \n
\n \n
\n
\n
ELECTRONICS
\n
UltraView Monitor 27\" \n
\n \u2605\u2605\u2605\u2605\u2606 \n 4.2 (318 reviews) \n
\n
$349$429
\n
4K IPS display with 144Hz refresh rate, HDR400 support, and USB-C connectivity. Perfect for professionals and gamers alike.
\n
Add to Cart \n
Save for Later \n
\n
\n\n\n"}, {"name": "no_layout", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.7826, "text_block": 0.0, "position": 0.1669, "color": 0.4483, "clip": 0.0, "ssim": 0.7076, "total": 0.2766}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/3/no_layout.png", "html": "\n\nProduct \n\n \n
\n \n
\n
\n
ELECTRONICS
\n
UltraView Monitor 27\" \n
\n \u2605\u2605\u2605\u2605\u2606 \n 4.2 (318 reviews) \n
\n
$349$429
\n
4K IPS display with 144Hz refresh rate, HDR400 support, and USB-C connectivity. Perfect for professionals and gamers alike.
\n
Add to Cart \n
Save for Later \n
\n
\n\n\n"}, {"name": "blank", "rewards": {"format": 0.5, "validity": 0.75, "structural": 0.1756, "text_block": 0.0, "position": 0.0, "color": 0.416, "clip": 0.0, "ssim": 0.8098, "total": 0.0}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/3/blank.png", "html": "Page "}]}, {"id": 4, "difficulty": "easy", "source": "easy/4", "reference_image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/4/reference.png", "reference_html": "\n\nAbout \n\n \n
N
\n
Nova Technologies \n
Building the next generation of developer tools since 2020.
\n
\n \n
Our Mission \n
We believe every developer deserves tools that amplify their creativity, not constrain it. Our products are built with a deep empathy for the craft of software engineering.
\n
\n
\n\n\n", "variants": [{"name": "perfect", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 1.0, "clip": 1.0, "ssim": 1.0, "total": 0.9773}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/4/perfect.png", "html": "\n\nAbout \n\n \n
N
\n
Nova Technologies \n
Building the next generation of developer tools since 2020.
\n
\n \n
Our Mission \n
We believe every developer deserves tools that amplify their creativity, not constrain it. Our products are built with a deep empathy for the craft of software engineering.
\n
\n
\n\n\n"}, {"name": "minor_diff", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 0.9957, "color": 0.2958, "clip": 0.6888, "ssim": 0.6872, "total": 0.7675}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/4/minor_diff.png", "html": "\n\nAbout \n\n \n
N
\n
Nova Technologies \n
Building the next generation of developer tools since 2020.
\n
\n \n
Our Mission \n
We believe every developer deserves tools that amplify their creativity, not constrain it. Our products are built with a deep empathy for the craft of software engineering.
\n
\n
\n\n\n"}, {"name": "bad_colors", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 0.0, "clip": 0.3744, "ssim": 0.4473, "total": 0.6234}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/4/bad_colors.png", "html": "\n\nAbout \n\n \n
N
\n
Nova Technologies \n
Building the next generation of developer tools since 2020.
\n
\n \n
Our Mission \n
We believe every developer deserves tools that amplify their creativity, not constrain it. Our products are built with a deep empathy for the craft of software engineering.
\n
\n
\n\n\n"}, {"name": "half_styled", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.8684, "text_block": 0.5084, "position": 0.8513, "color": 0.3885, "clip": 0.2096, "ssim": 0.6167, "total": 0.5084}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/4/half_styled.png", "html": "\n\nAbout \n\n \n
N
\n
Nova Technologies \n
Building the next generation of developer tools since 2020.
\n
\n \n
Our Mission \n
We believe every developer deserves tools that amplify their creativity, not constrain it. Our products are built with a deep empathy for the craft of software engineering.
\n
\n
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N
\n
Nova Technologies \n
Building the next generation of developer tools since 2020.
\n
\n \n
Our Mission \n
We believe every developer deserves tools that amplify their creativity, not constrain it. Our products are built with a deep empathy for the craft of software engineering.
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\n
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N
\n
Nova Technologies \n
Building the next generation of developer tools since 2020.
\n
\n \n
Our Mission \n
We believe every developer deserves tools that amplify their creativity, not constrain it. Our products are built with a deep empathy for the craft of software engineering.
\n
\n
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NOW IN BETA \n
Ship faster, break nothing. \n
The all-in-one platform for teams that care about quality. CI/CD, monitoring, and deployment in one place.
\n
\n Start for free \n Watch demo \u2192 \n
\n
\n \n
\n
\u26a1
\n
Fast Deploys \n
Push to production in under 30 seconds with zero downtime.
\n
\n
\n
\ud83d\udd12
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Secure by Default \n
SOC2 compliant. Secrets management and audit logs built in.
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\n
\n
\ud83d\udcca
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Live Monitoring \n
Real-time metrics, error tracking, and alerting out of the box.
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NOW IN BETA \n
Ship faster, break nothing. \n
The all-in-one platform for teams that care about quality. CI/CD, monitoring, and deployment in one place.
\n
\n Start for free \n Watch demo \u2192 \n
\n
\n \n
\n
\u26a1
\n
Fast Deploys \n
Push to production in under 30 seconds with zero downtime.
