diff --git a/packages/hub/package.json b/packages/hub/package.json
index 005023f025..e110a5a059 100644
--- a/packages/hub/package.json
+++ b/packages/hub/package.json
@@ -42,7 +42,8 @@
 		"test": "vitest run",
 		"test:browser": "vitest run --browser.name=chrome --browser.headless --config vitest-browser.config.mts",
 		"check": "tsc",
-		"build:xet-wasm": "./scripts/build-xet-wasm.sh -t bundler -c -b hoytak/250714-eliminate-mdb-v1"
+		"build:xet-wasm": "./scripts/build-xet-wasm.sh -t bundler --clean",
+		"bench": "tsx scripts/bench.ts"
 	},
 	"files": [
 		"src",
diff --git a/packages/hub/scripts/bench.ts b/packages/hub/scripts/bench.ts
new file mode 100644
index 0000000000..7d16427bcd
--- /dev/null
+++ b/packages/hub/scripts/bench.ts
@@ -0,0 +1,299 @@
+import { uploadShards } from "../src/utils/uploadShards.js";
+import { sha256 } from "../src/utils/sha256.js";
+import { parseArgs } from "node:util";
+import { tmpdir } from "node:os";
+import { join } from "node:path";
+import { writeFile, readFile, stat, mkdir } from "node:fs/promises";
+import type { RepoId } from "../src/types/public.js";
+import { toRepoId } from "../src/utils/toRepoId.js";
+import { commitIter } from "../src/index.js";
+import { pathToFileURL } from "node:url";
+
+/**
+ * This script downloads the files from openai-community/gpt2 and simulates an upload to a xet repo.
+ * It prints the dedup % and the statistics
+ *
+ * Usage:
+ *
+ * pnpm --filter hub bench -t <write token> -r <xet repo>
+ * pnpm --filter hub bench -t <write token> -r <xet repo> --commit # Actually upload files
+ */
+
+const FILES_TO_DOWNLOAD = [
+	{
+		url: "https://huggingface.co/openai-community/gpt2/resolve/main/64-8bits.tflite?download=true",
+		filename: "64-8bits.tflite",
+	},
+	{
+		url: "https://huggingface.co/openai-community/gpt2/resolve/main/64-fp16.tflite?download=true",
+		filename: "64-fp16.tflite",
+	},
+];
+
+async function downloadFileIfNotExists(url: string, filepath: string): Promise<void> {
+	try {
+		await stat(filepath);
+		console.log(`File ${filepath} already exists, skipping download`);
+		return;
+	} catch {
+		// File doesn't exist, proceed with download
+	}
+
+	console.log(`Downloading ${url} to ${filepath}...`);
+	const response = await fetch(url);
+	if (!response.ok) {
+		throw new Error(`Failed to download ${url}: ${response.status} ${response.statusText}`);
+	}
+
+	const buffer = await response.arrayBuffer();
+	await writeFile(filepath, new Uint8Array(buffer));
+	console.log(`Downloaded ${filepath} (${buffer.byteLength} bytes)`);
+}
+
+async function* createFileSource(
+	files: Array<{ filepath: string; filename: string }>
+): AsyncGenerator<{ content: Blob; path: string; sha256: string }> {
+	for (const file of files) {
+		console.log(`Processing ${file.filename}...`);
+		const buffer = await readFile(file.filepath);
+		const blob = new Blob([buffer]);
+
+		// Calculate sha256
+		console.log(`Calculating SHA256 for ${file.filename}...`);
+		const sha256Iterator = sha256(blob, { useWebWorker: false });
+		let res: IteratorResult<number, string>;
+		do {
+			res = await sha256Iterator.next();
+		} while (!res.done);
+		const sha256Hash = res.value;
+
+		console.log(`SHA256 for ${file.filename}: ${sha256Hash}`);
+		yield {
+			content: blob,
+			path: file.filename,
+			sha256: sha256Hash,
+		};
+	}
+}
+
+function getBodySize(body: RequestInit["body"]): string {
+	if (!body) {
+		return "no body";
+	}
+	if (body instanceof ArrayBuffer) {
+		return body.byteLength.toString();
+	}
+	if (body instanceof Blob) {
+		return "blob";
+	}
+	if (body instanceof Uint8Array) {
+		return body.byteLength.toString();
+	}
+	return "unknown size";
+}
+
+function createMockFetch(): {
+	fetch: typeof fetch;
+	getStats: () => { xorbCount: number; shardCount: number; xorbBytes: number; shardBytes: number };
+} {
+	let xorbCount = 0;
+	let shardCount = 0;
+	let xorbBytes = 0;
+	let shardBytes = 0;
+
+	const mockFetch = async function (input: string | URL | Request, init?: RequestInit): Promise<Response> {
+		const url = typeof input === "string" ? input : input.toString();
+
+		// Mock successful responses for xorb and shard uploads
+		if (url.includes("/xorb/")) {
+			xorbCount++;
+			const bodySize = getBodySize(init?.body);
+			xorbBytes += parseInt(bodySize);
+			console.log(`[MOCK] Xorb upload ${xorbCount}: ${init?.method || "GET"} ${url} (${bodySize})`);
+
+			return new Response(null, {
+				status: 200,
+				statusText: "OK",
+			});
+		}
+
+		if (url.includes("/shard/")) {
+			shardCount++;
+			const bodySize = getBodySize(init?.body);
+			shardBytes += parseInt(bodySize);
+			console.log(`[MOCK] Shard upload ${shardCount}: ${init?.method || "GET"} ${url} (${bodySize})`);
+
+			return new Response(null, {
+				status: 200,
+				statusText: "OK",
+			});
+		}
+
+		// For other requests, use real fetch
+		return fetch(input, init).then((res) => {
+			console.log(`[real] ${res.status} ${res.statusText} ${url} ${res.headers.get("content-length")}`);
+			return res;
+		});
+	};
+
+	return {
+		fetch: mockFetch,
+		getStats: () => ({ xorbCount, shardCount, xorbBytes, shardBytes }),
+	};
+}
+
+async function main() {
+	const { values: args } = parseArgs({
+		options: {
+			token: {
+				type: "string",
+				short: "t",
+			},
+			repo: {
+				type: "string",
+				short: "r",
+			},
+			commit: {
+				type: "boolean",
+				short: "c",
+				default: false,
+			},
+		},
+	});
+
+	if (!args.token || !args.repo) {
+		console.error("Usage: pnpm --filter hub bench -t <write token> -r <xet repo>");
+		console.error("Example: pnpm --filter hub bench -t hf_... -r myuser/myrepo");
+		process.exit(1);
+	}
+
+	// Setup temp directory
+	const tempDir = tmpdir();
+	const downloadDir = join(tempDir, "hf-bench-downloads");
+
+	// Ensure download directory exists
+	await mkdir(downloadDir, { recursive: true });
+
+	// Download files
+	const files: Array<{ filepath: string; filename: string }> = [];
+
+	for (const fileInfo of FILES_TO_DOWNLOAD) {
+		const filepath = join(downloadDir, fileInfo.filename);
+		await downloadFileIfNotExists(fileInfo.url, filepath);
+		files.push({ filepath, filename: fileInfo.filename });
+	}
+
+	// Parse repo
+	const repoName = args.repo;
+
+	const repo: RepoId = toRepoId(repoName);
+
+	// Create mock fetch
+	const mockFetchObj = createMockFetch();
+
+	// Setup upload parameters
+	const uploadParams = {
+		accessToken: args.token,
+		hubUrl: "https://huggingface.co",
+		customFetch: mockFetchObj.fetch,
+		repo,
+		rev: "main",
+	};
+
+	// Track statistics
+	const stats: Array<{
+		filename: string;
+		size: number;
+		dedupRatio: number;
+	}> = [];
+
+	console.log("\n=== Starting upload simulation ===");
+
+	// Process files through uploadShards
+	const fileSource = createFileSource(files);
+
+	for await (const event of uploadShards(fileSource, uploadParams)) {
+		switch (event.event) {
+			case "file": {
+				console.log(`\n📁 Processed file: ${event.path}`);
+				console.log(`   SHA256: ${event.sha256}`);
+				console.log(`   Dedup ratio: ${(event.dedupRatio * 100).toFixed(2)}%`);
+
+				// Find the file size
+				const file = files.find((f) => f.filename === event.path);
+				if (file) {
+					const fileStats = await stat(file.filepath);
+
+					stats.push({
+						filename: event.path,
+						size: fileStats.size,
+						dedupRatio: event.dedupRatio,
+					});
+				}
+				break;
+			}
+
+			case "fileProgress": {
+				const progress = (event.progress * 100).toFixed(1);
+				console.log(`   📈 Progress for ${event.path}: ${progress}%`);
+				break;
+			}
+		}
+	}
+
+	// Get actual upload counts from the mock fetch
+	const uploadStats = mockFetchObj.getStats();
+	console.log(`\n📊 Actual upload counts: ${uploadStats.xorbCount} xorbs, ${uploadStats.shardCount} shards`);
+
+	// Output final statistics
+	console.log("\n=== BENCHMARK RESULTS ===");
+	console.log("File Statistics:");
+	console.log("================");
+
+	for (const stat of stats) {
+		console.log(`\n📄 ${stat.filename}:`);
+		console.log(`   Size: ${(stat.size / 1024 / 1024).toFixed(2)} MB`);
+		console.log(`   Deduplication: ${(stat.dedupRatio * 100).toFixed(2)}%`);
+	}
+
+	console.log("\n=== SUMMARY ===");
+	const totalSize = stats.reduce((sum, s) => sum + s.size, 0);
+	const avgDedup = stats.reduce((sum, s) => sum + s.dedupRatio, 0) / stats.length;
+
+	console.log(`Total files: ${stats.length}`);
+	console.log(`Total size: ${(totalSize / 1024 / 1024).toFixed(2)} MB`);
+	console.log(`Total xorbs: ${uploadStats.xorbCount}`);
+	console.log(`Total shards: ${uploadStats.shardCount}`);
+	console.log(`Total xorb bytes: ${uploadStats.xorbBytes.toLocaleString("fr")} bytes`);
+	console.log(`Total shard bytes: ${uploadStats.shardBytes.toLocaleString("fr")} bytes`);
+	console.log(`Average deduplication: ${(avgDedup * 100).toFixed(2)}%`);
+
+	if (args.commit) {
+		console.log("\n=== Committing files ===");
+		const iterator = commitIter({
+			repo,
+			operations: files.map((file) => ({
+				operation: "addOrUpdate",
+				content: pathToFileURL(file.filepath),
+				path: file.filename,
+			})),
+			accessToken: args.token,
+			title: "Upload xet files with JS lib",
+			xet: true,
+		});
+		for await (const event of iterator) {
+			if (event.event === "fileProgress" && event.state === "hashing") {
+				// We don't care about the hashing progress
+			} else {
+				console.log(event);
+			}
+		}
+
+		console.log("Done committing");
+	}
+}
+
+main().catch((error) => {
+	console.error("Error:", error);
+	process.exit(1);
+});
diff --git a/packages/hub/scripts/build-xet-wasm.sh b/packages/hub/scripts/build-xet-wasm.sh
index 73faa23212..0c4bac670e 100755
--- a/packages/hub/scripts/build-xet-wasm.sh
+++ b/packages/hub/scripts/build-xet-wasm.sh
@@ -224,13 +224,15 @@ fi
 
