[{"id": 0, "difficulty": "easy", "source": "easy/0", "reference_image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/0/reference.png", "reference_html": "\n\nLogin\n\n
\n

Sign In

\n \n \n \n \n \n

Don't have an account? Sign up

\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/0/perfect.png", "html": "\n\nLogin\n\n
\n

Sign In

\n \n \n \n \n \n

Don't have an account? Sign up

\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 \n \n \n \n \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 \n \n \n \n \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 \n \n \n \n \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 \n \n \n \n \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 \n \n \n \n \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
\n \n \n
\n
\n \n \n
\n
\n \n \n \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/2/perfect.png", "html": "\n\nContact\n\n

Get in Touch

\n

We'll get back to you within 24 hours.

\n
\n
\n \n \n
\n
\n \n \n
\n
\n \n \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": 0.9995, "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
\n \n \n
\n
\n \n \n
\n
\n \n \n \n \n \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
\n \n \n
\n
\n \n \n
\n
\n \n \n \n \n \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
\n \n \n
\n
\n \n \n
\n
\n \n \n \n \n \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
\n \n \n
\n
\n \n \n
\n
\n \n \n \n \n \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
\n \n \n
\n
\n \n \n
\n
\n \n \n \n \n \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
\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 \n \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/3/perfect.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 \n \n
\n
\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
\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 \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": 0.3173, "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
\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 \n \n
\n
\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
\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 \n \n
\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 \n \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 \n \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

50K+

\n

Developers

\n
\n
\n

120+

\n

Countries

\n
\n
\n

99.9%

\n

Uptime

\n
\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

50K+

\n

Developers

\n
\n
\n

120+

\n

Countries

\n
\n
\n

99.9%

\n

Uptime

\n
\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

50K+

\n

Developers

\n
\n
\n

120+

\n

Countries

\n
\n
\n

99.9%

\n

Uptime

\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": 0.0, "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

50K+

\n

Developers

\n
\n
\n

120+

\n

Countries

\n
\n
\n

99.9%

\n

Uptime

\n
\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
\n

50K+

\n

Developers

\n
\n
\n

120+

\n

Countries

\n
\n
\n

99.9%

\n

Uptime

\n
\n
\n
\n\n\n"}, {"name": "no_layout", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.7368, "text_block": 0.3688, "position": 0.8152, "color": 0.0891, "clip": 0.6492, "ssim": 0.5112, "total": 0.5058}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/4/no_layout.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

50K+

\n

Developers

\n
\n
\n

120+

\n

Countries

\n
\n
\n

99.9%

\n

Uptime

\n
\n
\n
\n\n\n"}, {"name": "no_style", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.5, "text_block": 0.2697, "position": 0.7611, "color": 0.0, "clip": 0.0, "ssim": 0.4448, "total": 0.2943}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/4/no_style.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

50K+

\n

Developers

\n
\n
\n

120+

\n

Countries

\n
\n
\n

99.9%

\n

Uptime

\n
\n
\n
\n\n\n"}, {"name": "blank", "rewards": {"format": 0.5, "validity": 0.75, "structural": 0.1802, "text_block": 0.0, "position": 0.0, "color": 0.0, "clip": 0.0, "ssim": 0.5071, "total": 0.0}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/4/blank.png", "html": "Page"}]}, {"id": 5, "difficulty": "medium", "source": "medium/0", "reference_image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/5/reference.png", "reference_html": "\n\nSaaS Landing\n\n \n
\n 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 \n \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.

\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/5/perfect.png", "html": "\n\nSaaS Landing\n\n \n
\n 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 \n \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.

\n
\n
\n\n\n"}, {"name": "minor_diff", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 0.9968, "color": 0.9579, "clip": 1.0, "ssim": 0.9866, "total": 0.9694}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/5/minor_diff.png", "html": "\n\nSaaS Landing\n\n \n
\n 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 \n \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.

\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": 0.3746, "clip": 0.5022, "ssim": 0.6616, "total": 0.7327}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/5/bad_colors.png", "html": "\n\nSaaS Landing\n\n \n
\n 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 \n \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.

\n
\n
\n\n\n"}, {"name": "half_styled", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.9167, "text_block": 0.3136, "position": 0.8555, "color": 0.5848, "clip": 0.5481, "ssim": 0.5739, "total": 0.5557}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/5/half_styled.png", "html": "\n\nSaaS Landing\n\n \n
\n 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 \n \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.