\n
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\n
\ud83d\udd12
\n
Secure by Default \n
SOC2 compliant. Secrets management and audit logs built in.
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\ud83d\udcca
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Live Monitoring \n
Real-time metrics, error tracking, and alerting out of the box.
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NOW IN BETA \n
Ship faster, break nothing. \n
The all-in-one platform for teams that care about quality. CI/CD, monitoring, and deployment in one place.
\n
\n Start for free \n Watch demo \u2192 \n
\n
\n \n
\n
\u26a1
\n
Fast Deploys \n
Push to production in under 30 seconds with zero downtime.
\n
\n
\n
\ud83d\udd12
\n
Secure by Default \n
SOC2 compliant. Secrets management and audit logs built in.
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\ud83d\udcca
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Live Monitoring \n
Real-time metrics, error tracking, and alerting out of the box.
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NOW IN BETA \n
Ship faster, break nothing. \n
The all-in-one platform for teams that care about quality. CI/CD, monitoring, and deployment in one place.
\n
\n Start for free \n Watch demo \u2192 \n
\n
\n \n
\n
\u26a1
\n
Fast Deploys \n
Push to production in under 30 seconds with zero downtime.
\n
\n
\n
\ud83d\udd12
\n
Secure by Default \n
SOC2 compliant. Secrets management and audit logs built in.
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\ud83d\udcca
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Live Monitoring \n
Real-time metrics, error tracking, and alerting out of the box.
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NOW IN BETA \n
Ship faster, break nothing. \n
The all-in-one platform for teams that care about quality. CI/CD, monitoring, and deployment in one place.
\n
\n Start for free \n Watch demo \u2192 \n
\n
\n \n
\n
\u26a1
\n
Fast Deploys \n
Push to production in under 30 seconds with zero downtime.
\n
\n
\n
\ud83d\udd12
\n
Secure by Default \n
SOC2 compliant. Secrets management and audit logs built in.
\n
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\n
\ud83d\udcca
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Live Monitoring \n
Real-time metrics, error tracking, and alerting out of the box.
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NOW IN BETA \n
Ship faster, break nothing. \n
The all-in-one platform for teams that care about quality. CI/CD, monitoring, and deployment in one place.
\n
\n Start for free \n Watch demo \u2192 \n
\n
\n \n
\n
\u26a1
\n
Fast Deploys \n
Push to production in under 30 seconds with zero downtime.
\n
\n
\n
\ud83d\udd12
\n
Secure by Default \n
SOC2 compliant. Secrets management and audit logs built in.
\n
\n
\n
\ud83d\udcca
\n
Live Monitoring \n
Real-time metrics, error tracking, and alerting out of the box.
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NOW IN BETA \n
Ship faster, break nothing. \n
The all-in-one platform for teams that care about quality. CI/CD, monitoring, and deployment in one place.
\n
\n Start for free \n Watch demo \u2192 \n
\n
\n \n
\n
\u26a1
\n
Fast Deploys \n
Push to production in under 30 seconds with zero downtime.
\n
\n
\n
\ud83d\udd12
\n
Secure by Default \n
SOC2 compliant. Secrets management and audit logs built in.
\n
\n
\n
\ud83d\udcca
\n
Live Monitoring \n
Real-time metrics, error tracking, and alerting out of the box.
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\n\n\n"}, {"name": "blank", "rewards": {"format": 0.5, "validity": 0.75, "structural": 0.1289, "text_block": 0.0, "position": 0.0, "color": 0.5581, "clip": 0.0, "ssim": 0.7456, "total": 0.0}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/5/blank.png", "html": "Page "}]}, {"id": 6, "difficulty": "medium", "source": "medium/1", "reference_image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/6/reference.png", "reference_html": "\n\nPricing \n\n Simple, transparent pricing \n Start free. Scale as you grow.
\n \n
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Hobby \n
For personal projects
\n
$0/mo
\n
\n \u2713 3 projects \u2713 1 GB storage \u2713 Community support \n \n
Get started \n
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MOST POPULAR \n
Pro \n
For growing teams
\n
$29/mo
\n
\n \u2713 Unlimited projects \u2713 50 GB storage \u2713 Priority support \u2713 Team collaboration \n \n
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Enterprise \n
For large organisations
\n
Custom
\n
\n \u2713 Unlimited everything \u2713 SSO & SAML \u2713 SLA guarantee \u2713 Dedicated support \n \n
Contact sales \n
\n
\n\n\n", "variants": [{"name": "perfect", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 1.0, "clip": 1.0, "ssim": 1.0, "total": 0.9773}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/6/perfect.png", "html": "\n\nPricing \n\n Simple, transparent pricing \n Start free. Scale as you grow.
\n \n
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Hobby \n
For personal projects
\n
$0/mo
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\n \u2713 3 projects \u2713 1 GB storage \u2713 Community support \n \n
Get started \n
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\n
MOST POPULAR \n
Pro \n
For growing teams
\n
$29/mo
\n
\n \u2713 Unlimited projects \u2713 50 GB storage \u2713 Priority support \u2713 Team collaboration \n \n
Start free trial \n
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\n
Enterprise \n
For large organisations
\n
Custom
\n
\n \u2713 Unlimited everything \u2713 SSO & SAML \u2713 SLA guarantee \u2713 Dedicated support \n \n
Contact sales \n
\n
\n\n\n"}, {"name": "minor_diff", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 0.9891, "color": 0.8536, "clip": 0.8378, "ssim": 0.658, "total": 0.8728}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/6/minor_diff.png", "html": "\n\nPricing \n\n Simple, transparent pricing \n Start free. Scale as you grow.
