diff --git a/generator/konfig-docs/blog/2023/08/21-serverless.mdx b/generator/konfig-docs/blog/2023/08/21-serverless.mdx
index 0c939aca6..bdcb0afba 100644
--- a/generator/konfig-docs/blog/2023/08/21-serverless.mdx
+++ b/generator/konfig-docs/blog/2023/08/21-serverless.mdx
@@ -55,7 +55,7 @@ only thought-provoking opinions.
Next, I transcribed these discussions onto a whiteboard, organizing them into
-"Pro Serverless," "Anti Serverless," or "Neutral" categories, and then
+"Pro Serverless," "Anti Serverless", or "Neutral" categories, and then
clustering them into distinct opinions. Each section in this post showcases
an opinion while referencing pertinent discussions.
diff --git a/generator/konfig-docs/blog/2023/10/23-github-copilot.mdx b/generator/konfig-docs/blog/2023/10/23-github-copilot.mdx
new file mode 100644
index 000000000..8ceb34899
--- /dev/null
+++ b/generator/konfig-docs/blog/2023/10/23-github-copilot.mdx
@@ -0,0 +1,386 @@
+---
+slug: github-copilot
+title: "I Reviewed 1,000s of Opinions on GitHub Copilot"
+authors: dylan
+tags: [Engineering]
+---
+
+import Head from '@docusaurus/Head';
+
+
+ I Reviewed 1,000s of Opinions on GitHub Copilot
+
+
+
+GitHub Copilot has recently taken the software engineering world by storm,
+hitting a milestone of $100M ARR. This achievement alone qualifies it to be a
+publicly listed company. Meanwhile, funding continues to flow into code-focused
+LLM use cases.
+
+
+
+ GitHub Copilot crosses 100M ARR Milestone}>
+ 
+
+
+
+ TabbyML Raising 3.2M for an open-source GitHub Copilot}>
+ 
+
+
+
+ Tabnine raises $15.5M for AI that autocompletes code}>
+ 
+
+
+
+ Anysphere raises $8M from OpenAI to build an AI-powered IDE}>
+ 
+
+
+
+ CodiumAI raises $11M}>
+ 
+
+
+
+
+{/* TRUNCATE */}
+
+LLMs are causing a stir in the software engineering community, with some
+developers praising the technology and others fearing it. The controversy
+surrounding LLMs is so intense that it has even led to a lawsuit against GitHub
+Copilot.
+
+Lawsuit against GitHub Copilot}>
+ 
+
+
+
+To understand how developers are receiving Copilot, I went to where
+developers live: Reddit, Twitter, Hacker News, and YouTube. I parsed 1,000s of
+discussions and synthesized my findings in this article, striving to present
+only thought-provoking opinions.
+
+
+
+
+
+Next, I transcribed these discussions onto a whiteboard, organizing them into
+"Anti-Copilot" (π), "Pro-Copilot" (π), or "Neutral" (π§) categories, and then clustering them
+into distinct opinions. Each section in this post showcases an opinion while
+referencing pertinent discussions.
+
+
+ 
+
+
+## π Copilot produces bad results
+
+LLMs operate as probabilistic models, implying they aren't always correct. This
+is especially true for Copilot, which is trained on a corpus of code that may
+not be representative of the code that a developer writes. As a result, Copilot
+can
+produce consistently bad results.
+
+
+
+ Reddit}>
+ 
+
+
+
+ Reddit}>
+ 
+
+
+
+ Hacker News}>
+ 
+
+
+
+ Reddit}>
+ 
+
+
+
+ YouTube}>
+ 
+
+
+
+ Reddit}>
+ 
+
+
+
+ Hacker News}>
+ 
+
+
+
+ Reddit}>
+ 
+
+
+
+ Reddit}>
+ 
+
+
+
+ Hacker News}>
+ 
+
+
+
+
+#### Key Takeaway π
+
+Developers expect reliability from their tools.
+
+Copilot is not reliable, and therefore, certain developers have a tough time
+wrestling with its output. Copilot lies or produces bad results for a vast
+majority of the time. This can be exceedingly frustrating for developers who are
+expecting Copilot to deliver on its promise of writing code for you. After some
+bad experiences, some developers have even stopped using Copilot altogether.