 # copy the generated hf_xet_thin_wasm_bg.js to the hub package and hf_xet_thin_wasm_bg.wasm to the hub package
 cp "$CLONE_DIR/$PACKAGE/pkg/hf_xet_thin_wasm_bg.js" "./src/vendor/xet-chunk/chunker_wasm_bg.js"
+cp "$CLONE_DIR/$PACKAGE/pkg/hf_xet_thin_wasm_bg.wasm.d.ts" "./src/vendor/xet-chunk/chunker_wasm_bg.wasm.d.ts"
 echo "// Generated by build-xet-wasm.sh" > "./src/vendor/xet-chunk/chunker_wasm_bg.wasm.base64.ts"
 echo "export const wasmBase64 = atob(\`" >> "./src/vendor/xet-chunk/chunker_wasm_bg.wasm.base64.ts"
 base64 "$CLONE_DIR/$PACKAGE/pkg/hf_xet_thin_wasm_bg.wasm" | fold -w 100 >> "./src/vendor/xet-chunk/chunker_wasm_bg.wasm.base64.ts"
 cat << 'EOF' >> "./src/vendor/xet-chunk/chunker_wasm_bg.wasm.base64.ts"
-`)
-	.trim()
-	.replaceAll("\n", "");
+`
+		.trim()
+		.replaceAll("\n", "")
+);
 const wasmBinary = new Uint8Array(wasmBase64.length);
 for (let i = 0; i < wasmBase64.length; i++) {
 	wasmBinary[i] = wasmBase64.charCodeAt(i);
diff --git a/packages/hub/src/lib/commit.ts b/packages/hub/src/lib/commit.ts
index a7acb3bcbe..bfcf73e92c 100644
--- a/packages/hub/src/lib/commit.ts
+++ b/packages/hub/src/lib/commit.ts
@@ -22,6 +22,7 @@ import { eventToGenerator } from "../utils/eventToGenerator";
 import { base64FromBytes } from "../utils/base64FromBytes";
 import { isFrontend } from "../utils/isFrontend";
 import { createBlobs } from "../utils/createBlobs";
+import { uploadShards } from "../utils/uploadShards";
 
 const CONCURRENT_SHAS = 5;
 const CONCURRENT_LFS_UPLOADS = 5;
@@ -88,6 +89,10 @@ export type CommitParams = {
 	fetch?: typeof fetch;
 	abortSignal?: AbortSignal;
 	// Credentials are optional due to custom fetch functions or cookie auth
+	/**
+	 * @deprecated Not yet ready for production use
+	 */
+	xet?: boolean;
 } & Partial<CredentialsParams>;
 
 export interface CommitOutput {
@@ -293,178 +298,243 @@ export async function* commitIter(params: CommitParams): AsyncGenerator<CommitPr
 
 			const shaToOperation = new Map(operations.map((op, i) => [shas[i], op]));
 
-			yield* eventToGenerator<CommitProgressEvent, void>((yieldCallback, returnCallback, rejectCallback) => {
-				return promisesQueueStreaming(
-					json.objects.map((obj) => async () => {
-						const op = shaToOperation.get(obj.oid);
-
-						if (!op) {
-							throw new InvalidApiResponseFormatError("Unrequested object ID in response");
-						}
+			if (params.xet) {
+				// First get all the files that are already uploaded out of the way
+				for (const obj of json.objects) {
+					const op = shaToOperation.get(obj.oid);
+					if (!op) {
+						throw new InvalidApiResponseFormatError("Unrequested object ID in response");
+					}
 
-						abortSignal?.throwIfAborted();
+					if (obj.error) {
+						const errorMessage = `Error while doing LFS batch call for ${operations[shas.indexOf(obj.oid)].path}: ${
+							obj.error.message
+						}${batchRequestId ? ` - Request ID: ${batchRequestId}` : ""}`;
+						throw new HubApiError(res.url, obj.error.code, batchRequestId, errorMessage);
+					}
 
