Fix org card badges and layout

README.md

@@ -12,10 +12,10 @@ pinned: false
 
 **Source-verified quantum and quantum-AI datasets for 2026 research workflows.**
 
-[![datasets](https://img.shields.io/badge/datasets-17-2563eb)](https://huggingface.co/Neura-parse)
-[![rows](https://img.shields.io/badge/rows-1.89M-0f766e)](https://huggingface.co/collections/Neura-parse/neura-parse-quantum-6a4bb226e5d170933aaf8fdd)
-[![source](https://img.shields.io/badge/source-source_url_on_every_row-111827)](https://huggingface.co/Neura-parse)
-[![license](https://img.shields.io/badge/license-CC--BY--4.0-7c3aed)](https://creativecommons.org/licenses/by/4.0/)
+[![datasets](https://img.shields.io/static/v1?label=datasets&message=17&color=2563eb&labelColor=111827&style=flat-square)](https://huggingface.co/Neura-parse)
+[![rows](https://img.shields.io/static/v1?label=rows&message=1.89M&color=0f766e&labelColor=111827&style=flat-square)](https://huggingface.co/collections/Neura-parse/neura-parse-quantum-6a4bb226e5d170933aaf8fdd)
+[![source](https://img.shields.io/static/v1?label=source&message=source_url%20verified&color=0f766e&labelColor=111827&style=flat-square)](https://huggingface.co/Neura-parse)
+[![license](https://img.shields.io/static/v1?label=license&message=CC%20BY%204.0&color=7c3aed&labelColor=111827&style=flat-square)](https://creativecommons.org/licenses/by/4.0/)
 
 </div>
 
@@ -25,6 +25,24 @@ pretraining across quantum computing and quantum AI. The v3.1 portfolio is
 source-backed research data: every published row carries `source_url`
 provenance and is labeled `source=neura-parse-research`.
 
+<div style="display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:12px;margin:18px 0;">
+  <div style="border:1px solid #e5e7eb;border-radius:10px;padding:14px;">
+    <strong>Explore 17 datasets</strong><br/>
+    A broad quantum foundation plus deep verticals for algorithms, QML, hardware,
+    error correction, simulation, networking, sensing, security, and more.
+  </div>
+  <div style="border:1px solid #e5e7eb;border-radius:10px;padding:14px;">
+    <strong>Load with datasets</strong><br/>
+    Every repository exposes viewer-ready Parquet with explicit train/test splits
+    and a shared schema across six record formats.
+  </div>
+  <div style="border:1px solid #e5e7eb;border-radius:10px;padding:14px;">
+    <strong>Verify provenance</strong><br/>
+    Every row carries <code>source_url</code>, <code>source</code>, license,
+    taxonomy, provenance, and quality fields for direct inspection.
+  </div>
+</div>
+
 ## Quick Start
 
 ```bash
@@ -41,6 +59,17 @@ print(row["record_type"], row["topic"])
 print(row["source_url"])
 ```
 
+## Start Here
+
+| Path | Dataset |
+| --- | --- |
+| Broad foundation | [`quantum-computing`](https://huggingface.co/datasets/Neura-parse/quantum-computing) |
+| Algorithms and derivations | [`advanced-quantum-algorithms`](https://huggingface.co/datasets/Neura-parse/advanced-quantum-algorithms) |
+| Programming and compiled code | [`quantum-compilation-and-programming`](https://huggingface.co/datasets/Neura-parse/quantum-compilation-and-programming) |
+| Fault tolerance and QEC | [`fault-tolerant-quantum-computing`](https://huggingface.co/datasets/Neura-parse/fault-tolerant-quantum-computing) |
+| QML models and theory | [`quantum-machine-learning-models`](https://huggingface.co/datasets/Neura-parse/quantum-machine-learning-models) / [`quantum-machine-learning-theory`](https://huggingface.co/datasets/Neura-parse/quantum-machine-learning-theory) |
+| Hardware, devices, and validation | [`quantum-hardware-device-physics`](https://huggingface.co/datasets/Neura-parse/quantum-hardware-device-physics) / [`quantum-error-mitigation-and-benchmarking`](https://huggingface.co/datasets/Neura-parse/quantum-error-mitigation-and-benchmarking) |
+
 ## 2026 Portfolio
 
 | Metric | Value |