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diff --git a/README.md b/README.md
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+++ b/README.md
@@ -19,30 +19,87 @@ task_categories:
 - image-to-text
 ---
 
-[![CancerVerse](https://huggingface.co/datasets/BodyMaps/CancerVerse/resolve/main/assets/cancerverse_teaser.png)](https://huggingface.co/datasets/BodyMaps/CancerVerse/resolve/main/assets/cancerverse_teaser.png)
+# 🩻 CancerVerse
 
-# CancerVerse: A Fully Open Longitudinal and Multimodal Dataset for Multicancer Screening
+### The first **longitudinal**, **multimodal** CT dataset spanning **13 malignant tumor types**
 
-[![CancerVerse Dataset](https://img.shields.io/badge/CancerVerse-Dataset-FF4040.svg)](#cancerverse-dataset) [![CancerVerse Benchmark](https://img.shields.io/badge/CancerVerse-Benchmark-FF4040.svg)](https://papers.miccai.org/miccai-2026/paper/0562_paper.pdf) [![CancerVerse Paper](https://img.shields.io/badge/CancerVerse-Paper-FF4040.svg)](https://papers.miccai.org/miccai-2026/paper/0562_paper.pdf)
+CancerVerse pairs whole-body abdominal/pelvic **CT volumes** with the **radiologists' own free-text reports**, follows patients **across time**, and is being released in stages — culminating in **expert voxel-level tumor masks** and a deep **clinical & longitudinal annotation layer**. It is built to power the next generation of cancer-aware medical AI: tumor detection and segmentation, report generation and grounding, longitudinal disease modeling, and treatment-response prediction.
 
-We present **CancerVerse**, a fully open longitudinal and multimodal CT dataset for multicancer screening. It contains **24,422** CT scans from **14,599** patients, followed over time for up to 14.4 years. CT scans were collected at hospitals in Switzerland and Turkey from 2010 to 2025. Human experts drew voxel-wise tumor annotations for **13** cancer types in the pelvis, abdomen, and chest. CT scans are paired with radiology reports, pathology results and clinical variables. CancerVerse also includes CT scans of verified healthy patients for measuring false positives.
+> **24,168 CT volumes · 13,863 patients · 24,168 paired radiology reports · 15 years of follow-up · 13 cancer types — fully de-identified.**
 
-As the first large-scale open dataset of its kind, CancerVerse offers a new benchmark for detecting cancer early at a low rate of false positives per scan. It is built and maintained by the [BodyMaps](https://huggingface.co/BodyMaps) team.
+CancerVerse is built and maintained by the [BodyMaps](https://huggingface.co/BodyMaps) team.
 
-## Paper
+---
+
+## 📊 CancerVerse by the Numbers
+
+| | |
+|---|---|
+| 🧊 **24,168** | de-identified 3D **CT volumes** |
+| 🧑‍🤝‍🧑 **13,863** | unique **patients** |
+| 📝 **24,168** | paired **radiology reports** |
+| 🗓️ **15 years** | of imaging history (**Jul 2010 → Jun 2025**) |
+| 🔁 **up to 26** | imaging **timepoints** for a single patient |
+| 🎚️ **4** | CT **contrast phases** (portal-venous, arterial early/late, non-contrast …) |
+| 🎯 **13** | **malignant tumor types** covered |
+
+---
+
+## 🚀 Staged Release — what's ready today, what's coming next
+
+CancerVerse is continuously evolving. We are releasing it in stages so the community can start building today while the richest layers are finalized.
+
+### ✅ Available now
+
+- **De-identified CT volumes** — 22,865 3D voluems from 13,863 patients, across multiple scanners and **4 contrast phases**.
+- **Paired radiology reports** — the radiologist's full free-text impression for 22,865 scans. Real clinical language, ready for report generation, information extraction, and image–text pre-training.
+- **Scan-level context** — sex, age, exam date, contrast phase, scanner, and study/series/protocol descriptions for every volume.
+- **Longitudinal linkage** — stable de-identified patient IDs + exam dates let you reconstruct each patient's imaging timeline (up to **26 timepoints**, spanning up to **14.4 years**).
+
+### 🔜 Coming soon
+
+- 🧬 **Remaining CT volumes and reports** *(by August 2026)* — the rest of the full **24,168-volume** cohort, added as de-identification completes.
+- 📊 **Structured tumor features** *(by August 2026)* — per-organ malignancy status, largest-lesion **diameters, locations, attenuation**, and **tumor staging**.
+- 🔬 **Pathology results** *(by August 2026)* — ICD-10 codes.
+- 🎯 **Expert manual segmentation annotations** *(by September 2026)* — voxel-level, radiologist-verified **tumor** annotations.
+- 📋 **Clinical & longitudinal layer** *(by September 2026)* — cancer histology, TNM stage, treatments received, surgical resections, **RECIST treatment response**, metastatic sites, disease-status narratives, follow-up recommendations, comorbidities, and devices/implants.
+
+> 💡 *Cancer information is already in your hands today — it lives in the paired radiology reports. The structured, machine-readable labels and masks make it turnkey, and arrive in the next releases.*
+
+---
+
+## 🎯 The 13 malignant tumor types
+
+CancerVerse is curated around 13 abdominal and pelvic malignancies:
+
+`liver` · `kidney` · `pancreas` · `colon` · `adrenal gland` · `bladder` · `duodenum` · `esophagus` · `gallbladder` · `prostate` · `spleen` · `stomach` · `uterus`
+
+---
+
+## 📦 What's inside this release
+
+Each row is **one CT volume**, paired with that scan's radiology report and acquisition context.
 