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\n
Hobby \n
For personal projects
\n
$0/mo
\n
\n \u2713 3 projects \u2713 1 GB storage \u2713 Community support \n \n
Get started \n
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\n
MOST POPULAR \n
Pro \n
For growing teams
\n
$29/mo
\n
\n \u2713 Unlimited projects \u2713 50 GB storage \u2713 Priority support \u2713 Team collaboration \n \n
Start free trial \n
\n
\n
Enterprise \n
For large organisations
\n
Custom
\n
\n \u2713 Unlimited everything \u2713 SSO & SAML \u2713 SLA guarantee \u2713 Dedicated support \n \n
Contact sales \n
\n
\n\n\n"}, {"name": "bad_colors", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 0.0, "clip": 0.7147, "ssim": 0.3088, "total": 0.6818}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/6/bad_colors.png", "html": "\n\nPricing \n\n Simple, transparent pricing \n Start free. Scale as you grow.
\n \n
\n
Hobby \n
For personal projects
\n
$0/mo
\n
\n \u2713 3 projects \u2713 1 GB storage \u2713 Community support \n \n
Get started \n
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\n
MOST POPULAR \n
Pro \n
For growing teams
\n
$29/mo
\n
\n \u2713 Unlimited projects \u2713 50 GB storage \u2713 Priority support \u2713 Team collaboration \n \n
Start free trial \n
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\n
Enterprise \n
For large organisations
\n
Custom
\n
\n \u2713 Unlimited everything \u2713 SSO & SAML \u2713 SLA guarantee \u2713 Dedicated support \n \n
Contact sales \n
\n
\n\n\n"}, {"name": "half_styled", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.8696, "text_block": 0.5823, "position": 0.9417, "color": 0.2443, "clip": 0.6017, "ssim": 0.6133, "total": 0.6058}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/6/half_styled.png", "html": "\n\nPricing \n\n Simple, transparent pricing \n Start free. Scale as you grow.
\n \n
\n
Hobby \n
For personal projects
\n
$0/mo
\n
\n \u2713 3 projects \u2713 1 GB storage \u2713 Community support \n \n
Get started \n
\n
\n
MOST POPULAR \n
Pro \n
For growing teams
\n
$29/mo
\n
\n \u2713 Unlimited projects \u2713 50 GB storage \u2713 Priority support \u2713 Team collaboration \n \n
Start free trial \n
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\n
Enterprise \n
For large organisations
\n
Custom
\n
\n \u2713 Unlimited everything \u2713 SSO & SAML \u2713 SLA guarantee \u2713 Dedicated support \n \n
Contact sales \n
\n
\n\n\n"}, {"name": "no_layout", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.7609, "text_block": 0.2622, "position": 0.6796, "color": 0.4486, "clip": 0.3169, "ssim": 0.5091, "total": 0.4387}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/6/no_layout.png", "html": "\n\nPricing \n\n Simple, transparent pricing \n Start free. Scale as you grow.
\n \n
\n
Hobby \n
For personal projects
\n
$0/mo
\n
\n \u2713 3 projects \u2713 1 GB storage \u2713 Community support \n \n
Get started \n
\n
\n
MOST POPULAR \n
Pro \n
For growing teams
\n
$29/mo
\n
\n \u2713 Unlimited projects \u2713 50 GB storage \u2713 Priority support \u2713 Team collaboration \n \n
Start free trial \n
\n
\n
Enterprise \n
For large organisations
\n
Custom
\n
\n \u2713 Unlimited everything \u2713 SSO & SAML \u2713 SLA guarantee \u2713 Dedicated support \n \n
Contact sales \n
\n
\n\n\n"}, {"name": "no_style", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.5, "text_block": 0.2881, "position": 0.8087, "color": 0.1982, "clip": 0.0, "ssim": 0.5422, "total": 0.344}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/6/no_style.png", "html": "\n\nPricing \n\n Simple, transparent pricing \n Start free. Scale as you grow.
\n \n
\n
Hobby \n
For personal projects
\n
$0/mo
\n
\n \u2713 3 projects \u2713 1 GB storage \u2713 Community support \n \n
Get started \n
\n
\n
MOST POPULAR \n
Pro \n
For growing teams
\n
$29/mo
\n
\n \u2713 Unlimited projects \u2713 50 GB storage \u2713 Priority support \u2713 Team collaboration \n \n
Start free trial \n
\n
\n
Enterprise \n
For large organisations
\n
Custom
\n
\n \u2713 Unlimited everything \u2713 SSO & SAML \u2713 SLA guarantee \u2713 Dedicated support \n \n
Contact sales \n
\n
\n\n\n"}, {"name": "blank", "rewards": {"format": 0.5, "validity": 0.75, "structural": 0.1126, "text_block": 0.0, "position": 0.0, "color": 0.194, "clip": 0.0, "ssim": 0.6901, "total": 0.0}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/6/blank.png", "html": "Page "}]}, {"id": 7, "difficulty": "medium", "source": "medium/2", "reference_image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/7/reference.png", "reference_html": "\n\nTeam \n\n Meet the Team \n The people building the future of development tooling.