+
+
+For people who worry about job security, fear nothing, because Copilot is not
+going to replace you anytime soon.
+
+
+## π Copilot creates more problems than solutions
+
+Copilot is a tool that is supposed to help developers write code. However, its
+unreliable results creates more problems than solutions.
+
+
+
+ YouTube}>
+ 
+
+
+
+ Reddit}>
+ 
+
+
+
+ Reddit}>
+ 
+
+
+
+ Hacker News}>
+ 
+
+
+
+ Reddit}>
+ 
+
+
+
+ YouTube}>
+ 
+
+
+
+
+#### Key Takeaway π
+
+Copilot can waste your time.
+
+ Code requires 100% accuracy, and inaccuracy can lead you down a rabbit hole of
+ debugging. Often wasting time or flat out breaking your code. In some cases,
+ this is frustrating enough for developers to stop using Copilot altogether.
+ Just like managing a junior developer, Copilot requires a lot of oversight.
+ Sometimes subtle bugs can take more time to debug and fix than writing the code
+ yourself. For some developers who find the output to be too inaccurate, Copilot
+ becomes an interference and ultimately doesn't save them any time.
+
+## π Copilot helps you write software faster
+
+Despite the inaccuracy of LLMs, if you treat Copilot as a tool that can help
+take care of the boring stuff, it can be a powerful tool.
+
+
+
+ Reddit}>
+ 
+
+
+
+ Hacker News}>
+ 
+
+
+
+ Reddit}>
+ 
+
+
+
+ Reddit}>
+ 
+
+
+
+ YouTube}>
+ 
+
+
+
+ Hacker News}>
+ 
+
+
+
+ Reddit}>
+ 
+
+
+
+ Reddit}>
+ 
+
+
+
+ Reddit}>
+ 
+
+
+
+
+#### Key Takeaway π
+
+Copilot increases productivity.
+
+Often, developers face mundane and repetitive tasks. Given enough context,
+Copilot can do these tasks for you with sufficient accuracy. For some
+developers, these tasks can be a significant time sink, and Copilot can help you
+get that time back.
+
+Based on the mentioned 10-20% increase in productivity, such an improvement is
+substantial. For the sake of a conservative analysis, let's consider the lower
+bound: if we assume an engineer is paid $100k/yr and becomes just 5% more
+productive (half of the 10% reference), then with a yearly cost of
+[$100](https://github.com/features/copilot#pricing) for Copilot, the tool brings
+in an added value of $4900 for the company.
+
+## π Copilot helps you write better software
+
+Copilot can be a great learning tool for junior developers, giving tech leads
+more time to focus on higher-level tasks. Ultimately leading to better software
+and happier developers.
+
+
+
+ Hacker News}>
+ 
+
+
+
+ Reddit}>
+ 
+
+
+
+ Hacker News}>
+ 
+
+
+
+ Hacker News}>
+ 
+
+
+
+ x.com}>
+ 
+
+
+
+ YouTube}>
+ 
+
+
+
+
+#### Key Takeaway π
+
+Copilot has enough intelligence to help you write better software.
+
+This holds especially true for junior developers still learning the ropes. It
+can drastically make mundane tasks like documentation and testing easier, giving
+developers more time to focus on the bigger picture while maintaining a high
+standard of code quality. Multiplying this effect across an engineering team
+leads to a higher quality codebaseβthe ultimate dream for engineering leaders.
+
+## π§ Copilot is like a calculator
+
+Copilot is a tool that can help you solve problems faster, but it is not a
+replacement for your brain. You still need to know how to solve problems, and
+you still need to know how to write code.
+
+
+
+ Reddit}>
+ 
+
+
+
+ Reddit}>
+ 
+
+
+
+ YouTube}>
+ 
+
+
+
+ YouTube}>
+ 
+
+
+
+ x.com}>
+ 
+
+
+
+ Reddit}>
+ 
+
+
+
+
+#### Key Takeaway π
+
+Just as calculators enable mathematicians to solve problems more quickly,
+Copilot spares developers from focusing on repetitive tasks.