\n
\n
\n\n\n"}, {"name": "no_layout", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.7917, "text_block": 0.2393, "position": 0.7758, "color": 0.61, "clip": 0.5675, "ssim": 0.5486, "total": 0.5269}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/5/no_layout.png", "html": "\n\nSaaS Landing\n\n \n
\n 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 \n \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.

\n
\n
\n\n\n"}, {"name": "no_style", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.5, "text_block": 0.1581, "position": 0.7081, "color": 0.561, "clip": 0.0361, "ssim": 0.549, "total": 0.358}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/5/no_style.png", "html": "\n\nSaaS Landing\n\n \n
\n 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 \n \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.

\n
\n
\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
\n

Hobby

\n

For personal projects

\n

$0/mo

\n \n \n
\n
\n MOST POPULAR\n

Pro

\n

For growing teams

\n

$29/mo

\n \n \n
\n
\n

Enterprise

\n

For large organisations

\n

Custom

\n \n \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
\n

Hobby

\n

For personal projects

\n

$0/mo

\n \n \n
\n
\n MOST POPULAR\n

Pro

\n

For growing teams

\n

$29/mo

\n \n \n
\n
\n

Enterprise

\n

For large organisations

\n

Custom

\n \n \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.

\n
\n
\n

Hobby

\n

For personal projects

\n

$0/mo

\n \n \n
\n
\n MOST POPULAR\n

Pro

\n

For growing teams

\n

$29/mo

\n \n \n
\n
\n

Enterprise

\n

For large organisations

\n

Custom

\n \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": 0.0, "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 \n
\n
\n MOST POPULAR\n

Pro

\n

For growing teams

\n

$29/mo

\n \n \n
\n
\n

Enterprise

\n

For large organisations

\n

Custom

\n \n \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 \n
\n
\n MOST POPULAR\n

Pro

\n

For growing teams

\n

$29/mo

\n \n \n
\n
\n

Enterprise

\n

For large organisations

\n

Custom

\n \n \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 \n
\n
\n MOST POPULAR\n

Pro

\n

For growing teams

\n

$29/mo

\n \n \n
\n
\n

Enterprise

\n

For large organisations

\n

Custom

\n \n \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 \n
\n
\n MOST POPULAR\n

Pro

\n

For growing teams

\n

$29/mo

\n \n \n
\n
\n

Enterprise

\n

For large organisations

\n

Custom

\n \n \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
\n
\n
J
\n

Jake Torres

\n

Lead Engineer

\n

Full-stack dev. Rust and TypeScript enthusiast.

\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/7/perfect.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": "bad_colors", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 0.436, "clip": 0.8768, "ssim": 0.9584, "total": 0.8667}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/7/bad_colors.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": "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
\n\n\n"}, {"name": "no_layout", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.75, "text_block": 0.2158, "position": 0.7656, "color": 0.5097, "clip": 0.6262, "ssim": 0.5075, "total": 0.5118}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/7/no_layout.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": "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
\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
\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/8/perfect.png", "html": "\n\nArticle\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
\n\n\n"}, {"name": "minor_diff", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 0.95, "position": 0.9908, "color": 0.8983, "clip": 0.9425, "ssim": 0.8371, "total": 0.9136}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/8/minor_diff.png", "html": "\n\nArticle\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
\n\n\n"}, {"name": "bad_colors", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 1.0, "color": 0.4067, "clip": 0.7778, "ssim": 0.7789, "total": 0.8157}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/8/bad_colors.png", "html": "\n\nArticle\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
\n\n\n"}, {"name": "no_style", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.5, "text_block": 0.2429, "position": 0.7638, "color": 0.6934, "clip": 0.4923, "ssim": 0.3893, "total": 0.4861}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/8/no_style.png", "html": "\n\nArticle\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
\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
\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
\n\n\n"}, {"name": "no_layout", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.7708, "text_block": 0.2471, "position": 0.7389, "color": 0.7141, "clip": 0.2799, "ssim": 0.3971, "total": 0.4529}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/8/no_layout.png", "html": "\n\nArticle\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
\n\n\n"}, {"name": "blank", "rewards": {"format": 0.5, "validity": 0.75, "structural": 0.1261, "text_block": 0.0, "position": 0.0, "color": 0.6864, "clip": 0.0, "ssim": 0.5815, "total": 0.0}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/8/blank.png", "html": "Page"}]}, {"id": 9, "difficulty": "medium", "source": "medium/4", "reference_image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/9/reference.png", "reference_html": "\n\nSettings\n\n \n
\n

Profile Settings

\n

Manage your personal information.