\n \n
\n
S
\n
Sarah Chen
\n
CEO & Co-founder
\n
Previously at Google Brain. PhD in ML from Stanford.
\n
\n
\n
M
\n
Marcus Lee
\n
CTO & Co-founder
\n
Built infra at Stripe. Open source contributor.
\n
\n
\n
P
\n
Priya Nair
\n
Head of Design
\n
Design systems expert. Ex-Figma and Notion.
\n
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\n
J
\n
Jake Torres
\n
Lead Engineer
\n
Full-stack dev. Rust and TypeScript enthusiast.
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\n \n
\n
S
\n
Sarah Chen
\n
CEO & Co-founder
\n
Previously at Google Brain. PhD in ML from Stanford.
\n
\n
\n
M
\n
Marcus Lee
\n
CTO & Co-founder
\n
Built infra at Stripe. Open source contributor.
\n
\n
\n
P
\n
Priya Nair
\n
Head of Design
\n
Design systems expert. Ex-Figma and Notion.
\n
\n
\n
J
\n
Jake Torres
\n
Lead Engineer
\n
Full-stack dev. Rust and TypeScript enthusiast.
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\n \n
\n
S
\n
Sarah Chen
\n
CEO & Co-founder
\n
Previously at Google Brain. PhD in ML from Stanford.
\n
\n
\n
M
\n
Marcus Lee
\n
CTO & Co-founder
\n
Built infra at Stripe. Open source contributor.
\n
\n
\n
P
\n
Priya Nair
\n
Head of Design
\n
Design systems expert. Ex-Figma and Notion.
\n
\n
\n
J
\n
Jake Torres
\n
Lead Engineer
\n
Full-stack dev. Rust and TypeScript enthusiast.
\n
\n
\n\n\n"}, {"name": "minor_diff", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 0.9939, "color": 0.7914, "clip": 0.777, "ssim": 0.7679, "total": 0.8659}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/7/minor_diff.png", "html": "\n\nTeam \n\n Meet the Team \n The people building the future of development tooling.
\n \n
\n
S
\n
Sarah Chen
\n
CEO & Co-founder
\n
Previously at Google Brain. PhD in ML from Stanford.
\n
\n
\n
M
\n
Marcus Lee
\n
CTO & Co-founder
\n
Built infra at Stripe. Open source contributor.
\n
\n
\n
P
\n
Priya Nair
\n
Head of Design
\n
Design systems expert. Ex-Figma and Notion.
\n
\n
\n
J
\n
Jake Torres
\n
Lead Engineer
\n
Full-stack dev. Rust and TypeScript enthusiast.
\n
\n
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\n \n
\n
S
\n
Sarah Chen
\n
CEO & Co-founder
\n
Previously at Google Brain. PhD in ML from Stanford.
\n
\n
\n
M
\n
Marcus Lee
\n
CTO & Co-founder
\n
Built infra at Stripe. Open source contributor.
\n
\n
\n
P
\n
Priya Nair
\n
Head of Design
\n
Design systems expert. Ex-Figma and Notion.
\n
\n
\n
J
\n
Jake Torres
\n
Lead Engineer
\n
Full-stack dev. Rust and TypeScript enthusiast.
\n
\n
\n\n\n"}, {"name": "no_style", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.5, "text_block": 0.2235, "position": 0.7739, "color": 0.5631, "clip": 0.2567, "ssim": 0.6022, "total": 0.4395}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/7/no_style.png", "html": "\n\nTeam \n\n Meet the Team \n The people building the future of development tooling.
\n \n
\n
S
\n
Sarah Chen
\n
CEO & Co-founder
\n
Previously at Google Brain. PhD in ML from Stanford.
\n
\n
\n
M
\n
Marcus Lee
\n
CTO & Co-founder
\n
Built infra at Stripe. Open source contributor.
\n
\n
\n
P
\n
Priya Nair
\n
Head of Design
\n
Design systems expert. Ex-Figma and Notion.
\n
\n
\n
J
\n
Jake Torres
\n
Lead Engineer
\n
Full-stack dev. Rust and TypeScript enthusiast.
\n
\n
\n\n\n"}, {"name": "half_styled", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.8611, "text_block": 0.2049, "position": 0.724, "color": 0.562, "clip": 0.0, "ssim": 0.6497, "total": 0.3942}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/7/half_styled.png", "html": "\n\nTeam \n\n Meet the Team \n The people building the future of development tooling.
\n \n
\n
S
\n
Sarah Chen
\n
CEO & Co-founder
\n
Previously at Google Brain. PhD in ML from Stanford.
\n
\n
\n
M
\n
Marcus Lee
\n
CTO & Co-founder
\n
Built infra at Stripe. Open source contributor.
\n
\n
\n
P
\n
Priya Nair
\n
Head of Design
\n
Design systems expert. Ex-Figma and Notion.
\n
\n
\n
J
\n
Jake Torres
\n
Lead Engineer
\n
Full-stack dev. Rust and TypeScript enthusiast.
