update

app/src/content/article.mdx

@@ -28,17 +28,14 @@ import AvailableBlocks from "./chapters/available-blocks.mdx";
 import GettingStarted from "./chapters/getting-started.mdx";
 
 <Sidenote>
-  Welcome to this single‑page **research article template**. It helps you publish **clear**, **modern**, and **interactive technical writing** with **minimal setup**. Grounded in **web‑native scholarship**, it favors **interactive explanations**, careful notation, and **inspectable examples** over static snapshots.
-  
-  It offers a **ready‑to‑publish, all‑in‑one workflow** so you can **focus on ideas** rather than infrastructure.
+  Welcome to this **single‑page** research article template. It helps you publish **clear**, **modern**, and **interactive** technical writing with **minimal setup**. Grounded in web‑native scholarship, it favors interactive explanations, clear notation, and inspectable examples over static snapshots.
+
+  It offers a **ready‑to‑publish**, **all‑in‑one** workflow so you can focus on ideas rather than infrastructure.
   <Fragment slot="aside">
     Reading time: 20–25 minutes.
   </Fragment>
-  Use it as a **practical baseline**: **start simple**, **iterate** on structure and style, and keep content **maintainable** for future readers and collaborators.
-  
 </Sidenote>
 
-
 #### Features
 
 <Sidenote>
@@ -48,9 +45,9 @@ import GettingStarted from "./chapters/getting-started.mdx";
   <span className="tag">Syntax highlighting</span>
   <span className="tag">Citations & footnotes</span>
   <span className="tag">Automatic build</span>
-  <span className="tag">Table of content</span>
+  <span className="tag">Table of contents</span>
   <span className="tag">Dark theme</span>
-  <span className="tag">HTML fragments</span>
+  <span className="tag">HTML Embeds</span>
   <span className="tag">Plotly ready</span>
   <span className="tag">D3.js ready</span>
   <span className="tag">SEO Friendly</span>
@@ -63,30 +60,34 @@ import GettingStarted from "./chapters/getting-started.mdx";
   <span className="tag">Embed gradio apps</span>
 </div>
 <Fragment slot="aside">
-    If you have questions or remarks open a discussion on the <a href="https://huggingface.co/spaces/tfrere/research-blog-template/discussions?status=open&type=discussion">Community tab</a>!
+    If you have questions, remarks or suggestions, open a discussion on the <a href="https://huggingface.co/spaces/tfrere/research-blog-template/discussions?status=open&type=discussion">Community tab</a>!
   </Fragment>
 </Sidenote>
 
 ## Introduction
-The web affords explanations that static PDFs cannot: **reactive diagrams**, progressive notation, and exploratory views that reveal how ideas behave. Use **interactive fragments** so readers can hover, scrub, and inspect—building **intuition** rather than merely reading results.
-
-Precise notation, thoughtful visual encodings, and small, **manipulable experiments** deepen understanding. Treat these artifacts as **first‑class** alongside text, math, and code to help readers grasp mechanisms, limits, and trade‑offs.
+The web enables what static PDFs can’t: **interactive diagrams**, **progressive notation**, and **exploratory views** that reveal how ideas behave. This template makes **interactive artifacts**—figures, math, code and **inspectable experiments**—first‑class alongside prose, so readers **build intuition** rather than skim results.
 
-Not every contribution fits a PDF. Treat demos, visualizations, and interactive write‑ups as scholarship: cite and version them, and ship clear, inspectable examples that expose intermediate states and link to sources so readers can verify and reproduce results.
+If you write technical blogs or research notes, you’ll get a **ready‑to‑publish workflow** with clear notation, optimized media, and **automatic builds**. **Start below and iterate quickly.**
 
 This project is heavily inspired by [**Distill**](https://distill.pub) (2016–2021), which championed clear, web‑native scholarship.
 
-{/* ### Notable examples of excellent scientific articles
+### Notable examples of excellent scientific articles
 
+
+<Sidenote>
 A short, curated list of well‑designed and often interactive work:
 
-- **Distill — The Building Blocks of Interpretability**: [distill.pub/2018/building-blocks](https://distill.pub/2018/building-blocks/)
-- **R2D3 — A Visual Introduction to Machine Learning (Part 1)**: [r2d3.us/visual-intro-to-machine-learning-part-1](http://www.r2d3.us/visual-intro-to-machine-learning-part-1/)
-- **Seeing Theory — An interactive introduction to probability and statistics**: [seeing-theory.brown.edu](https://seeing-theory.brown.edu/)
-- **ConvNetJS — Neural networks in the browser**: [cs.stanford.edu/people/karpathy/convnetjs](http://cs.stanford.edu/people/karpathy/convnetjs/)
-- **Explorable Explanations — Collection**: [explorableexplanations.com](http://explorableexplanations.com/)
-- **Distill — Why Momentum Really Works**: [distill.pub/2017/momentum](https://distill.pub/2017/momentum/)
- */} 
+- [Growing Neural Cellular Automata](https://distill.pub/2020/growing-ca/)
+- [Activation Atlas](https://distill.pub/2019/activation-atlas/)
+- [Handwriting with a Neural Network](https://distill.pub/2016/handwriting/)
+- [The Building Blocks of Interpretability](https://distill.pub/2018/building-blocks/)
+
+<Fragment slot="aside">
+    I'm always excited to discover more great examples—please share your favorites in the <a href="https://huggingface.co/spaces/tfrere/research-blog-template/discussions?status=open&type=discussion">Community tab</a>!
+  </Fragment>
+</Sidenote>
+
+
 
 <GettingStarted />