-						if (obj.error) {
-							const errorMessage = `Error while doing LFS batch call for ${operations[shas.indexOf(obj.oid)].path}: ${
-								obj.error.message
-							}${batchRequestId ? ` - Request ID: ${batchRequestId}` : ""}`;
-							throw new HubApiError(res.url, obj.error.code, batchRequestId, errorMessage);
-						}
-						if (!obj.actions?.upload) {
-							// Already uploaded
-							yieldCallback({
-								event: "fileProgress",
-								path: op.path,
-								progress: 1,
-								state: "uploading",
-							});
-							return;
-						}
-						yieldCallback({
+					if (!obj.actions?.upload) {
+						// Already uploaded
+						yield {
 							event: "fileProgress",
 							path: op.path,
-							progress: 0,
+							progress: 1,
 							state: "uploading",
-						});
-						const content = op.content;
-						const header = obj.actions.upload.header;
-						if (header?.chunk_size) {
-							const chunkSize = parseInt(header.chunk_size);
-
-							// multipart upload
-							// parts are in upload.header['00001'] to upload.header['99999']
-
-							const completionUrl = obj.actions.upload.href;
-							const parts = Object.keys(header).filter((key) => /^[0-9]+$/.test(key));
+						};
+					}
+				}
+				for await (const event of uploadShards(
+					(async function* () {
+						for (const obj of json.objects) {
+							const op = shaToOperation.get(obj.oid);
+							if (!op || !obj.actions?.upload) {
+								continue;
+							}
+							abortSignal?.throwIfAborted();
 
-							if (parts.length !== Math.ceil(content.size / chunkSize)) {
-								throw new Error("Invalid server response to upload large LFS file, wrong number of parts");
+							yield { content: op.content, path: op.path, sha256: obj.oid };
+						}
+					})(),
+					{
+						customFetch: params.fetch ?? fetch,
+						accessToken,
+						hubUrl: params.hubUrl ?? HUB_URL,
+						repo: repoId,
+						// todo: maybe leave empty if PR?
+						rev: params.branch ?? "main",
+					}
+				)) {
+					if (event.event === "file") {
+						yield {
+							event: "fileProgress",
+							path: event.path,
+							progress: 1,
+							state: "uploading",
+						};
+					} else if (event.event === "fileProgress") {
+						yield {
+							event: "fileProgress",
+							path: event.path,
+							progress: event.progress,
+							state: "uploading",
+						};
+					}
+				}
+			} else {
+				yield* eventToGenerator<CommitProgressEvent, void>((yieldCallback, returnCallback, rejectCallback) => {
+					return promisesQueueStreaming(
+						json.objects.map((obj) => async () => {
+							const op = shaToOperation.get(obj.oid);
+
+							if (!op) {
+								throw new InvalidApiResponseFormatError("Unrequested object ID in response");
 							}
 
-							const completeReq: ApiLfsCompleteMultipartRequest = {
-								oid: obj.oid,
-								parts: parts.map((part) => ({
-									partNumber: +part,
-									etag: "",
-								})),
-							};
-
-							// Defined here so that it's not redefined at each iteration (and the caller can tell it's for the same file)
-							const progressCallback = (progress: number) =>
-								yieldCallback({ event: "fileProgress", path: op.path, progress, state: "uploading" });
-
-							await promisesQueueStreaming(
-								parts.map((part) => async () => {
-									abortSignal?.throwIfAborted();
-
-									const index = parseInt(part) - 1;
-									const slice = content.slice(index * chunkSize, (index + 1) * chunkSize);
-
-									const res = await (params.fetch ?? fetch)(header[part], {
-										method: "PUT",
-										/** Unfortunately, browsers don't support our inherited version of Blob in fetch calls */
-										body: slice instanceof WebBlob && isFrontend ? await slice.arrayBuffer() : slice,
-										signal: abortSignal,
-										...({
-											progressHint: {
-												path: op.path,
-												part: index,
-												numParts: parts.length,
-												progressCallback,
-											},
-											// eslint-disable-next-line @typescript-eslint/no-explicit-any
-										} as any),
-									});
+							abortSignal?.throwIfAborted();
 
-									if (!res.ok) {
-										throw await createApiError(res, {
-											requestId: batchRequestId,
-											message: `Error while uploading part ${part} of ${
-												operations[shas.indexOf(obj.oid)].path
-											} to LFS storage`,
+							if (obj.error) {
+								const errorMessage = `Error while doing LFS batch call for ${operations[shas.indexOf(obj.oid)].path}: ${
+									obj.error.message
+								}${batchRequestId ? ` - Request ID: ${batchRequestId}` : ""}`;
+								throw new HubApiError(res.url, obj.error.code, batchRequestId, errorMessage);
+							}
+							if (!obj.actions?.upload) {
+								// Already uploaded
+								yieldCallback({
+									event: "fileProgress",
+									path: op.path,
+									progress: 1,
+									state: "uploading",
+								});
+								return;
+							}
+							yieldCallback({
+								event: "fileProgress",
+								path: op.path,
+								progress: 0,
+								state: "uploading",
+							});
+							const content = op.content;
+
+							const header = obj.actions.upload.header;
+							if (header?.chunk_size) {
+								const chunkSize = parseInt(header.chunk_size);
+
+								// multipart upload
+								// parts are in upload.header['00001'] to upload.header['99999']
+
+								const completionUrl = obj.actions.upload.href;
+								const parts = Object.keys(header).filter((key) => /^[0-9]+$/.test(key));
+
+								if (parts.length !== Math.ceil(content.size / chunkSize)) {
+									throw new Error("Invalid server response to upload large LFS file, wrong number of parts");
+								}
+
+								const completeReq: ApiLfsCompleteMultipartRequest = {
+									oid: obj.oid,
+									parts: parts.map((part) => ({
+										partNumber: +part,
+										etag: "",
+									})),
+								};
+
+								// Defined here so that it's not redefined at each iteration (and the caller can tell it's for the same file)
+								const progressCallback = (progress: number) =>
+									yieldCallback({ event: "fileProgress", path: op.path, progress, state: "uploading" });
+
+								await promisesQueueStreaming(
+									parts.map((part) => async () => {
+										abortSignal?.throwIfAborted();
+
+										const index = parseInt(part) - 1;
+										const slice = content.slice(index * chunkSize, (index + 1) * chunkSize);
+
+										const res = await (params.fetch ?? fetch)(header[part], {
+											method: "PUT",
+											/** Unfortunately, browsers don't support our inherited version of Blob in fetch calls */
+											body: slice instanceof WebBlob && isFrontend ? await slice.arrayBuffer() : slice,
+											signal: abortSignal,
+											...({
+												progressHint: {
+													path: op.path,
+													part: index,
+													numParts: parts.length,
+													progressCallback,
+												},
+												// eslint-disable-next-line @typescript-eslint/no-explicit-any
+											} as any),
 										});
-									}
 
-									const eTag = res.headers.get("ETag");
+										if (!res.ok) {
+											throw await createApiError(res, {
+												requestId: batchRequestId,
+												message: `Error while uploading part ${part} of ${
+													operations[shas.indexOf(obj.oid)].path
+												} to LFS storage`,
+											});
+										}
 
-									if (!eTag) {
-										throw new Error("Cannot get ETag of part during multipart upload");
-									}
+										const eTag = res.headers.get("ETag");
 
-									completeReq.parts[Number(part) - 1].etag = eTag;
-								}),
-								MULTIPART_PARALLEL_UPLOAD
-							);
+										if (!eTag) {
+											throw new Error("Cannot get ETag of part during multipart upload");
+										}
 
-							abortSignal?.throwIfAborted();
+										completeReq.parts[Number(part) - 1].etag = eTag;
+									}),
+									MULTIPART_PARALLEL_UPLOAD
+								);
 
-							const res = await (params.fetch ?? fetch)(completionUrl, {
-								method: "POST",
-								body: JSON.stringify(completeReq),
-								headers: {
-									Accept: "application/vnd.git-lfs+json",
-									"Content-Type": "application/vnd.git-lfs+json",
-								},
-								signal: abortSignal,
-							});
+								abortSignal?.throwIfAborted();
 
-							if (!res.ok) {
-								throw await createApiError(res, {
-									requestId: batchRequestId,
-									message: `Error completing multipart upload of ${
-										operations[shas.indexOf(obj.oid)].path
-									} to LFS storage`,
+								const res = await (params.fetch ?? fetch)(completionUrl, {
+									method: "POST",
+									body: JSON.stringify(completeReq),
+									headers: {
+										Accept: "application/vnd.git-lfs+json",
+										"Content-Type": "application/vnd.git-lfs+json",
+									},
+									signal: abortSignal,
 								});
-							}
 