\n
\n
\n\n\n"}, {"name": "blank", "rewards": {"format": 0.5, "validity": 0.75, "structural": 0.1528, "text_block": 0.0, "position": 0.0, "color": 0.5598, "clip": 0.0, "ssim": 0.7605, "total": 0.0}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/7/blank.png", "html": "Page "}]}, {"id": 8, "difficulty": "medium", "source": "medium/3", "reference_image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/8/reference.png", "reference_html": "\n\nArticle \n\n \n DevDigest \n \n \n \n
\n RUST \n Why Rust is Winning the Systems Programming War \n By Alex Kim \u00b7 8 min read \u00b7 Apr 8, 2026
\n Memory safety without garbage collection was once considered impossible. Rust has proved the skeptics wrong, and major tech companies are taking notice.
\n The Linux kernel, Android, and the Windows kernel have all started incorporating Rust. This isn't a trend \u2014 it's a fundamental shift in how critical infrastructure is built.
\n The Ownership Model \n Rust's ownership system enforces memory safety at compile time. Every value has exactly one owner, and the compiler ensures that references never outlive their data.
\n \n
\n
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\n RUST \n Why Rust is Winning the Systems Programming War \n By Alex Kim \u00b7 8 min read \u00b7 Apr 8, 2026
\n Memory safety without garbage collection was once considered impossible. Rust has proved the skeptics wrong, and major tech companies are taking notice.
\n The Linux kernel, Android, and the Windows kernel have all started incorporating Rust. This isn't a trend \u2014 it's a fundamental shift in how critical infrastructure is built.
\n The Ownership Model \n Rust's ownership system enforces memory safety at compile time. Every value has exactly one owner, and the compiler ensures that references never outlive their data.
\n \n
\n
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\n RUST \n Why Rust is Winning the Systems Programming War \n By Alex Kim \u00b7 8 min read \u00b7 Apr 8, 2026
\n Memory safety without garbage collection was once considered impossible. Rust has proved the skeptics wrong, and major tech companies are taking notice.
\n The Linux kernel, Android, and the Windows kernel have all started incorporating Rust. This isn't a trend \u2014 it's a fundamental shift in how critical infrastructure is built.
\n The Ownership Model \n Rust's ownership system enforces memory safety at compile time. Every value has exactly one owner, and the compiler ensures that references never outlive their data.
\n \n
\n
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\n RUST \n Why Rust is Winning the Systems Programming War \n By Alex Kim \u00b7 8 min read \u00b7 Apr 8, 2026
\n Memory safety without garbage collection was once considered impossible. Rust has proved the skeptics wrong, and major tech companies are taking notice.
\n The Linux kernel, Android, and the Windows kernel have all started incorporating Rust. This isn't a trend \u2014 it's a fundamental shift in how critical infrastructure is built.
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\n
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\n RUST \n Why Rust is Winning the Systems Programming War \n By Alex Kim \u00b7 8 min read \u00b7 Apr 8, 2026
\n Memory safety without garbage collection was once considered impossible. Rust has proved the skeptics wrong, and major tech companies are taking notice.
\n The Linux kernel, Android, and the Windows kernel have all started incorporating Rust. This isn't a trend \u2014 it's a fundamental shift in how critical infrastructure is built.
\n The Ownership Model \n Rust's ownership system enforces memory safety at compile time. Every value has exactly one owner, and the compiler ensures that references never outlive their data.
\n \n
\n
\n\n\n"}, {"name": "half_styled", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.875, "text_block": 0.3561, "position": 0.919, "color": 0.7781, "clip": 0.0319, "ssim": 0.4926, "total": 0.4691}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/8/half_styled.png", "html": "\n\nArticle \n\n \n DevDigest \n \n \n \n
\n RUST \n Why Rust is Winning the Systems Programming War \n By Alex Kim \u00b7 8 min read \u00b7 Apr 8, 2026
\n Memory safety without garbage collection was once considered impossible. Rust has proved the skeptics wrong, and major tech companies are taking notice.
\n The Linux kernel, Android, and the Windows kernel have all started incorporating Rust. This isn't a trend \u2014 it's a fundamental shift in how critical infrastructure is built.
\n The Ownership Model \n Rust's ownership system enforces memory safety at compile time. Every value has exactly one owner, and the compiler ensures that references never outlive their data.
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\n
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\n RUST \n Why Rust is Winning the Systems Programming War \n By Alex Kim \u00b7 8 min read \u00b7 Apr 8, 2026
\n Memory safety without garbage collection was once considered impossible. Rust has proved the skeptics wrong, and major tech companies are taking notice.
\n The Linux kernel, Android, and the Windows kernel have all started incorporating Rust. This isn't a trend \u2014 it's a fundamental shift in how critical infrastructure is built.
\n The Ownership Model \n Rust's ownership system enforces memory safety at compile time. Every value has exactly one owner, and the compiler ensures that references never outlive their data.