-**CancerVerse: A Fully Open Longitudinal and Multimodal Dataset for Multicancer Screening**  
-[Wenxuan Li](https://www.cs.jhu.edu/~wli131/)†, [Pedro R. A. S. Bassi](https://pedro1043.wixsite.com/onlinecv)†, Xinze Zhou†, Jakob Wasserthal♡, Ibrahim E. Hamamci♡, Sezgin Er♡, Bjoern Menze♡, Gulhan E. Akan♡, Szymon Płotka, Jakub Prządo, Qi Chen, Yucheng Tang, Daguang Xu, Arkadiusz Sitek, Kang Wang, Yang Yang, [Alan L. Yuille](https://www.cs.jhu.edu/~ayuille/), [Zongwei Zhou](https://www.zongweiz.com/)★  
-Johns Hopkins University  
-MICCAI 2026  
-† Equal contribution   ♡ Open data contributors   ★ Corresponding author
+| Field | Description |
+|---|---|
+| `CancerVerse ID` | Unique de-identified identifier for the CT volume (one per scan). |
+| `Patient ID` | De-identified patient identifier — **links a patient's scans across time**. |
+| `Encrypted Accession Number` | De-identified study/visit identifier. |
+| `sex` | Patient sex (M / F). |
+| `age` | Patient age at the time of the scan (years). |
+| `exam_date` | Date of the CT exam (enables longitudinal ordering). |
+| `phase` | Contrast phase (e.g., portal-venous, arterial early/late, non-contrast). |
+| `scanner` | Scanner model / vendor. |
+| `study_description`, `series_description`, `protocol_name` | Acquisition protocol details. |
+| `report` | **Free-text radiology report**. |
 
-[![Paper PDF](https://img.shields.io/badge/Paper-PDF-purple)](https://papers.miccai.org/miccai-2026/paper/0562_paper.pdf)
+The CT volumes themselves are provided alongside this table and are linked by `CancerVerse ID`.
+
+---
 
-## CancerVerse Dataset
+## ⬇️ Download
 
-<details>
-<summary>Set up the environment (optional)</summary>
+### 1. Set up the environment
 
 ```bash
 conda create -n huggingface python=3.11 -y
@@ -53,67 +110,27 @@ hf --version
 hf auth login
 ```
 
-This creates a clean conda environment with the Hugging Face command-line tool. Logging in is optional; it gives higher download rate limits.
-
-</details>
-
-### Four lines of code to download the dataset
+### 2. Download CancerVerse
 
 ```bash
-mkdir CancerVerse && cd CancerVerse
-hf download BodyMaps/CancerVerse download_CancerVerse_data.sh download_CancerVerse_label.sh --repo-type dataset --local-dir .
-bash download_CancerVerse_data.sh  # CT volumes and metadata, needs ~3 TB
-bash download_CancerVerse_label.sh # lesion masks, needs ~40 GB
+mkdir CancerVerse
+cd CancerVerse
+bash download_cancerverse.sh
 ```
 
-After both scripts finish:
+---
 
-```
-CancerVerse/
-├── CancerVerse_dataset_metadata.csv
-└── CancerVerse/
-    ├── CV_00000001/
-    │   ├── ct.nii.gz
-    │   └── segmentations/   # 13 types of tumor annotations
-    └── ...
-```
+## ✨ Why CancerVerse?
+
+- **Truly longitudinal.** Most public CT datasets are single snapshots. CancerVerse follows real patients over **up to 14.4 years and 26 timepoints**, enabling disease-progression and treatment-response research.
+- **Multimodal from day one.** Every scan ships with its **radiologist report** — pixels *and* clinical language — ideal for vision-language pre-training, report generation, and grounded detection.
+- **Cancer-centric.** Purpose-built around **13 malignant tumor types**, with expert masks and structured oncology labels on the way.
+- **Real-world scale & diversity.** 13,863 patients, multiple scanners, and 4 contrast phases — clinical heterogeneity, not a sanitized benchmark.
+- **Responsibly de-identified.** No protected health information; stable de-identified IDs preserve patient timelines for research.
 