-							yieldCallback({
-								event: "fileProgress",
-								path: op.path,
-								progress: 1,
-								state: "uploading",
-							});
-						} else {
-							const res = await (params.fetch ?? fetch)(obj.actions.upload.href, {
-								method: "PUT",
-								headers: {
-									...(batchRequestId ? { "X-Request-Id": batchRequestId } : undefined),
-								},
-								/** Unfortunately, browsers don't support our inherited version of Blob in fetch calls */
-								body: content instanceof WebBlob && isFrontend ? await content.arrayBuffer() : content,
-								signal: abortSignal,
-								...({
-									progressHint: {
-										path: op.path,
-										progressCallback: (progress: number) =>
-											yieldCallback({
-												event: "fileProgress",
-												path: op.path,
-												progress,
-												state: "uploading",
-											}),
+								if (!res.ok) {
+									throw await createApiError(res, {
+										requestId: batchRequestId,
+										message: `Error completing multipart upload of ${
+											operations[shas.indexOf(obj.oid)].path
+										} to LFS storage`,
+									});
+								}
+
+								yieldCallback({
+									event: "fileProgress",
+									path: op.path,
+									progress: 1,
+									state: "uploading",
+								});
+							} else {
+								const res = await (params.fetch ?? fetch)(obj.actions.upload.href, {
+									method: "PUT",
+									headers: {
+										...(batchRequestId ? { "X-Request-Id": batchRequestId } : undefined),
 									},
-									// eslint-disable-next-line @typescript-eslint/no-explicit-any
-								} as any),
-							});
+									/** Unfortunately, browsers don't support our inherited version of Blob in fetch calls */
+									body: content instanceof WebBlob && isFrontend ? await content.arrayBuffer() : content,
+									signal: abortSignal,
+									...({
+										progressHint: {
+											path: op.path,
+											progressCallback: (progress: number) =>
+												yieldCallback({
+													event: "fileProgress",
+													path: op.path,
+													progress,
+													state: "uploading",
+												}),
+										},
+										// eslint-disable-next-line @typescript-eslint/no-explicit-any
+									} as any),
+								});
 
-							if (!res.ok) {
-								throw await createApiError(res, {
-									requestId: batchRequestId,
-									message: `Error while uploading ${operations[shas.indexOf(obj.oid)].path} to LFS storage`,
+								if (!res.ok) {
+									throw await createApiError(res, {
+										requestId: batchRequestId,
+										message: `Error while uploading ${operations[shas.indexOf(obj.oid)].path} to LFS storage`,
+									});
+								}
+
+								yieldCallback({
+									event: "fileProgress",
+									path: op.path,
+									progress: 1,
+									state: "uploading",
 								});
 							}
-
-							yieldCallback({
-								event: "fileProgress",
-								path: op.path,
-								progress: 1,
-								state: "uploading",
-							});
-						}
-					}),
-					CONCURRENT_LFS_UPLOADS
-				).then(returnCallback, rejectCallback);
-			});
+						}),
+						CONCURRENT_LFS_UPLOADS
+					).then(returnCallback, rejectCallback);
+				});
+			}
 		}
 
 		abortSignal?.throwIfAborted();
diff --git a/packages/hub/src/utils/ChunkCache.ts b/packages/hub/src/utils/ChunkCache.ts
new file mode 100644
index 0000000000..d95b322e90
--- /dev/null
+++ b/packages/hub/src/utils/ChunkCache.ts
@@ -0,0 +1,70 @@
+const CHUNK_CACHE_INITIAL_SIZE = 10_000;
+const CHUNK_CACHE_GROW_FACTOR = 1.5;
+const CHUNK_CACHE_MAX_SIZE = 1_000_000;
+
+export class ChunkCache {
+	index = 0;
+	// Index >= 0 means local xorb, < 0 means remote xorb
+	xorbIndices = new Int32Array(CHUNK_CACHE_INITIAL_SIZE);
+	// Max 8K chunks per xorb, less than 64K uint16_t
+	chunkIndices = new Uint16Array(CHUNK_CACHE_INITIAL_SIZE);
+	map = new Map<string, number>(); // hash -> chunkCacheIndex. Less overhead that way, empty object is 60+B and empty array is 40+B
+	hmacs = new Set<string>(); // todo : remove old hmacs
+
+	addChunkToCache(hash: string, xorbIndex: number, chunkIndex: number, hmac: string | null): void {
+		this.map.set(hash, this.index);
+		if (hmac !== null) {
+			this.hmacs.add(hmac);
+		}
+
+		if (this.index >= this.xorbIndices.length) {
+			// todo: switch to resize() with modern browsers
+			const oldXorbIndices = this.xorbIndices;
+			const oldChunkIndices = this.chunkIndices;
+			this.xorbIndices = new Int32Array(
+				Math.min(this.xorbIndices.length * CHUNK_CACHE_GROW_FACTOR, CHUNK_CACHE_MAX_SIZE)
+			);
+			this.chunkIndices = new Uint16Array(
+				Math.min(this.chunkIndices.length * CHUNK_CACHE_GROW_FACTOR, CHUNK_CACHE_MAX_SIZE)
+			);
+			this.xorbIndices.set(oldXorbIndices);
+			this.chunkIndices.set(oldChunkIndices);
+		}
+
+		this.xorbIndices[this.index] = xorbIndex;
+		this.chunkIndices[this.index] = chunkIndex;
+		this.index = (this.index + 1) % CHUNK_CACHE_MAX_SIZE;
+
+		while (this.map.size > CHUNK_CACHE_MAX_SIZE) {
+			// eslint-disable-next-line @typescript-eslint/no-non-null-assertion
+			this.map.delete(this.map.keys().next().value!);
+		}
+	}
+
+	getChunk(
+		hash: string,
+		hmacFunction: (hash: string, key: string) => string
+	):
+		| {
+				xorbIndex: number;
+				chunkIndex: number;
+		  }
+		| undefined {
+		let index = this.map.get(hash);
+		if (index === undefined) {
+			for (const hmac of this.hmacs) {
+				index = this.map.get(hmacFunction(hash, hmac));
+				if (index !== undefined) {
+					break;
+				}
+			}
+		}
+		if (index === undefined) {
+			return undefined;
+		}
+		return {
+			xorbIndex: this.xorbIndices[index],
+			chunkIndex: this.chunkIndices[index],
+		};
+	}
+}
diff --git a/packages/hub/src/utils/XetBlob.ts b/packages/hub/src/utils/XetBlob.ts
index c29d0ae649..0f817d4ca6 100644
--- a/packages/hub/src/utils/XetBlob.ts
+++ b/packages/hub/src/utils/XetBlob.ts
@@ -662,8 +662,6 @@ async function getAccessToken(
 		const jwt = {
 			accessToken: json.accessToken,
 			expiresAt: new Date(json.exp * 1000),
-			initialAccessToken,
-			refreshUrl,
 			casUrl: json.casUrl,
 		};
 
diff --git a/packages/hub/src/utils/createXorbs.ts b/packages/hub/src/utils/createXorbs.ts
index e239dc0f0a..0a90ca572e 100644
--- a/packages/hub/src/utils/createXorbs.ts
+++ b/packages/hub/src/utils/createXorbs.ts
@@ -6,77 +6,319 @@
 
 import { bg4_split_bytes, XET_CHUNK_HEADER_BYTES, XetChunkCompressionScheme } from "./XetBlob";
 import { compress as lz4_compress } from "../vendor/lz4js";
+import { ChunkCache } from "./ChunkCache";
+import { xetWriteToken, type XetWriteTokenParams } from "./xetWriteToken";
+import { parseShardData } from "./shardParser";
 