\n
\n
\n
\n
\n
\n \n \n \n \n \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/9/perfect.png", "html": "\n\nSettings\n\n \n
\n

Profile Settings

\n

Manage your personal information.

\n
\n
\n
\n
\n
\n \n \n \n \n \n
\n
\n\n\n"}, {"name": "minor_diff", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 0.9986, "color": 0.9084, "clip": 0.8873, "ssim": 0.8691, "total": 0.9212}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/9/minor_diff.png", "html": "\n\nSettings\n\n \n
\n

Profile Settings

\n

Manage your personal information.

\n
\n
\n
\n
\n
\n \n \n \n \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": 0.0421, "clip": 0.4695, "ssim": 0.5687, "total": 0.6673}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/9/bad_colors.png", "html": "\n\nSettings\n\n \n
\n

Profile Settings

\n

Manage your personal information.

\n
\n
\n
\n
\n
\n \n \n \n \n \n
\n
\n\n\n"}, {"name": "half_styled", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.84, "text_block": 0.2532, "position": 0.9074, "color": 0.6085, "clip": 0.5724, "ssim": 0.6374, "total": 0.5579}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/9/half_styled.png", "html": "\n\nSettings\n\n \n
\n

Profile Settings

\n

Manage your personal information.

\n
\n
\n
\n
\n
\n \n \n \n \n \n
\n
\n\n\n"}, {"name": "no_layout", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.76, "text_block": 0.261, "position": 0.8681, "color": 0.6142, "clip": 0.5201, "ssim": 0.6888, "total": 0.5487}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/9/no_layout.png", "html": "\n\nSettings\n\n \n
\n

Profile Settings

\n

Manage your personal information.

\n
\n
\n
\n
\n
\n \n \n \n \n \n
\n
\n\n\n"}, {"name": "no_style", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.5, "text_block": 0.2587, "position": 0.8676, "color": 0.5775, "clip": 0.0528, "ssim": 0.6803, "total": 0.4239}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/9/no_style.png", "html": "\n\nSettings\n\n \n
\n

Profile Settings

\n

Manage your personal information.

\n
\n
\n
\n
\n
\n \n \n \n \n \n
\n
\n\n\n"}, {"name": "blank", "rewards": {"format": 0.5, "validity": 0.75, "structural": 0.1253, "text_block": 0.0, "position": 0.0, "color": 0.5899, "clip": 0.0, "ssim": 0.8312, "total": 0.0}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/9/blank.png", "html": "Page"}]}, {"id": 10, "difficulty": "hard", "source": "hard/0", "reference_image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/10/reference.png", "reference_html": "\n\nDashboard\n\n \n
\n
\n

Overview

\n \n
\n
\n

DEPLOYMENTS

1,284

\u2191 12% this week

\n

SUCCESS RATE

99.2%

\u2191 0.3% this week

\n

AVG BUILD TIME

28s

\u2193 3s slower

\n

ACTIVE PROJECTS

47

\u2191 3 new

\n
\n
\n

Recent Deployments

\n \n \n \n \n \n \n \n
ProjectBranchStatusTime
api-servicemain\u2713 Success2 min ago
web-frontendfeat/auth\u27f3 Building5 min ago
ml-pipelinemain\u2717 Failed18 min ago
\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/10/perfect.png", "html": "\n\nDashboard\n\n \n
\n
\n

Overview

\n \n
\n
\n

DEPLOYMENTS

1,284

\u2191 12% this week

\n

SUCCESS RATE

99.2%

\u2191 0.3% this week

\n

AVG BUILD TIME

28s

\u2193 3s slower

\n

ACTIVE PROJECTS

47

\u2191 3 new

\n
\n
\n

Recent Deployments

\n \n \n \n \n \n \n \n
ProjectBranchStatusTime
api-servicemain\u2713 Success2 min ago
web-frontendfeat/auth\u27f3 Building5 min ago
ml-pipelinemain\u2717 Failed18 min ago
\n
\n
\n\n\n"}, {"name": "minor_diff", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 0.9983, "color": 0.7702, "clip": 0.9296, "ssim": 0.6485, "total": 0.8818}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/10/minor_diff.png", "html": "\n\nDashboard\n\n \n
\n
\n