+
+However, just like calculators, Copilot does not help you make sense of the
+problem. You still need to know how to solve problems, and you still need to
+know how to write code.
+
+# Conclusion
+
+Opinions on Copilot vary; some see it as a blessing, while others regard it as a
+curse. For its proponents, Copilot is a valuable tool that enhances coding speed
+and quality. However, critics argue it introduces more issues than it resolves.
+
+I suspect that the complexity of a task makes a big difference in the quality of
+output. Working on tasks that require more context will inevitably lead to worse
+results. Yet, when viewed simply as a tool to handle the mundane aspects of
+coding, Copilot reveals its potential.
+
+
+At [Konfig](https://konfigthis.com), we use Copilot and ChatGPT daily and have
+found them to be incredibly useful. We are excited to see what the future holds
+for LLMs and are looking forward to using more tools that help developers write
+better. We would be very disappointed if we could not use Copilot anymore.
+
\ No newline at end of file
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--- /dev/null
+++ b/generator/konfig-docs/blog/2023/10/github-copilot-assets/slides/crop.py
@@ -0,0 +1,102 @@
+import os
+import cv2
+import numpy as np
+from PIL import Image
+
+def find_content_bounds(image_path, buffer_pixels=5):
+ # Load the image using OpenCV
+ img = cv2.imread(image_path, cv2.IMREAD_GRAYSCALE)
+
+ # Apply Canny edge detection
+ edges = cv2.Canny(img, threshold1=100, threshold2=200)
+
+ # Find contours of the content
+ contours, _ = cv2.findContours(edges, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)
+
+ if contours:
+ # Find the bounding rectangle of the largest contour
+ largest_contour = max(contours, key=cv2.contourArea)
+ x, y, w, h = cv2.boundingRect(largest_contour)
+
+ # Add buffer to the detected content region
+ x -= buffer_pixels
+ y -= buffer_pixels
+ w += 2 * buffer_pixels
+ h += 2 * buffer_pixels
+
+ # Ensure the new region does not go outside the image bounds
+ x = max(0, x)
+ y = max(0, y)
+ w = min(img.shape[1], x + w) - x
+ h = min(img.shape[0], y + h) - y
+
+ return x, y, x + w, y + h
+
+ return None
+
+def crop_and_pad_center(image_path, output_path, padding):
+ # Find content bounds
+ content_bounds = find_content_bounds(image_path)
+
+ if content_bounds:
+ # Open the image using Pillow
+ img = Image.open(image_path)
+
+ # Check if the image has an alpha channel (transparency)
+ has_alpha = img.mode == 'RGBA'
+
+ # Calculate cropping coordinates
+ left, upper, right, lower = content_bounds
+
+ # Crop the content
+ cropped_img = img.crop((left, upper, right, lower))
+
+ # Calculate new dimensions for the padded image
+ new_width = cropped_img.width + 2 * padding
+ new_height = cropped_img.height + 2 * padding
+
+ # Create a new image with padding
+ padded_img = Image.new('RGBA' if has_alpha else 'RGB', (new_width, new_height), (255, 255, 255, 0) if has_alpha else (255, 255, 255))
+ padded_img.paste(cropped_img, (padding, padding))
+
+ # Save the result to the output path
+ padded_img.save(output_path)
+ else:
+ print("No content detected in", image_path)
+
+
+def process_images_in_folder(input_folder, output_folder, padding):
+ # Create the output folder if it doesn't exist
+ if not os.path.exists(output_folder):
+ os.makedirs(output_folder)
+
+ # Recursively get a list of all relative file files in the input folder
+ file_list = []
+ for root, directories, files in os.walk(input_folder):
+ for filename in files:
+ # Skip hidden files
+ if not filename.startswith('.'):
+ # Get relative path to file
+ file_path = os.path.join(root, filename)
+ relative_file_path = os.path.relpath(file_path, input_folder)
+ file_list.append(relative_file_path)
+
+ for relative_file_path in file_list:
+ # Check if the file is an image (you can modify the extensions if needed)
+ if relative_file_path.lower().endswith(('.png', '.jpg', '.jpeg', '.gif', '.bmp')):
+ # Get the input and output image paths
+ input_image_path = os.path.join(input_folder, relative_file_path)
+ output_image_path = os.path.join(output_folder, relative_file_path)
+
+ # create any missing directores for the output_image_path
+ os.makedirs(os.path.dirname(output_image_path), exist_ok=True)
+
+ # Crop and pad the image
+ crop_and_pad_center(input_image_path, output_image_path, padding)
+
+if __name__ == "__main__":
+ input_folder_path = "./before" # Specify the input folder path
+ output_folder_path = "./after" # Specify the output folder path
+ padding_amount = 20 # Specify the padding amount in pixels
+
+ process_images_in_folder(input_folder_path, output_folder_path, padding_amount)
diff --git a/generator/konfig-docs/blog/2023/10/github-copilot-assets/slides/generate-carousel.py b/generator/konfig-docs/blog/2023/10/github-copilot-assets/slides/generate-carousel.py
new file mode 100644
index 000000000..5447c7975
--- /dev/null
+++ b/generator/konfig-docs/blog/2023/10/github-copilot-assets/slides/generate-carousel.py
@@ -0,0 +1,59 @@
+import os
+import pyperclip
+from urllib.parse import urlparse
+
+def get_comment(file_path):
+ """Fetches the comment of a file on MacOS using AppleScript."""