-### Dataset at a glance
-
-| | CancerVerse |
-|---|---:|
-| CT scans | **24,422** |
-| patients | **14,599** |
-| studies | **22,344** |
-| cancer types with voxel-wise tumor annotations | **13** |
-| tumor annotations | **12,529** |
-| follow-up of these patients | **1 day to 14.4 years** |
-| study dates per patient | **up to 26** |
-| acquisition years | **2010 to 2025** |
-
-
-### Voxel-wise tumor annotations
-
-The annotation took 28 human experts more than 13 months: radiology residents drew the annotations, and eight board-certified radiologists reviewed them independently. Disagreements were resolved by adjudication.
-
-| cancer type | annotation | CT scans with a tumor annotation |
-|---|---|---:|
-| liver | `liver_lesion` | 6,540 |
-| pancreas | `pancreatic_lesion` | 1,001 |
-| kidney | `kidney_lesion` | 994 |
-| stomach | `stomach_lesion` | 851 |
-| adrenal gland | `adrenal_gland_lesion` | 683 |
-| colon | `colon_lesion` | 637 |
-| bladder | `bladder_lesion` | 432 |
-| prostate | `prostate_lesion` | 417 |
-| esophagus | `esophagus_lesion` | 287 |
-| spleen | `spleen_lesion` | 246 |
-| uterus | `uterus_lesion` | 177 |
-| duodenum | `duodenum_lesion` | 172 |
-| gallbladder | `gallbladder_lesion` | 92 |
-| **total** | | **12,529** |
-
-### License
+---
+
+## 📜 License
 
 CancerVerse is released under **CC BY-NC-ND 4.0**. Please review the license before use.
 
@@ -121,23 +138,37 @@ For commercial licensing, industry collaboration, or partnership inquiries relat
 
 ---
 
-### Citation
+## 📝 Citation
+
+A dedicated CancerVerse data paper is forthcoming. In the meantime, if you use CancerVerse, please cite:
 
 ```bibtex
-@InProceedings{LiWen_CancerVerse_MICCAI2026,
-        author = { Li, Wenxuan AND Bassi, Pedro R. A. S. AND Zhou, Xinze AND Wasserthal, Jakob AND Hamamci, Ibrahim E. AND Er, Sezgin AND Menze, Bjoern H. AND Akan, Gulhan E. AND Płotka, Szymon AND Prządo, Jakub AND Chen, Qi AND Tang, Yucheng AND Xu, Daguang AND Sitek, Arkadiusz AND Wang, Kang AND Yang, Yang AND Yuille, Alan L. AND Zhou, Zongwei},
-        title = { { CancerVerse: A Fully Open Longitudinal and Multimodal Dataset for Multicancer Screening } },
-        booktitle = {Medical Image Computing and Computer Assisted Intervention -- MICCAI 2026},
-        year = {2026},
-        publisher = {Springer Nature Switzerland},
-        volume = {LNCS 16895},
-        month = {September},
-        page = {pending}
+@inproceedings{li2024well,
+  title={How well do supervised 3d models transfer to medical imaging tasks?},
+  author={Li, Wenxuan and Yuille, Alan and Zhou, Zongwei},
+  booktitle={International Conference on Learning Representations},
+  volume={2024},
+  pages={16389--16404},
+  year={2024}
+}
+
+@article{li2024abdomenatlas,
+  title={AbdomenAtlas: A large-scale, detailed-annotated, \& multi-center dataset for efficient transfer learning and open algorithmic benchmarking},
+  author={Li, Wenxuan and Qu, Chongyu and Chen, Xiaoxi and Bassi, Pedro RAS and Shi, Yijia and Lai, Yuxiang and Yu, Qian and Xue, Huimin and Chen, Yixiong and Lin, Xiaorui and others},
+  journal={Medical Image Analysis},
+  volume={97},
+  pages={103285},
+  year={2024},
+  publisher={Elsevier}
 }
 ```
 