Overview

\n \n
\n
\n

DEPLOYMENTS

1,284

\u2191 12% this week

\n

SUCCESS RATE

99.2%

\u2191 0.3% this week

\n

AVG BUILD TIME

28s

\u2193 3s slower

\n

ACTIVE PROJECTS

47

\u2191 3 new

\n
\n
\n

Recent Deployments

\n \n \n \n \n \n \n \n
ProjectBranchStatusTime
api-servicemain\u2713 Success2 min ago
web-frontendfeat/auth\u27f3 Building5 min ago
ml-pipelinemain\u2717 Failed18 min ago
\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": 0.5369, "ssim": 0.1233, "total": 0.6161}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/10/bad_colors.png", "html": "\n\nDashboard\n\n \n
\n
\n

Overview

\n \n
\n
\n

DEPLOYMENTS

1,284

\u2191 12% this week

\n

SUCCESS RATE

99.2%

\u2191 0.3% this week

\n

AVG BUILD TIME

28s

\u2193 3s slower

\n

ACTIVE PROJECTS

47

\u2191 3 new

\n
\n
\n

Recent Deployments

\n \n \n \n \n \n \n \n
ProjectBranchStatusTime
api-servicemain\u2713 Success2 min ago
web-frontendfeat/auth\u27f3 Building5 min ago
ml-pipelinemain\u2717 Failed18 min ago
\n
\n
\n\n\n"}, {"name": "half_styled", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.8542, "text_block": 0.2198, "position": 0.7696, "color": 0.8668, "clip": 0.5783, "ssim": 0.602, "total": 0.5686}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/10/half_styled.png", "html": "\n\nDashboard\n\n \n
\n
\n

Overview

\n \n
\n
\n

DEPLOYMENTS

1,284

\u2191 12% this week

\n

SUCCESS RATE

99.2%

\u2191 0.3% this week

\n

AVG BUILD TIME

28s

\u2193 3s slower

\n

ACTIVE PROJECTS

47

\u2191 3 new

\n
\n
\n

Recent Deployments

\n \n \n \n \n \n \n \n
ProjectBranchStatusTime
api-servicemain\u2713 Success2 min ago
web-frontendfeat/auth\u27f3 Building5 min ago
ml-pipelinemain\u2717 Failed18 min ago
\n
\n
\n\n\n"}, {"name": "no_layout", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.75, "text_block": 0.1613, "position": 0.6079, "color": 0.8975, "clip": 0.4437, "ssim": 0.5686, "total": 0.5023}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/10/no_layout.png", "html": "\n\nDashboard\n\n \n
\n
\n

Overview

\n \n
\n
\n

DEPLOYMENTS

1,284

\u2191 12% this week

\n

SUCCESS RATE

99.2%

\u2191 0.3% this week

\n

AVG BUILD TIME

28s

\u2193 3s slower

\n

ACTIVE PROJECTS

47

\u2191 3 new

\n
\n
\n

Recent Deployments

\n \n \n \n \n \n \n \n
ProjectBranchStatusTime
api-servicemain\u2713 Success2 min ago
web-frontendfeat/auth\u27f3 Building5 min ago
ml-pipelinemain\u2717 Failed18 min ago
\n
\n
\n\n\n"}, {"name": "no_style", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.5, "text_block": 0.2018, "position": 0.6479, "color": 0.0, "clip": 0.1044, "ssim": 0.1777, "total": 0.2528}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/10/no_style.png", "html": "\n\nDashboard\n\n \n
\n
\n

Overview

\n \n
\n
\n

DEPLOYMENTS

1,284

\u2191 12% this week

\n

SUCCESS RATE

99.2%

\u2191 0.3% this week

\n

AVG BUILD TIME

28s

\u2193 3s slower

\n

ACTIVE PROJECTS

47

\u2191 3 new

\n
\n
\n

Recent Deployments

\n \n \n \n \n \n \n \n
ProjectBranchStatusTime
api-servicemain\u2713 Success2 min ago
web-frontendfeat/auth\u27f3 Building5 min ago
ml-pipelinemain\u2717 Failed18 min ago
\n
\n
\n\n\n"}, {"name": "blank", "rewards": {"format": 0.5, "validity": 0.75, "structural": 0.0814, "text_block": 0.0, "position": 0.0, "color": 0.0, "clip": 0.0, "ssim": 0.2257, "total": 0.0}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/10/blank.png", "html": "Page"}]}, {"id": 11, "difficulty": "hard", "source": "hard/1", "reference_image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/11/reference.png", "reference_html": "\n\nE-commerce\n\n \n
\n \n
\n
\n