+ script = f'''
+ tell application "Finder"
+ set theItem to (POSIX file "{file_path}") as alias
+ get comment of theItem
+ end tell
+ '''
+ return os.popen(f"osascript -e '{script}'").read().strip()
+
+def extract_source_website(url):
+ """Extracts the source website from a given URL."""
+ netloc = urlparse(url).netloc
+ if "youtube" in netloc:
+ return "YouTube"
+ elif "news.ycombinator" in netloc:
+ return "Hacker News"
+ elif "twitter" in netloc:
+ return "Twitter"
+ elif "reddit" in netloc:
+ return "Reddit"
+ else:
+ # Return the domain name as default if no other conditions match
+ return netloc
+
+def generate_string(folder_path):
+ output_str = ""
+ for file_name in os.listdir(folder_path):
+ if file_name.endswith('.png'):
+ file_path = os.path.join(folder_path, file_name)
+
+ comment = get_comment(file_path)
+ source_website = extract_source_website(comment)
+
+ file_name_without_ext = os.path.splitext(file_name)[0]
+ folder_name = os.path.basename(os.path.normpath(folder_path)) # This gives 'bad-result' for './before/bad-result'
+
+ slide = f"""
+
+ {source_website}}}>
+ 
+
+ """
+ output_str += slide
+
+ output_str += "\n"
+ return output_str
+
+folder_path = input("Enter the path of the folder containing the images (e.g. ./before/bad-result): ")
+output = generate_string(folder_path)
+print(output)
+
+# Copy the output to the clipboard
+pyperclip.copy(output)
+print("The generated string has been copied to the clipboard!")
diff --git a/generator/konfig-docs/blog/2023/10/github-copilot-assets/slides/poetry.lock b/generator/konfig-docs/blog/2023/10/github-copilot-assets/slides/poetry.lock
new file mode 100644
index 000000000..91f896c70
--- /dev/null
+++ b/generator/konfig-docs/blog/2023/10/github-copilot-assets/slides/poetry.lock
@@ -0,0 +1,151 @@
+# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
+
+[[package]]
+name = "numpy"
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+description = "Fundamental package for array computing in Python"
+optional = false
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+ {file = "Pillow-10.1.0.tar.gz", hash = "sha256:e6bf8de6c36ed96c86ea3b6e1d5273c53f46ef518a062464cd7ef5dd2cf92e38"},
+]
+
+[package.extras]
+docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
+tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+
+[[package]]
+name = "pyperclip"
+version = "1.8.2"
+description = "A cross-platform clipboard module for Python. (Only handles plain text for now.)"