\n \n
\n
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Bio \n
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Overview \n + New Project \n \n \n
DEPLOYMENTS
1,284
\u2191 12% this week
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99.2%
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AVG BUILD TIME
28s
\u2193 3s slower
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Overview \n + New Project \n \n \n
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SUCCESS RATE
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Overview \n + New Project \n \n \n
DEPLOYMENTS
1,284
\u2191 12% this week
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SUCCESS RATE
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Overview \n + New Project \n \n \n
DEPLOYMENTS
1,284
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SUCCESS RATE
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Overview \n + New Project \n \n \n
DEPLOYMENTS
1,284
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All (128)
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\n Best selling Price: Low to High Price: High to Low \n \n
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128 products
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\n Best selling Price: Low to High Price: High to Low \n \n
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\ud83d\udc55
Essential Tee
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SALE \ud83e\udde5
Puffer Jacket
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\ud83d\udc54
Oxford Shirt
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Jackets (22)
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Pants (44)
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$50 \u2013 $100
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$100 \u2013 $200
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Over $200
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\n \n
\n
\n
128 products
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\n Best selling Price: Low to High Price: High to Low \n \n
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\ud83d\udc55
Essential Tee
$38
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SALE \ud83e\udde5
Puffer Jacket
$89 $149
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\ud83d\udc54
Oxford Shirt
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Analytics \n
\n 7d \n 30d \n 90d \n
\n
\n Export CSV \n \n \n
\n
Total Revenue
$84,231
\u2191 18.2% vs last period
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Visitors
24,891
\u2191 7.4%
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Conversion
3.6%
\u2193 0.4%
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Avg Order
$94.30
\u2191 10.1%
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\n
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Revenue Over Time \n
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\n Mon Tue Wed Thu Fri Sat Sun \n
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\n
\n
\n\n\n", "variants": [{"name": "perfect", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 1.0, "clip": 1.0, "ssim": 1.0, "total": 0.9773}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/12/perfect.png", "html": "\n\nAnalytics \n\n \n \n
Analytics \n
\n 7d \n 30d \n 90d \n
\n
\n Export CSV \n \n \n
\n
Total Revenue
$84,231
\u2191 18.2% vs last period
\n
Visitors
24,891
\u2191 7.4%
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Conversion
3.6%
\u2193 0.4%
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Avg Order
$94.30
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\n Mon Tue Wed Thu Fri Sat Sun \n
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Analytics \n
\n 7d \n 30d \n 90d \n
\n
\n Export CSV \n \n \n
\n
Total Revenue
$84,231
\u2191 18.2% vs last period
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Visitors
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\u2191 7.4%
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Conversion
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Avg Order
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\n Mon Tue Wed Thu Fri Sat Sun \n
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Analytics \n
\n 7d \n 30d \n 90d \n
\n
\n Export CSV \n \n \n
\n
Total Revenue
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\u2191 18.2% vs last period
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Visitors
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\u2191 7.4%
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Conversion
3.6%
\u2193 0.4%
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Avg Order
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\u2191 10.1%
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Revenue Over Time \n
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\n
\n
\n\n\n"}, {"name": "no_layout", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.72, "text_block": 0.0781, "position": 0.6328, "color": 0.5315, "clip": 0.4827, "ssim": 0.6665, "total": 0.4528}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/12/no_layout.png", "html": "\n\nAnalytics \n\n \n \n
Analytics \n
\n 7d \n 30d \n 90d \n
\n
\n Export CSV \n \n \n
\n
Total Revenue
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\u2191 18.2% vs last period
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Visitors
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\u2191 7.4%
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Conversion
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\u2193 0.4%
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Avg Order
$94.30
\u2191 10.1%
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\n
\n
\n
Revenue Over Time \n
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\n Mon Tue Wed Thu Fri Sat Sun \n
\n
\n
\n
\n
\n\n\n"}, {"name": "half_styled", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.86, "text_block": 0.2245, "position": 0.8042, "color": 0.526, "clip": 0.1986, "ssim": 0.6635, "total": 0.449}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/12/half_styled.png", "html": "\n\nAnalytics \n\n \n \n
Analytics \n
\n 7d \n 30d \n 90d \n
\n
\n Export CSV \n \n \n
\n
Total Revenue
$84,231
\u2191 18.2% vs last period
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Visitors
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\u2191 7.4%
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Conversion
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\u2193 0.4%
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\n
\n
\n
Revenue Over Time \n
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\n Mon Tue Wed Thu Fri Sat Sun \n
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\n
\n
\n
\n\n\n"}, {"name": "no_style", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.5, "text_block": 0.0882, "position": 0.7104, "color": 0.5203, "clip": 0.0, "ssim": 0.6809, "total": 0.3433}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/12/no_style.png", "html": "\n\nAnalytics \n\n \n \n
Analytics \n
\n 7d \n 30d \n 90d \n
\n
\n Export CSV \n \n \n
\n
Total Revenue
$84,231
\u2191 18.2% vs last period
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Visitors
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\u2191 7.4%
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Conversion
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Revenue Over Time \n
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\n \n \n
\n
\n \n Docs \u203a Getting Started \u203a Introduction \n
\n Introduction \n OpenEnv is a standard HTTP interface for building reinforcement learning environments. It provides a simple REST API that any agent can interact with, regardless of programming language.
\n \n
INSTALLATION
\n
pip install openenv-core\n
\n How it works \n Each environment exposes three endpoints: /reset to start an episode, /step to submit an action, and /state to inspect current state.
\n \n Next: Installation \u2192 \n
\n \n
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\n \n \n
\n
\n \n Docs \u203a Getting Started \u203a Introduction \n
\n Introduction \n OpenEnv is a standard HTTP interface for building reinforcement learning environments. It provides a simple REST API that any agent can interact with, regardless of programming language.
\n \n
INSTALLATION
\n
pip install openenv-core\n
\n How it works \n Each environment exposes three endpoints: /reset to start an episode, /step to submit an action, and /state to inspect current state.