128 products

\n \n
\n
\n
\ud83d\udc55

Essential Tee

$38

\n
SALE\ud83e\udde5

Puffer Jacket

$89 $149

\n
\ud83d\udc54

Oxford Shirt

$75

\n
\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/11/perfect.png", "html": "\n\nE-commerce\n\n \n
\n \n
\n
\n

128 products

\n \n
\n
\n
\ud83d\udc55

Essential Tee

$38

\n
SALE\ud83e\udde5

Puffer Jacket

$89 $149

\n
\ud83d\udc54

Oxford Shirt

$75

\n
\n
\n
\n\n\n"}, {"name": "minor_diff", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 0.9677, "position": 0.9927, "color": 0.9059, "clip": 0.796, "ssim": 0.8502, "total": 0.8882}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/11/minor_diff.png", "html": "\n\nE-commerce\n\n \n
\n \n
\n
\n

128 products

\n \n
\n
\n
\ud83d\udc55

Essential Tee

$38

\n
SALE\ud83e\udde5

Puffer Jacket

$89 $149

\n
\ud83d\udc54

Oxford Shirt

$75

\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": 0.3022, "clip": 0.7404, "ssim": 0.8101, "total": 0.7972}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/11/bad_colors.png", "html": "\n\nE-commerce\n\n \n
\n \n
\n
\n

128 products

\n \n
\n
\n
\ud83d\udc55

Essential Tee

$38

\n
SALE\ud83e\udde5

Puffer Jacket

$89 $149

\n
\ud83d\udc54

Oxford Shirt

$75

\n
\n
\n
\n\n\n"}, {"name": "no_style", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.5, "text_block": 0.3728, "position": 0.723, "color": 0.211, "clip": 0.2164, "ssim": 0.7099, "total": 0.4331}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/11/no_style.png", "html": "\n\nE-commerce\n\n \n
\n \n
\n
\n

128 products

\n \n
\n
\n
\ud83d\udc55

Essential Tee

$38

\n
SALE\ud83e\udde5

Puffer Jacket

$89 $149

\n
\ud83d\udc54

Oxford Shirt

$75

\n
\n
\n
\n\n\n"}, {"name": "half_styled", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.8333, "text_block": 0.2435, "position": 0.5093, "color": 0.5151, "clip": 0.0698, "ssim": 0.737, "total": 0.4054}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/11/half_styled.png", "html": "\n\nE-commerce\n\n \n
\n \n
\n
\n

128 products

\n \n
\n
\n
\ud83d\udc55

Essential Tee

$38

\n
SALE\ud83e\udde5

Puffer Jacket

$89 $149

\n
\ud83d\udc54

Oxford Shirt

$75

\n
\n
\n
\n\n\n"}, {"name": "no_layout", "rewards": {"format": 0.5, "validity": 1.0, "structural": 0.75, "text_block": 0.2611, "position": 0.0388, "color": 0.3393, "clip": 0.2257, "ssim": 0.7188, "total": 0.3726}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/11/no_layout.png", "html": "\n\nE-commerce\n\n \n
\n \n
\n
\n

128 products

\n \n
\n
\n
\ud83d\udc55

Essential Tee

$38

\n
SALE\ud83e\udde5

Puffer Jacket

$89 $149

\n
\ud83d\udc54

Oxford Shirt

$75

\n
\n
\n
\n\n\n"}, {"name": "blank", "rewards": {"format": 0.5, "validity": 0.75, "structural": 0.0856, "text_block": 0.0, "position": 0.0, "color": 0.2003, "clip": 0.0, "ssim": 0.7668, "total": 0.0}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/11/blank.png", "html": "Page"}]}, {"id": 12, "difficulty": "hard", "source": "hard/2", "reference_image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/12/reference.png", "reference_html": "\n\nAnalytics\n\n \n
\n
\n