+optional = false
+python-versions = "*"
+files = [
+ {file = "pyperclip-1.8.2.tar.gz", hash = "sha256:105254a8b04934f0bc84e9c24eb360a591aaf6535c9def5f29d92af107a9bf57"},
+]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "<3.13,>=3.9"
+content-hash = "2218defa1ce463ad49bc039ed911718f073822248ece4fc1023bcb3f5a0942fc"
diff --git a/generator/konfig-docs/blog/2023/10/github-copilot-assets/slides/pyproject.toml b/generator/konfig-docs/blog/2023/10/github-copilot-assets/slides/pyproject.toml
new file mode 100644
index 000000000..894d07441
--- /dev/null
+++ b/generator/konfig-docs/blog/2023/10/github-copilot-assets/slides/pyproject.toml
@@ -0,0 +1,19 @@
+[tool.poetry]
+name = "slides"
+version = "0.1.0"
+description = ""
+authors = ["konfig-bot "]
+readme = "README.md"
+
+[tool.poetry.dependencies]
+python = "<3.13,>=3.9"
+opencv-python = "^4.8.1.78"
+pyperclip = "^1.8.2"
+
+[tool.poetry.group.dev.dependencies]
+numpy = "^1.26.1"
+Pillow = "^10.1.0"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/generator/konfig-docs/blog/2023/10/github-copilot-assets/whiteboard.png b/generator/konfig-docs/blog/2023/10/github-copilot-assets/whiteboard.png
new file mode 100644
index 000000000..3e7bf54ce
Binary files /dev/null and b/generator/konfig-docs/blog/2023/10/github-copilot-assets/whiteboard.png differ
diff --git a/generator/konfig-docs/blog/authors.yml b/generator/konfig-docs/blog/authors.yml
index 0c388aa51..6cc63e9e0 100644
--- a/generator/konfig-docs/blog/authors.yml
+++ b/generator/konfig-docs/blog/authors.yml
@@ -2,7 +2,7 @@ dylan:
name: Dylan Huang
title: Co-Founder at Konfig
bio: |
- Dylan built SDK & API tooling at C3.ai. Dylan is also an avid builder and once built a viral website with over 210,000 unique users.
+ Dylan is a Co-Founder at Konfig. Previously, he built SDK & API tooling at C3.ai. He also once built a viral website with over 210,000 unique users.
url: https://github.com/dphuang2
github: https://github.com/dphuang2
linkedin: https://www.linkedin.com/in/dphuang2/
diff --git a/generator/konfig-docs/sidebars.js b/generator/konfig-docs/sidebars.js
index 86fdcdd47..8f383e2bf 100644
--- a/generator/konfig-docs/sidebars.js
+++ b/generator/konfig-docs/sidebars.js
@@ -88,7 +88,7 @@ const sidebars = {
],
},
{
- label: "Documentation",
+ label: "Docs",
type: "category",
collapsible: false,
items: [
diff --git a/generator/konfig-docs/src/css/custom.css b/generator/konfig-docs/src/css/custom.css
index 64b1ef272..4b4d5befd 100644
--- a/generator/konfig-docs/src/css/custom.css
+++ b/generator/konfig-docs/src/css/custom.css
@@ -38,16 +38,11 @@ figure {
--ifm-font-size-base: 16px;
--ifm-menu-link-padding-vertical: 0.5rem;
--ifm-menu-color: var(--ifm-color-gray-600);
- --ifm-link-hover-decoration: none;
- --ifm-link-decoration: none;
--ifm-menu-color-background-active: var(
--ifm-color-primary-contrast-background
);
-}
-
-.alert {
- --ifm-link-hover-decoration: none;
- --ifm-link-decoration: none;
+ --ifm-breadcrumb-border-radius: 0.5rem;
+ --ifm-toc-border-color: var(--ifm-color-emphasis-100);
}
.markdown {
@@ -62,16 +57,24 @@ figure {
}
.markdown a {
- color: var(--ifm-color-emphasis-1000);
- border-bottom: 1px solid var(--ifm-color-primary-light);
+ color: var(--ifm-color-primary);
+ font-weight: 600;
}
.markdown p {
margin-top: 1rem;
}