 const TARGET_CHUNK_SIZE = 64 * 1024;
 /* eslint-disable @typescript-eslint/no-unused-vars */
 const MAX_CHUNK_SIZE = 2 * TARGET_CHUNK_SIZE;
 const XORB_SIZE = 64 * 1024 * 1024;
 const MAX_XORB_CHUNKS = 8 * 1024;
+const INTERVAL_BETWEEN_REMOTE_DEDUP = 4_000_000; // 4MB
 
 export async function* createXorbs(
-	fileSource: Blob
-): AsyncGenerator<{ xorb: Uint8Array; hash: string }, void, undefined> {
+	fileSources: AsyncGenerator<{ content: Blob; path: string; sha256: string }>,
+	params: XetWriteTokenParams
+): AsyncGenerator<
+	| {
+			event: "xorb";
+			xorb: Uint8Array;
+			hash: string;
+			id: number;
+			chunks: Array<{ hash: string; length: number }>;
+			files: Array<{
+				path: string;
+				progress: number;
+			}>;
+	  }
+	| {
+			event: "file";
+			path: string;
+			hash: string;
+			sha256: string;
+			/** Percentage of file bytes that were deduplicated (0-1) */
+			dedupRatio: number;
+			representation: Array<{
+				xorbId: number | string; // either xorb id (for local xorbs) or xorb hash (for remote xorbs)
+				indexStart: number;
+				indexEnd: number;
+				/** Unpacked length */
+				length: number;
+				rangeHash: string;
+			}>;
+	  },
+	void,
+	undefined
+> {
 	const chunkModule = await import("../vendor/xet-chunk/chunker_wasm");
+	let xorbId = 0;
+
 	await chunkModule.init();
 	const chunker = new chunkModule.Chunker(TARGET_CHUNK_SIZE);
-
+	const chunkCache = new ChunkCache();
 	let xorb = new Uint8Array(XORB_SIZE);
-	const sourceChunks: Array<Uint8Array> = [];
+	let xorbOffset = 0;
+	let xorbChunks = Array<{ hash: string; length: number }>();
+	/**
+	 * path => 0..1 mapping of the current xorb
+	 *
+	 * eg
+	 *
+	 * A => 1
+	 * B => 1
+	 * C => 0.345
+	 *
+	 * If the xorb contains the end of file A, B, and up to 34.5% of file C
+	 */
+	let xorbFileProgress: Record<string, number> = {};
+
+	const pendingFileEvents: Array<{
+		event: "file";
+		path: string;
+		hash: string;
+		dedupRatio: number;
+		sha256: string;
+		representation: Array<{
+			xorbId: number | string;
+			indexStart: number;
+			indexEnd: number;
+			length: number;
+			rangeHash: string;
+		}>;
+	}> = [];
+
+	const remoteXorbHashes: string[] = [""]; // starts at index 1 (to simplify implem a bit)
 
 	try {
-		const reader = fileSource.stream().getReader();
-		let xorbOffset = 0;
-		let xorbChunks = Array<{ hash: string; length: number }>();
-
-		const addChunks = function* (chunks: Array<{ hash: string; length: number }>) {
-			for (const chunk of chunks) {
-				let chunkToCopy: Uint8Array;
-				if (chunk.length === sourceChunks[0].length) {
-					chunkToCopy = sourceChunks[0];
-					sourceChunks.shift();
-				} else if (chunk.length < sourceChunks[0].length) {
-					chunkToCopy = sourceChunks[0].subarray(0, chunk.length);
-					sourceChunks[0] = sourceChunks[0].subarray(chunk.length);
-				} else {
-					chunkToCopy = new Uint8Array(chunk.length);
-					let copyOffset = 0;
-					let index = 0;
-					while (copyOffset < chunk.length) {
-						chunkToCopy.set(sourceChunks[index].subarray(0, chunk.length - copyOffset), copyOffset);
-						copyOffset += sourceChunks[index].length;
-						index++;
+		for await (const fileSource of fileSources) {
+			let bytesSinceRemoteDedup = Infinity;
+			const sourceChunks: Array<Uint8Array> = [];
+
+			const reader = fileSource.content.stream().getReader();
+			let processedBytes = 0;
+			let dedupedBytes = 0; // Track bytes that were deduplicated
+			const fileChunks: Array<{ hash: string; length: number }> = [];
+			let currentChunkRangeBeginning = 0;
+			const fileRepresentation: Array<{
+				xorbId: number | string;
+				indexStart: number;
+				indexEnd: number;
+				length: number;
+				rangeHash: string;
+			}> = [];
+
+			const addChunks = async function* (chunks: Array<{ hash: string; length: number; dedup: boolean }>) {
+				for (const chunk of chunks) {
+					let chunkIndex = xorbChunks.length;
+					let chunkXorbId = xorbId;
+					fileChunks.push({ hash: chunk.hash, length: chunk.length });
+
+					// Remove chunks from source data
+					let chunkToCopy: Uint8Array;
+					if (chunk.length === sourceChunks[0].length) {
+						chunkToCopy = sourceChunks[0];
+						sourceChunks.shift();
+					} else if (chunk.length < sourceChunks[0].length) {
+						chunkToCopy = sourceChunks[0].subarray(0, chunk.length);
+						sourceChunks[0] = sourceChunks[0].subarray(chunk.length);
+					} else {
+						chunkToCopy = new Uint8Array(chunk.length);
+						let copyOffset = 0;
+						let index = 0;
+						let toSlice = -1;
+						while (copyOffset < chunk.length) {
+							const nToCopy = Math.min(sourceChunks[index].length, chunk.length - copyOffset);
+							chunkToCopy.set(sourceChunks[index].subarray(0, nToCopy), copyOffset);
+							copyOffset += nToCopy;
+
+							if (nToCopy === sourceChunks[index].length) {
+								index++;
+							} else {
+								toSlice = nToCopy;
+							}
+						}
+						sourceChunks.splice(0, index);
+						if (toSlice !== -1) {
+							sourceChunks[0] = sourceChunks[0].subarray(toSlice);
+						}
 					}
-					sourceChunks.splice(0, index);
-				}
-				xorbOffset = writeChunk(xorb, xorbOffset, chunkToCopy);
-				if (xorbOffset === 0) {
-					// Failure to write chunk, maybe because it went over xorb size limit