Total Revenue

$84,231

\u2191 18.2% vs last period

\n

Visitors

24,891

\u2191 7.4%

\n

Conversion

3.6%

\u2193 0.4%

\n

Avg Order

$94.30

\u2191 10.1%

\n
\n
\n
\n

Revenue Over Time

\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n MonTueWedThuFriSatSun\n
\n
\n
\n

Top Sources

\n
\n
Google
62%
\n
Direct
22%
\n
Social
16%
\n
\n
\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
\n

Total Revenue

$84,231

\u2191 18.2% vs last period

\n

Visitors

24,891

\u2191 7.4%

\n

Conversion

3.6%

\u2193 0.4%

\n

Avg Order

$94.30

\u2191 10.1%

\n
\n
\n
\n

Revenue Over Time

\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n MonTueWedThuFriSatSun\n
\n
\n
\n

Top Sources

\n
\n
Google
62%
\n
Direct
22%
\n
Social
16%
\n
\n
\n
\n
\n\n\n"}, {"name": "minor_diff", "rewards": {"format": 0.5, "validity": 1.0, "structural": 1.0, "text_block": 1.0, "position": 0.9971, "color": 0.9924, "clip": 0.8625, "ssim": 0.7687, "total": 0.9132}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/12/minor_diff.png", "html": "\n\nAnalytics\n\n \n
\n
\n

Total Revenue

$84,231

\u2191 18.2% vs last period

\n

Visitors

24,891

\u2191 7.4%

\n

Conversion

3.6%

\u2193 0.4%

\n

Avg Order

$94.30

\u2191 10.1%

\n
\n
\n
\n

Revenue Over Time

\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n MonTueWedThuFriSatSun\n
\n
\n
\n

Top Sources

\n
\n
Google
62%
\n
Direct
22%
\n
Social
16%
\n
\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": 0.0, "clip": 0.1921, "ssim": 0.4925, "total": 0.5881}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/12/bad_colors.png", "html": "\n\nAnalytics\n\n \n
\n
\n

Total Revenue

$84,231

\u2191 18.2% vs last period

\n

Visitors

24,891

\u2191 7.4%

\n

Conversion

3.6%

\u2193 0.4%

\n

Avg Order

$94.30

\u2191 10.1%

\n
\n
\n
\n

Revenue Over Time

\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n MonTueWedThuFriSatSun\n
\n
\n
\n

Top Sources

\n
\n
Google
62%
\n
Direct
22%
\n
Social
16%
\n
\n
\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
\n

Total Revenue

$84,231

\u2191 18.2% vs last period

\n

Visitors

24,891

\u2191 7.4%

\n

Conversion

3.6%

\u2193 0.4%

\n

Avg Order

$94.30

\u2191 10.1%

\n
\n
\n
\n

Revenue Over Time

\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n MonTueWedThuFriSatSun\n
\n
\n
\n

Top Sources

\n
\n
Google
62%
\n
Direct
22%
\n
Social
16%
\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
\n

Total Revenue

$84,231

\u2191 18.2% vs last period

\n

Visitors

24,891

\u2191 7.4%

\n

Conversion

3.6%

\u2193 0.4%

\n

Avg Order

$94.30

\u2191 10.1%

\n
\n
\n
\n

Revenue Over Time

\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n MonTueWedThuFriSatSun\n
\n
\n
\n

Top Sources

\n
\n
Google
62%
\n
Direct
22%
\n
Social
16%
\n
\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
\n

Total Revenue

$84,231

\u2191 18.2% vs last period

\n

Visitors

24,891

\u2191 7.4%

\n

Conversion

3.6%

\u2193 0.4%

\n

Avg Order

$94.30

\u2191 10.1%

\n
\n
\n
\n

Revenue Over Time

\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n MonTueWedThuFriSatSun\n
\n
\n
\n