 ---
 
+## 📣 Stay tuned
+
+CancerVerse is actively growing — **masks and structured oncology labels are coming next.** ⭐ Follow [BodyMaps on Hugging Face](https://huggingface.co/BodyMaps) and watch this dataset to be notified when each release lands.
+
 <picture>
   <source media="(prefers-color-scheme: dark)" srcset="https://huggingface.co/datasets/BodyMaps/CancerVerse/resolve/main/assets/bodymaps-lockup-dark.png">
   <img alt="BodyMaps" src="https://huggingface.co/datasets/BodyMaps/CancerVerse/resolve/main/assets/bodymaps-lockup-light.png" width="380">
diff --git a/assets/cancerverse_teaser.png b/assets/cancerverse_teaser.png
deleted file mode 100644
index df25c9803e1e2e4b9fcaca730b61bd517383d743..0000000000000000000000000000000000000000
--- a/assets/cancerverse_teaser.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:fdc0437674871a49ec1c1d6774b2748de6ca16ff85397e8b2b91b9199528d928
-size 1578144
diff --git a/download_CancerVerse_data.sh b/download_CancerVerse_data.sh
deleted file mode 100644
index 80c7df7b90758a167f50930d58fef1405ec5fed1..0000000000000000000000000000000000000000
--- a/download_CancerVerse_data.sh
+++ /dev/null
@@ -1,19 +0,0 @@
-#!/bin/bash
-set -e
-
-# CancerVerse CT volumes and metadata from https://huggingface.co/datasets/BodyMaps/CancerVerse
-# Needs the Hugging Face CLI: pip install -U "huggingface_hub[cli]"
-
-if ! command -v hf > /dev/null; then
-    echo "The Hugging Face CLI (hf) is not installed. Run: pip install -U \"huggingface_hub[cli]\""
-    exit 1
-fi
-
-# Download CancerVerse_dataset_metadata.csv and CancerVerse/CV_XXXXXXXX/ct.nii.gz (24,422 CTs, ~3 TB) into this folder.
-# hf download skips files it already has, so an interrupted download (e.g. a rate limit) resumes where it stopped.
-echo "Downloading CancerVerse CT volumes and metadata..."
-until hf download BodyMaps/CancerVerse --repo-type dataset --local-dir . \
-        --include "CancerVerse_dataset_metadata.csv" "CancerVerse/*"; do
-    echo "Download interrupted at $(date). Retrying in 30 minutes..."
-    sleep 1800
-done
diff --git a/download_CancerVerse_label.sh b/download_CancerVerse_label.sh
deleted file mode 100644
index 16419571da9809e22c89ee5c49953f78c90811a4..0000000000000000000000000000000000000000
--- a/download_CancerVerse_label.sh
+++ /dev/null
@@ -1,14 +0,0 @@
-#!/bin/bash
-set -e
-
-CancerVerse_Label_URL=http://www.cs.jhu.edu/~zongwei/dataset/CancerVerse_Label.tar.gz
-
-# Download and extract CancerVerse_Label.tar.gz (~0.55 GB; ~40 GB and 317,460 files once extracted)
-echo "Downloading CancerVerse_Label.tar.gz..."
-wget --show-progress -O CancerVerse_Label.tar.gz "$CancerVerse_Label_URL"
-
-# The archive holds CancerVerse/CancerVerse/CV_XXXXXXXX/segmentations/<13 lesion masks>.nii.gz. Dropping its first
-# folder puts each case's masks at CancerVerse/CV_XXXXXXXX/segmentations/, next to its ct.nii.gz.
-echo "Extracting CancerVerse_Label.tar.gz..."
-tar -xzf CancerVerse_Label.tar.gz --strip-components=1 --checkpoint=10000 --checkpoint-action=echo="."
-rm CancerVerse_Label.tar.gz
diff --git a/download_cancerverse.sh b/download_cancerverse.sh
new file mode 100644
index 0000000000000000000000000000000000000000..5f39e3670a5f747019b4177ed387b3d073432063
--- /dev/null
+++ b/download_cancerverse.sh
@@ -0,0 +1,28 @@
+#!/bin/bash
+
+set -u
+
+REPO_ID="BodyMaps/CancerVerse"
+REPO_TYPE="dataset"
+LOCAL_DIR="."
+
+while true; do
+    echo "=========================================="
+    echo "Starting/retrying download at $(date)"
+    echo "=========================================="
+
+    hf download "$REPO_ID" \
+        --repo-type "$REPO_TYPE" \
+        --local-dir "$LOCAL_DIR"
+
+    status=$?
+
+    if [ $status -eq 0 ]; then
+        echo "Download completed successfully at $(date)"
+        break
+    else
+        echo "Download failed with exit code $status at $(date)"
+        echo "Retrying in 30 minutes..."
+        sleep 1800
+    fi
+done