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\n \n
\n\n\n"}, {"name": "minor_diff", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 0.9688, "position": 0.9958, "color": 0.9832, "clip": 0.9694, "ssim": 0.9665, "total": 0.9545}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/13/minor_diff.png", "html": "\n\nDocs \n\n \n \n \ud83d\udd0d Search docs...
\n \n \n
\n
\n \n Docs \u203a Getting Started \u203a Introduction \n
\n Introduction \n OpenEnv is a standard HTTP interface for building reinforcement learning environments. It provides a simple REST API that any agent can interact with, regardless of programming language.
\n \n
INSTALLATION
\n
pip install openenv-core\n
\n How it works \n Each environment exposes three endpoints: /reset to start an episode, /step to submit an action, and /state to inspect current state.
\n \n Next: Installation \u2192 \n
\n \n
\n\n\n"}, {"name": "bad_colors", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 0.498, "clip": 0.327, "ssim": 0.7843, "total": 0.7265}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/13/bad_colors.png", "html": "\n\nDocs \n\n \n \n \ud83d\udd0d Search docs...
\n \n \n
\n
\n \n Docs \u203a Getting Started \u203a Introduction \n
\n Introduction \n OpenEnv is a standard HTTP interface for building reinforcement learning environments. It provides a simple REST API that any agent can interact with, regardless of programming language.
\n \n
INSTALLATION
\n
pip install openenv-core\n
\n How it works \n Each environment exposes three endpoints: /reset to start an episode, /step to submit an action, and /state to inspect current state.
\n \n Next: Installation \u2192 \n
\n \n
\n\n\n"}, {"name": "no_layout", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.7344, "text_block": 0.2588, "position": 0.8746, "color": 0.705, "clip": 0.5011, "ssim": 0.485, "total": 0.5278}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/13/no_layout.png", "html": "\n\nDocs \n\n \n \n \ud83d\udd0d Search docs...
\n \n \n
\n
\n \n Docs \u203a Getting Started \u203a Introduction \n
\n Introduction \n OpenEnv is a standard HTTP interface for building reinforcement learning environments. It provides a simple REST API that any agent can interact with, regardless of programming language.
\n \n
INSTALLATION
\n
pip install openenv-core\n
\n How it works \n Each environment exposes three endpoints: /reset to start an episode, /step to submit an action, and /state to inspect current state.
\n \n Next: Installation \u2192 \n
\n \n
\n\n\n"}, {"name": "half_styled", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.8438, "text_block": 0.078, "position": 0.7606, "color": 0.7099, "clip": 0.4068, "ssim": 0.5676, "total": 0.4636}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/13/half_styled.png", "html": "\n\nDocs \n\n \n \n \ud83d\udd0d Search docs...
\n \n \n
\n
\n \n Docs \u203a Getting Started \u203a Introduction \n
\n Introduction \n OpenEnv is a standard HTTP interface for building reinforcement learning environments. It provides a simple REST API that any agent can interact with, regardless of programming language.
\n \n
INSTALLATION
\n
pip install openenv-core\n
\n How it works \n Each environment exposes three endpoints: /reset to start an episode, /step to submit an action, and /state to inspect current state.
\n \n Next: Installation \u2192 \n
\n \n
\n\n\n"}, {"name": "no_style", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.5, "text_block": 0.2633, "position": 0.8761, "color": 0.6981, "clip": 0.0988, "ssim": 0.4855, "total": 0.4262}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/13/no_style.png", "html": "\n\nDocs \n\n \n \n \ud83d\udd0d Search docs...
\n \n \n
\n
\n \n Docs \u203a Getting Started \u203a Introduction \n
\n Introduction \n OpenEnv is a standard HTTP interface for building reinforcement learning environments. It provides a simple REST API that any agent can interact with, regardless of programming language.
\n \n
INSTALLATION
\n
pip install openenv-core\n
\n How it works \n Each environment exposes three endpoints: /reset to start an episode, /step to submit an action, and /state to inspect current state.