-					yield { xorb: xorb.subarray(0, xorbOffset), hash: "" };
-					xorb = new Uint8Array(XORB_SIZE);
-					xorbOffset = writeChunk(xorb, 0, chunkToCopy);
-
-					if (xorbOffset === 0) {
-						throw new Error("Failed to write chunk into xorb");
+
+					let cacheData = chunkCache.getChunk(chunk.hash, chunkModule.compute_hmac);
+					if (cacheData === undefined && chunk.dedup && bytesSinceRemoteDedup >= INTERVAL_BETWEEN_REMOTE_DEDUP) {
+						const token = await xetWriteToken(params);
+						bytesSinceRemoteDedup = 0;
+
+						const shardResp = await params.customFetch(token.casUrl + "/v1/chunk/default/" + chunk.hash, {
+							headers: {
+								Authorization: `Bearer ${token.accessToken}`,
+							},
+						});
+
+						// todo: handle non-404 non-429 errors, eg throw error
+						if (shardResp.ok) {
+							const shard = await shardResp.blob();
+							const shardData = await parseShardData(shard);
+
+							for (const xorb of shardData.xorbs) {
+								const remoteXorbId = -remoteXorbHashes.length;
+								remoteXorbHashes.push(xorb.hash);
+								let i = 0;
+								for (const chunk of xorb.chunks) {
+									chunkCache.addChunkToCache(chunk.hash, remoteXorbId, i++, shardData.hmacKey);
+								}
+							}
+							cacheData = chunkCache.getChunk(chunk.hash, chunkModule.compute_hmac);
+						}
+					}
+					if (cacheData === undefined) {
+						xorbOffset = writeChunk(xorb, xorbOffset, chunkToCopy);
+
+						if (xorbOffset === 0) {
+							// Failure to write chunk, maybe because it went over xorb size limit
+							yield {
+								event: "xorb" as const,
+								xorb: xorb.subarray(0, xorbOffset),
+								hash: chunkModule.compute_xorb_hash(xorbChunks),
+								chunks: [...xorbChunks],
+								id: xorbId,
+								files: Object.entries(xorbFileProgress).map(([path, progress]) => ({ path, progress })),
+							};
+							xorbId++;
+							xorb = new Uint8Array(XORB_SIZE);
+							chunkIndex = 0;
+							chunkXorbId = xorbId;
+							xorbFileProgress = {};
+
+							for (const event of pendingFileEvents) {
+								event.representation = event.representation.map((rep) => ({
+									...rep,
+									xorbId: (rep.xorbId as number) >= 0 ? rep.xorbId : remoteXorbHashes[-rep.xorbId],
+								}));
+								yield event;
+							}
+							pendingFileEvents.length = 0;
+
+							xorbOffset = writeChunk(xorb, 0, chunkToCopy);
+
+							if (xorbOffset === 0) {
+								throw new Error("Failed to write chunk into xorb");
+							}
+						}
+
+						chunkCache.addChunkToCache(chunk.hash, xorbId, chunkIndex, null);
+						xorbChunks.push({ hash: chunk.hash, length: chunk.length });
+					} else {
+						chunkXorbId = cacheData.xorbIndex;
+						chunkIndex = cacheData.chunkIndex;
+						dedupedBytes += chunk.length; // Track deduplicated bytes
+					}
+					bytesSinceRemoteDedup += chunk.length;
+
+					const lastRep = fileRepresentation.at(-1);
+
+					if (!lastRep) {
+						fileRepresentation.push({
+							xorbId: chunkXorbId,
+							indexStart: chunkIndex,
+							indexEnd: chunkIndex + 1,
+							length: chunk.length,
+							rangeHash: "",
+						});
+						currentChunkRangeBeginning = fileChunks.length - 1;
+					} else {
+						if (lastRep.xorbId === chunkXorbId && lastRep.indexEnd === chunkIndex) {
+							lastRep.indexEnd = chunkIndex + 1;
+							lastRep.length += chunk.length;
+						} else {
+							lastRep.rangeHash = chunkModule.compute_verification_hash(
+								fileChunks.slice(currentChunkRangeBeginning, -1).map((x) => x.hash, -1)
+							);
+							fileRepresentation.push({
+								xorbId: chunkXorbId,
+								indexStart: chunkIndex,
+								indexEnd: chunkIndex + 1,
+								length: chunk.length,
+								rangeHash: "",
+							});
+							currentChunkRangeBeginning = fileChunks.length - 1;
+						}
+					}
+					xorbFileProgress[fileSource.path] = processedBytes / fileSource.content.size;
+					if (xorbChunks.length >= MAX_XORB_CHUNKS) {
+						yield {
+							event: "xorb" as const,
+							xorb: xorb.subarray(0, xorbOffset),
+							hash: chunkModule.compute_xorb_hash(xorbChunks),
+							chunks: [...xorbChunks],
+							id: xorbId,
+							files: Object.entries(xorbFileProgress).map(([path, progress]) => ({ path, progress })),
+						};
+						xorbId++;
+						xorbOffset = 0;
+						xorbChunks = [];
+						xorbFileProgress = {};
+						xorb = new Uint8Array(XORB_SIZE);
+
+						for (const event of pendingFileEvents) {
+							event.representation = event.representation.map((rep) => ({
+								...rep,
+								xorbId: (rep.xorbId as number) >= 0 ? rep.xorbId : remoteXorbHashes[-rep.xorbId],
+							}));
+							yield event;
+						}
+						pendingFileEvents.length = 0;
 					}
 				}
-				xorbChunks.push(chunk);
-				if (xorbChunks.length >= MAX_XORB_CHUNKS) {
-					yield { xorb: xorb.subarray(0, xorbOffset), hash: chunkModule.compute_xorb_hash(xorbChunks) };
-					xorbOffset = 0;
-					xorbChunks = [];
-					xorb = new Uint8Array(XORB_SIZE);
+			};
+
+			while (true) {
+				const { done, value } = await reader.read();
+				if (done) {
+					yield* addChunks(chunker.finish());
+					break;
 				}
+				processedBytes += value.length;
+				sourceChunks.push(value);
+				yield* addChunks(chunker.add_data(value));
 			}
-		};
 