-.markdown a:hover {
- border-bottom-width: 2px;
+.markdown h1:first-child {
+ --ifm-h1-font-size: 2rem !important;
+
+ margin-bottom: calc(
+ var(--ifm-h1-vertical-rhythm-bottom) * var(--ifm-leading)
+ );
+}
+
+.markdown img {
+ border-radius: var(--ifm-global-radius);
}
.markdown h1,
@@ -91,6 +94,7 @@ h6 {
--ifm-color-primary-light: #024498;
--ifm-color-primary-lighter: #02479f;
--ifm-color-primary-lightest: #0351b3;
+ --ifm-alert-border-radius: 0;
}
[data-theme="dark"] {
@@ -110,6 +114,12 @@ swiper-container {
swiper-slide {
margin-top: auto;
margin-bottom: auto;
+ text-align: center;
+}
+
+swiper-slide img {
+ max-height: 450px;
+ width: auto;
}
:root {
@@ -240,6 +250,7 @@ summary {
.menu__link {
line-height: 1.55;
+ border-radius: 0.5rem;
}
.navbar {
@@ -247,6 +258,11 @@ summary {
box-shadow: none !important;
}
+.navbar-sidebar__brand {
+ border-bottom: 1px solid var(--ifm-toc-border-color);
+ box-shadow: none !important;
+}
+
.menu__link--sublist-caret:after {
background: var(--ifm-menu-link-sublist-icon) 50% / 1rem 1rem;
}
@@ -267,22 +283,84 @@ summary {
background: var(--ifm-menu-link-sublist-icon) 50% / 1rem 1rem;
}
+.navbar {
+ padding-top: 0;
+ padding-bottom: 0;
+}
+
+@media (min-width: 996px) {
+ .navbar__item {
+ display: flex;
+ align-items: center;
+ height: 100%;
+ }
+}
+
.navbar__link {
color: var(--ifm-color-gray-600);
+ font-size: 0.875rem;
+ font-weight: var(--ifm-font-weight-bold);
}
.navbar__link--active {
+ margin-top: 2px;
color: var(--ifm-color-primary);
+ border-bottom: 2px solid var(--ifm-color-primary);
}
-.menu__list-item:not(:first-child) {
- margin-top: 0;
+.navbar__link:hover {
+ color: var(--ifm-color-primary);
}
-.navbar__link:hover {
- color: var(--ifm-color-emphasis-800);
+.menu__list-item:not(:first-child) {
+ margin-top: 0;
}
.menu__list .menu__list {
margin-top: 0;
}
+
+.avatar__subtitle {
+ color: var(--ifm-color-gray-700);
+}
+
+.breadcrumbs {
+ margin-left: calc(
+ var(--ifm-breadcrumb-padding-horizontal) *
+ var(--ifm-breadcrumb-size-multiplier) * -1
+ );
+}
+
+.breadcrumbs__link {
+ color: var(--ifm-color-primary);
+ font-weight: var(--ifm-font-weight-bold);
+ font-size: 0.875rem;
+}
+
+.breadcrumbs__item--active .breadcrumbs__link {
+ background: none;
+}
+
+.breadcrumbs__link:any-link:hover {
+ background: var(--ifm-color-primary-contrast-background);
+}
+
+.table-of-contents,
+.table-of-contents ul {
+ padding-left: 0;
+}
+
+.table-of-contents__link {
+ padding: 0.1rem 0.4rem;
+ color: var(--ifm-color-emphasis-600);
+}
+
+.table-of-contents__link--active {
+ color: var(--ifm-color-primary);
+ bacgrkound: var(--ifm-color-primary-contrast-background);
+}
+
+.ch-codegroup,
+.ch-codeblock {
+ box-shadow: 0 4px 6px -1px rgb(0 0 0 / 0.1), 0 2px 4px -2px rgb(0 0 0 / 0.1);
+}
diff --git a/generator/konfig-docs/src/pages/interactive-tutorial/index.tsx b/generator/konfig-docs/src/pages/interactive-tutorial/index.tsx
index 009bd6675..041271fbd 100644
--- a/generator/konfig-docs/src/pages/interactive-tutorial/index.tsx
+++ b/generator/konfig-docs/src/pages/interactive-tutorial/index.tsx
@@ -256,7 +256,7 @@ export default function LiveDemo({ sales }: { sales?: boolean }) {
title={sales ? "Sales Demo" : "Interactive Tutorial"}
description="Generate SDKs for your REST API with Konfig"
>
-
+
-
-
{name}
+
-
{bio}
+
{bio}