\n \n Next: Installation \u2192 \n
\n \n
\n\n\n"}, {"name": "blank", "rewards": {"format": 0.5, "validity": 0.75, "structural": 0.0911, "text_block": 0.0, "position": 0.0, "color": 0.6933, "clip": 0.0, "ssim": 0.7001, "total": 0.0}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/13/blank.png", "html": "Page "}]}, {"id": 14, "difficulty": "hard", "source": "hard/4", "reference_image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/14/reference.png", "reference_html": "\n\nKanban \n\n \n \n \ud83d\uddc2 Sprint 24 \n Apr 1 \u2013 Apr 14 \n
\n \n \n \n
\n
Backlog 5 \n
Redesign onboarding flow
Design P
\n
Add dark mode support
Frontend A
\n
\n
\n
In Progress 3 \n
Implement OAuth 2.0 login
\ud83d\udd34 High M
\n
Write API documentation
Docs A
\n
\n
\n
Review 2 \n
Fix payment webhook bug
\ud83d\udd34 Critical P
\n
\n
\n
Done 8 \n
Setup CI/CD pipeline
DevOps M
\n
Database schema migration
Backend A
\n
\n
\n\n\n", "variants": [{"name": "perfect", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 1.0, "clip": 1.0, "ssim": 1.0, "total": 0.9773}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/14/perfect.png", "html": "\n\nKanban \n\n \n \n \ud83d\uddc2 Sprint 24 \n Apr 1 \u2013 Apr 14 \n
\n \n \n \n
\n
Backlog 5 \n
Redesign onboarding flow
Design P
\n
Add dark mode support
Frontend A
\n
\n
\n
In Progress 3 \n
Implement OAuth 2.0 login
\ud83d\udd34 High M
\n
Write API documentation
Docs A
\n
\n
\n
Review 2 \n
Fix payment webhook bug
\ud83d\udd34 Critical P
\n
\n
\n
Done 8 \n
Setup CI/CD pipeline
DevOps M
\n
Database schema migration
Backend A
\n
\n
\n\n\n"}, {"name": "minor_diff", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 0.9985, "color": 0.9486, "clip": 0.8853, "ssim": 0.7973, "total": 0.9164}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/14/minor_diff.png", "html": "\n\nKanban \n\n \n \n \ud83d\uddc2 Sprint 24 \n Apr 1 \u2013 Apr 14 \n
\n \n \n \n
\n
Backlog 5 \n
Redesign onboarding flow
Design P
\n
Add dark mode support
Frontend A
\n
\n
\n
In Progress 3 \n
Implement OAuth 2.0 login
\ud83d\udd34 High M
\n
Write API documentation
Docs A
\n
\n
\n
Review 2 \n
Fix payment webhook bug
\ud83d\udd34 Critical P
\n
\n
\n
Done 8 \n
Setup CI/CD pipeline
DevOps M
\n
Database schema migration
Backend A
\n
\n
\n\n\n"}, {"name": "bad_colors", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 0.0, "clip": 0.3861, "ssim": 0.2743, "total": 0.6024}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/14/bad_colors.png", "html": "\n\nKanban \n\n \n \n \ud83d\uddc2 Sprint 24 \n Apr 1 \u2013 Apr 14 \n
\n \n \n \n
\n
Backlog 5 \n
Redesign onboarding flow
Design P
\n
Add dark mode support
Frontend A
\n
\n
\n
In Progress 3 \n
Implement OAuth 2.0 login
\ud83d\udd34 High M
\n
Write API documentation
Docs A
\n
\n
\n
Review 2 \n
Fix payment webhook bug
\ud83d\udd34 Critical P
\n
\n
\n
Done 8 \n
Setup CI/CD pipeline
DevOps M
\n
Database schema migration
Backend A
\n
\n
\n\n\n"}, {"name": "half_styled", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.8393, "text_block": 0.2321, "position": 0.7755, "color": 0.836, "clip": 0.23, "ssim": 0.7198, "total": 0.5046}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/14/half_styled.png", "html": "\n\nKanban \n\n \n \n \ud83d\uddc2 Sprint 24 \n Apr 1 \u2013 Apr 14 \n
\n \n \n \n
\n
Backlog 5 \n
Redesign onboarding flow
Design P
\n
Add dark mode support
Frontend A
\n
\n
\n
In Progress 3 \n
Implement OAuth 2.0 login
\ud83d\udd34 High M
\n
Write API documentation
Docs A
\n
\n
\n
Review 2 \n
Fix payment webhook bug
\ud83d\udd34 Critical P
\n
\n
\n
Done 8 \n
Setup CI/CD pipeline
DevOps M
\n
Database schema migration
Backend A
\n
\n
\n\n\n"}, {"name": "no_layout", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.75, "text_block": 0.121, "position": 0.3947, "color": 0.8401, "clip": 0.44, "ssim": 0.5561, "total": 0.4615}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/14/no_layout.png", "html": "\n\nKanban \n\n \n \n \ud83d\uddc2 Sprint 24 \n Apr 1 \u2013 Apr 14 \n
\n \n \n \n
\n
Backlog 5 \n
Redesign onboarding flow
Design P
\n
Add dark mode support
Frontend A
\n
\n
\n
In Progress 3 \n
Implement OAuth 2.0 login
\ud83d\udd34 High M
\n
Write API documentation
Docs A
\n
\n
\n
Review 2 \n
Fix payment webhook bug
\ud83d\udd34 Critical P
\n
\n
\n
Done 8 \n
Setup CI/CD pipeline
DevOps M
\n
Database schema migration
Backend A
\n
\n
\n\n\n"}, {"name": "no_style", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.5, "text_block": 0.0612, "position": 0.3542, "color": 0.8003, "clip": 0.0, "ssim": 0.6848, "total": 0.3423}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/14/no_style.png", "html": "\n\nKanban \n\n \n \n \ud83d\uddc2 Sprint 24 \n Apr 1 \u2013 Apr 14 \n
\n \n \n \n
\n
Backlog 5 \n
Redesign onboarding flow
Design P
\n
Add dark mode support
Frontend A
\n
\n
\n
In Progress 3 \n
Implement OAuth 2.0 login
\ud83d\udd34 High M
\n
Write API documentation
Docs A
\n
\n
\n
Review 2 \n
Fix payment webhook bug
\ud83d\udd34 Critical P
\n
\n
\n
Done 8 \n
Setup CI/CD pipeline
DevOps M
\n
Database schema migration
Backend A
\n
\n
\n\n\n"}, {"name": "blank", "rewards": {"format": 0.5, "validity": 0.75, "structural": 0.0742, "text_block": 0.0, "position": 0.0, "color": 0.8017, "clip": 0.0, "ssim": 0.7909, "total": 0.0}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/14/blank.png", "html": "Page "}]}]