-		while (true) {
-			const { done, value } = await reader.read();
-			if (done) {
-				yield* addChunks(chunker.finish());
-				break;
+			const lastRep = fileRepresentation.at(-1);
+			if (lastRep) {
+				lastRep.rangeHash = chunkModule.compute_verification_hash(
+					fileChunks.slice(currentChunkRangeBeginning).map((x) => x.hash)
+				);
 			}
-			sourceChunks.push(value);
-			yield* addChunks(chunker.add_data(value));
+
+			const dedupRatio = fileSource.content.size > 0 ? dedupedBytes / fileSource.content.size : 0;
+
+			pendingFileEvents.push({
+				event: "file" as const,
+				path: fileSource.path,
+				hash: chunkModule.compute_file_hash(fileChunks),
+				sha256: fileSource.sha256,
+				dedupRatio,
+				representation: fileRepresentation,
+			});
+		}
+
+		if (xorbOffset > 0) {
+			yield {
+				event: "xorb" as const,
+				xorb: xorb.subarray(0, xorbOffset),
+				hash: chunkModule.compute_xorb_hash(xorbChunks),
+				chunks: [...xorbChunks],
+				id: xorbId,
+				files: Object.entries(xorbFileProgress).map(([path, progress]) => ({ path, progress })),
+			};
+		}
+
+		for (const event of pendingFileEvents) {
+			event.representation = event.representation.map((rep) => ({
+				...rep,
+				xorbId: (rep.xorbId as number) >= 0 ? rep.xorbId : remoteXorbHashes[-rep.xorbId],
+			}));
+			yield event;
 		}
 	} finally {
 		chunker.free();
diff --git a/packages/hub/src/utils/shardParser.spec.ts b/packages/hub/src/utils/shardParser.spec.ts
new file mode 100644
index 0000000000..c8ace91439
--- /dev/null
+++ b/packages/hub/src/utils/shardParser.spec.ts
@@ -0,0 +1,27 @@
+import { parseShardData } from "./shardParser";
+import { readFile } from "fs/promises";
+import { expect, describe, it } from "vitest";
+import { init, compute_hmac } from "../vendor/xet-chunk/chunker_wasm";
+
+describe("shardParser", () => {
+	it("should parse a shard", async () => {
+		const buffer = await readFile("tests/gpt2-64-8bits.tflite.shard");
+		const shard = await parseShardData(new Blob([buffer]));
+		const expectedJson = JSON.parse(await readFile("tests/gpt2-64-8bits.tflite.shard.json", "utf-8"));
+
+		expect(shard.hmacKey).toBe(expectedJson.hmac_key);
+		expect(shard.xorbs.length).toEqual(expectedJson.xorbs.length);
+		for (let i = 0; i < shard.xorbs.length; i++) {
+			expect(shard.xorbs[i].hash).toEqual(expectedJson.xorbs[i].hash);
+			expect(shard.xorbs[i].chunks.length).toEqual(expectedJson.xorbs[i].chunk_hashes.length);
+			for (let j = 0; j < shard.xorbs[i].chunks.length; j++) {
+				expect(shard.xorbs[i].chunks[j].hash).toEqual(expectedJson.xorbs[i].chunk_hashes[j]);
+			}
+		}
+
+		await init();
+
+		const chunkHash = "9502eec19d4b0c9f7b389228fa801f68ecdf15d69ccd1da2f9ddbd0219898335";
+		expect(compute_hmac(chunkHash, shard.hmacKey)).toEqual(shard.xorbs[1].chunks[0].hash);
+	});
+});
diff --git a/packages/hub/src/utils/shardParser.ts b/packages/hub/src/utils/shardParser.ts
new file mode 100644
index 0000000000..e1a45d40c9
--- /dev/null
+++ b/packages/hub/src/utils/shardParser.ts
@@ -0,0 +1,149 @@
+import { SHARD_FOOTER_VERSION, SHARD_HEADER_VERSION, SHARD_MAGIC_TAG } from "./uploadShards";
+
+const HASH_LENGTH = 32;
+const XORB_HASH_BOOKEND = "ff".repeat(HASH_LENGTH);
+
+// Read 4 uint64 in little endian and convert to hex
+function readHashFromArray(array: Uint8Array, offset: number): string {
+	let hash = "";
+	for (let i = 0; i < HASH_LENGTH; i += 8) {
+		hash += `${array[offset + i + 7].toString(16).padStart(2, "0")}${array[offset + i + 6]
+			.toString(16)
+			.padStart(2, "0")}${array[offset + i + 5].toString(16).padStart(2, "0")}${array[offset + i + 4]
+			.toString(16)
+			.padStart(2, "0")}${array[offset + i + 3].toString(16).padStart(2, "0")}${array[offset + i + 2]
+			.toString(16)
+			.padStart(2, "0")}${array[offset + i + 1].toString(16).padStart(2, "0")}${array[offset + i]
+			.toString(16)
+			.padStart(2, "0")}`;
+	}
+	return hash;
+}
+
+export interface ShardData {
+	hmacKey: string;
+	xorbs: Array<{
+		hash: string;
+		chunks: Array<{
+			hash: string;
+			startOffset: number;
+			unpackedLength: number;
+		}>;
+	}>;
+}
+
+export async function parseShardData(shardBlob: Blob): Promise<ShardData> {
+	const shard = new Uint8Array(await shardBlob.arrayBuffer());
+	const shardView = new DataView(shard.buffer);
+
+	const magicTag = shard.slice(0, SHARD_MAGIC_TAG.length);
+	if (!magicTag.every((byte, i) => byte === SHARD_MAGIC_TAG[i])) {
+		throw new Error("Invalid shard magic tag");
+	}
+
+	const version = shardView.getBigUint64(SHARD_MAGIC_TAG.length, true);
+	if (version !== SHARD_HEADER_VERSION) {
+		throw new Error(`Invalid shard version: ${version}`);
+	}
+
+	const footerSize = Number(shardView.getBigUint64(SHARD_MAGIC_TAG.length + 8, true));
+
+	// Read footer to get section offsets
+	const footerStart = shard.length - footerSize;
+	const footerVersion = shardView.getBigUint64(footerStart, true);
+	if (footerVersion !== SHARD_FOOTER_VERSION) {
+		throw new Error(`Invalid shard footer version: ${footerVersion}`);
+	}
+
+	// version: u64,                    // Footer version (must be 1)
+	// file_info_offset: u64,           // Offset to file info section
+	// cas_info_offset: u64,            // Offset to CAS info section
+	// file_lookup_offset: u64,         // Offset to file lookup table
+	// file_lookup_num_entry: u64,      // Number of file lookup entries
+	// cas_lookup_offset: u64,          // Offset to CAS lookup table
+	// cas_lookup_num_entry: u64,       // Number of CAS lookup entries
+	// chunk_lookup_offset: u64,        // Offset to chunk lookup table
+	// chunk_lookup_num_entry: u64,     // Number of chunk lookup entries
+	// chunk_hash_hmac_key: [u64; 4],   // HMAC key for chunk hashes (32 bytes)
+	// shard_creation_timestamp: u64,   // Creation time (seconds since epoch)
+	// shard_key_expiry: u64,           // Expiry time (seconds since epoch)
+	// _buffer: [u64; 6],               // Reserved space (48 bytes)
+	// stored_bytes_on_disk: u64,       // Total bytes stored on disk
+	// materialized_bytes: u64,         // Total materialized bytes
+	// stored_bytes: u64,               // Total stored bytes
+	// footer_offset: u64,
+
+	//	const fileInfoStart = Number(shardView.getBigUint64(footerStart + 8, true));
+	const xorbInfoStart = Number(shardView.getBigUint64(footerStart + 16, true));
+	const fileLookupStart = Number(shardView.getBigUint64(footerStart + 24, true));
+	// const numFileLookups = Number(shardView.getBigUint64(footerStart + 32, true));
+	// const xorbLookupStart = Number(shardView.getBigUint64(footerStart + 40, true));
+	// const numXorbLookups = Number(shardView.getBigUint64(footerStart + 48, true));
+	// const chunkLookupStart = Number(shardView.getBigUint64(footerStart + 56, true));
+	// const numChunkLookups = Number(shardView.getBigUint64(footerStart + 64, true));
+	const hmacKey = readHashFromArray(shard, footerStart + 72);
+	// const shardCreationTimestamp = Number(shardView.getBigUint64(footerStart + 104, true));
+	// const shardKeyExpiry = Number(shardView.getBigUint64(footerStart + 112, true));
+	// const storedBytesOnDisk = Number(shardView.getBigUint64(footerStart + 168, true));
+	// const materializedBytes = Number(shardView.getBigUint64(footerStart + 176, true));
+	// const storedBytes = Number(shardView.getBigUint64(footerStart + 184, true));
+	// const footerOffset = Number(shardView.getBigUint64(footerStart + 192, true));
+
+	// Parse XORB Info Section
+	const xorbs: ShardData["xorbs"] = [];
+	let offset = xorbInfoStart;
+
+	while (offset < fileLookupStart) {
+		// Read xorb entry
+		const xorbHash = readHashFromArray(shard, offset);
+		offset += HASH_LENGTH;
+
+		if (xorbHash === XORB_HASH_BOOKEND) {
+			break;
+		}
+
+		// const flags = shardView.getUint32(offset, true);
+		offset += 4;
+
+		const chunkCount = shardView.getUint32(offset, true);
+		offset += 4;
+
+		// const numBytesInXorb = shardView.getUint32(offset, true);
+		offset += 4;
+