Top Sources

\n
\n
Google
62%
\n
Direct
22%
\n
Social
16%
\n
\n
\n
\n
\n\n\n"}, {"name": "blank", "rewards": {"format": 0.5, "validity": 0.75, "structural": 0.0733, "text_block": 0.0, "position": 0.0, "color": 0.5211, "clip": 0.0, "ssim": 0.7709, "total": 0.0}, "image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/12/blank.png", "html": "Page"}]}, {"id": 13, "difficulty": "hard", "source": "hard/3", "reference_image": "https://raw.githubusercontent.com/amaljoe/vision-coder-openenv/main/docs/images/tests/13/reference.png", "reference_html": "\n\nDocs\n\n \n
\n \n
\n
\n Docs\u203aGetting Started\u203aIntroduction\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 \n
\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/13/perfect.png", "html": "\n\nDocs\n\n \n
\n \n
\n
\n Docs\u203aGetting Started\u203aIntroduction\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 \n
\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 \n
\n
\n Docs\u203aGetting Started\u203aIntroduction\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 \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 \n
\n
\n Docs\u203aGetting Started\u203aIntroduction\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 \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 \n
\n
\n Docs\u203aGetting Started\u203aIntroduction\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 \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 \n
\n
\n Docs\u203aGetting Started\u203aIntroduction\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 \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 \n
\n
\n Docs\u203aGetting Started\u203aIntroduction\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 \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
\n

Backlog

5
\n

Redesign onboarding flow

DesignP
\n

Add dark mode support

FrontendA
\n
\n
\n

In Progress

3
\n

Implement OAuth 2.0 login

\ud83d\udd34 HighM
\n

Write API documentation

DocsA
\n
\n
\n

Review

2
\n

Fix payment webhook bug

\ud83d\udd34 CriticalP
\n
\n
\n

Done

8
\n

Setup CI/CD pipeline

DevOpsM
\n

Database schema migration

BackendA
\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
\n

Backlog

5
\n

Redesign onboarding flow

DesignP
\n

Add dark mode support

FrontendA
\n
\n
\n

In Progress

3
\n

Implement OAuth 2.0 login

\ud83d\udd34 HighM
\n

Write API documentation

DocsA
\n
\n
\n

Review

2
\n

Fix payment webhook bug

\ud83d\udd34 CriticalP
\n
\n
\n

Done

8
\n

Setup CI/CD pipeline

DevOpsM
\n

Database schema migration

BackendA
\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
\n

Backlog

5
\n

Redesign onboarding flow

DesignP
\n

Add dark mode support

FrontendA
\n
\n
\n

In Progress

3
\n

Implement OAuth 2.0 login

\ud83d\udd34 HighM
\n

Write API documentation

DocsA
\n
\n
\n

Review

2
\n

Fix payment webhook bug

\ud83d\udd34 CriticalP
\n
\n
\n

Done

8
\n

Setup CI/CD pipeline

DevOpsM
\n

Database schema migration

BackendA
\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
\n

Backlog

5
\n

Redesign onboarding flow

DesignP
\n

Add dark mode support

FrontendA
\n
\n
\n

In Progress

3
\n

Implement OAuth 2.0 login

\ud83d\udd34 HighM
\n

Write API documentation

DocsA
\n
\n
\n

Review

2
\n

Fix payment webhook bug

\ud83d\udd34 CriticalP
\n
\n
\n

Done

8
\n

Setup CI/CD pipeline

DevOpsM
\n

Database schema migration

BackendA
\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
\n

Backlog

5
\n

Redesign onboarding flow

DesignP
\n

Add dark mode support

FrontendA
\n
\n
\n

In Progress

3
\n

Implement OAuth 2.0 login

\ud83d\udd34 HighM
\n

Write API documentation

DocsA
\n
\n
\n

Review

2
\n

Fix payment webhook bug

\ud83d\udd34 CriticalP
\n
\n
\n

Done

8
\n

Setup CI/CD pipeline

DevOpsM
\n

Database schema migration

BackendA
\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
\n

Backlog

5
\n

Redesign onboarding flow

DesignP
\n

Add dark mode support

FrontendA
\n
\n
\n

In Progress

3
\n

Implement OAuth 2.0 login

\ud83d\udd34 HighM
\n

Write API documentation

DocsA
\n
\n
\n

Review

2
\n

Fix payment webhook bug

\ud83d\udd34 CriticalP
\n
\n
\n

Done

8
\n

Setup CI/CD pipeline

DevOpsM
\n

Database schema migration

BackendA
\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
\n

Backlog

5
\n

Redesign onboarding flow

DesignP
\n

Add dark mode support

FrontendA
\n
\n
\n

In Progress

3
\n

Implement OAuth 2.0 login

\ud83d\udd34 HighM
\n

Write API documentation

DocsA
\n
\n
\n

Review

2
\n

Fix payment webhook bug

\ud83d\udd34 CriticalP
\n
\n
\n

Done

8
\n

Setup CI/CD pipeline

DevOpsM
\n

Database schema migration

BackendA
\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"}]}]