+		// const numBytesUnpacked = shardView.getUint32(offset, true);
+		offset += 4;
+
+		// Read chunks for this xorb
+		const chunks: ShardData["xorbs"][number]["chunks"] = [];
+		for (let i = 0; i < chunkCount; i++) {
+			const chunkHash = readHashFromArray(shard, offset);
+			offset += HASH_LENGTH;
+
+			const startOffset = shardView.getUint32(offset, true);
+			offset += 4;
+
+			const length = shardView.getUint32(offset, true);
+			offset += 4;
+
+			// Skip reserved 8 bytes
+			offset += 8;
+
+			chunks.push({
+				hash: chunkHash,
+				startOffset,
+				unpackedLength: length,
+			});
+		}
+
+		xorbs.push({
+			hash: xorbHash,
+			chunks,
+		});
+	}
+
+	return {
+		hmacKey,
+		xorbs,
+	};
+}
diff --git a/packages/hub/src/utils/uploadShards.ts b/packages/hub/src/utils/uploadShards.ts
new file mode 100644
index 0000000000..7e55cdaf0f
--- /dev/null
+++ b/packages/hub/src/utils/uploadShards.ts
@@ -0,0 +1,401 @@
+import { createApiError } from "../error";
+import type { RepoId } from "../types/public";
+import { createXorbs } from "./createXorbs";
+import { sum } from "./sum";
+import { xetWriteToken } from "./xetWriteToken";
+
+const SHARD_MAX_SIZE = 64 * 1024 * 1024;
+const SHARD_HEADER_SIZE = 48;
+const SHARD_FOOTER_SIZE = 192;
+const HASH_LENGTH = 32;
+const XORB_FOOTER_LENGTH = 48;
+const FILE_FOOTER_LENGTH = 48;
+export const SHARD_HEADER_VERSION = 2n;
+export const SHARD_FOOTER_VERSION = 1n;
+
+const MDB_FILE_FLAG_WITH_VERIFICATION = 0x80000000; // Cannot define as 1 << 31 because it becomes a negative number
+const MDB_FILE_FLAG_WITH_METADATA_EXT = 0x40000000;
+
+export const SHARD_MAGIC_TAG = new Uint8Array([
+	"H".charCodeAt(0),
+	"F".charCodeAt(0),
+	"R".charCodeAt(0),
+	"e".charCodeAt(0),
+	"p".charCodeAt(0),
+	"o".charCodeAt(0),
+	"M".charCodeAt(0),
+	"e".charCodeAt(0),
+	"t".charCodeAt(0),
+	"a".charCodeAt(0),
+	"D".charCodeAt(0),
+	"a".charCodeAt(0),
+	"t".charCodeAt(0),
+	"a".charCodeAt(0),
+	0,
+	85,
+	105,
+	103,
+	69,
+	106,
+	123,
+	129,
+	87,
+	131,
+	165,
+	189,
+	217,
+	92,
+	205,
+	209,
+	74,
+	169,
+]);
+
+interface UploadShardsParams {
+	accessToken: string | undefined;
+	hubUrl: string;
+	customFetch: typeof fetch;
+	repo: RepoId;
+	rev: string;
+}
+
+/**
+ * Outputs the file sha256 after their xorbs/shards have been uploaded.
+ */
+export async function* uploadShards(
+	source: AsyncGenerator<{ content: Blob; path: string; sha256: string }>,
+	params: UploadShardsParams
+): AsyncGenerator<
+	| { event: "file"; path: string; sha256: string; dedupRatio: number }
+	| { event: "fileProgress"; path: string; progress: number }
+> {
+	const xorbHashes: Array<string> = [];
+
+	const fileInfoSection = new Uint8Array(Math.floor(SHARD_MAX_SIZE - SHARD_HEADER_SIZE - SHARD_FOOTER_SIZE) * 0.25);
+	const xorbInfoSection = new Uint8Array(Math.floor(SHARD_MAX_SIZE - SHARD_HEADER_SIZE - SHARD_FOOTER_SIZE) * 0.75);
+
+	const xorbView = new DataView(xorbInfoSection.buffer);
+	let xorbViewOffset = 0;
+	const fileInfoView = new DataView(fileInfoSection.buffer);
+	let fileViewOffset = 0;
+	let xorbTotalSize = 0n;
+	let fileTotalSize = 0n;
+	let xorbTotalUnpackedSize = 0n;
+
+	for await (const output of createXorbs(source, params)) {
+		switch (output.event) {
+			case "xorb": {
+				xorbHashes.push(output.hash);
+
+				// Calculate space needed for this xorb entry
+				const xorbEntrySize = HASH_LENGTH + 4 + 4 + 4 + 4; // hash + flags + count + unpacked + packed
+				const chunksSize = output.chunks.length * (HASH_LENGTH + 4 + 4 + 8); // per chunk: hash + length + offset + reserved
+				const totalXorbSize = xorbEntrySize + chunksSize;
+
+				// Check if adding this xorb would exceed buffer capacity
+				if (xorbViewOffset + totalXorbSize > xorbInfoSection.length) {
+					// Upload current shard and reset buffers
+					if (xorbViewOffset > 0 || fileViewOffset > 0) {
+						await uploadShard(createShard(), params);
+					}
+				}
+
+				// todo: handle when going out of bounds
+				writeHashToArray(output.hash, xorbInfoSection, xorbViewOffset);
+				xorbViewOffset += HASH_LENGTH;
+				xorbView.setUint32(xorbViewOffset, 0, true); // flags
+				xorbViewOffset += 4;
+				xorbView.setUint32(xorbViewOffset, output.chunks.length, true);
+				xorbViewOffset += 4;
+				const xorbUnpackedSize = sum(output.chunks.map((x) => x.length));
+				xorbView.setUint32(xorbViewOffset, xorbUnpackedSize, true);
+				xorbTotalUnpackedSize += BigInt(xorbUnpackedSize);
+				xorbTotalSize += BigInt(output.xorb.byteLength);
+				xorbViewOffset += 4;
+				xorbView.setUint32(xorbViewOffset, output.xorb.byteLength, true);
+				xorbViewOffset += 4;
+
+				let chunkBytes = 0;
+				for (const chunk of output.chunks) {
+					writeHashToArray(chunk.hash, xorbInfoSection, xorbViewOffset);
+					xorbViewOffset += HASH_LENGTH;
+					xorbView.setUint32(xorbViewOffset, chunkBytes, true);
+					xorbViewOffset += 4;
+					xorbView.setUint32(xorbViewOffset, chunkBytes + chunk.length, true);
+					xorbViewOffset += 4;
+					xorbView.setBigUint64(xorbViewOffset, 0n, true); // reserved
+					xorbViewOffset += 8;
+					chunkBytes += chunk.length;
+				}
+
+				await uploadXorb(output, params);
+				//^ Todo: queue it and do not await it
+
+				for (const file of output.files) {
+					yield { event: "fileProgress", path: file.path, progress: file.progress };
+				}
+				break;
+			}
+			case "file": {
+				yield { event: "file", path: output.path, sha256: output.sha256, dedupRatio: output.dedupRatio }; // Maybe wait until shard is uploaded before yielding.
+
+				// Calculate space needed for this file entry
+				const fileHeaderSize = HASH_LENGTH + 4 + 4 + 8; // hash + flags + rep length + reserved
+				const representationSize = output.representation.length * (HASH_LENGTH + 4 + 4 + 4 + 4); // per rep: xorb hash + flags + length + offset + endOffset
+				const verificationSize = output.representation.length * (HASH_LENGTH + 16); // per rep: range hash + reserved
+				const metadataSize = HASH_LENGTH + 16; // sha256 + reserved
+				const totalFileSize = fileHeaderSize + representationSize + verificationSize + metadataSize;
+
+				// Check if adding this file would exceed buffer capacity
+				if (fileViewOffset + totalFileSize > fileInfoSection.length) {
+					// Upload current shard and reset buffers
+					if (xorbViewOffset > 0 || fileViewOffset > 0) {
+						await uploadShard(createShard(), params);
+					}
+				}
+
+				writeHashToArray(output.hash, fileInfoSection, fileViewOffset);
+				fileViewOffset += HASH_LENGTH;
+				// Cannot use | binary operator since it works with int32 not uint32 and one of the flags is 1 << 31
+				fileInfoView.setUint32(fileViewOffset, MDB_FILE_FLAG_WITH_METADATA_EXT + MDB_FILE_FLAG_WITH_VERIFICATION, true);
+				fileViewOffset += 4;
+				fileInfoView.setUint32(fileViewOffset, output.representation.length, true);
+				fileViewOffset += 4;
+				fileInfoView.setBigUint64(fileViewOffset, 0n, true); // reserved
+				fileViewOffset += 8;
+
+				for (const repItem of output.representation) {
+					writeHashToArray(
+						typeof repItem.xorbId === "number" ? xorbHashes[repItem.xorbId] : repItem.xorbId,
+						fileInfoSection,
+						fileViewOffset
+					);
+					fileViewOffset += HASH_LENGTH;
+					fileInfoView.setUint32(fileViewOffset, 0, true); // Xorb flags
+					fileViewOffset += 4;
+					fileInfoView.setUint32(fileViewOffset, repItem.length, true);
+					fileViewOffset += 4;
+					fileInfoView.setUint32(fileViewOffset, repItem.indexStart, true);
+					fileViewOffset += 4;
+					fileInfoView.setUint32(fileViewOffset, repItem.indexEnd, true);
+					fileViewOffset += 4;
+				}
+
+				// File verification data
+				for (const repItem of output.representation) {
+					writeHashToArray(repItem.rangeHash, fileInfoSection, fileViewOffset);
+					fileViewOffset += HASH_LENGTH;
+					// reserved in file verification data
+					for (let i = 0; i < 16; i++) {
+						fileInfoSection[i] = 0;
+					}
+					fileViewOffset += 16;
+				}
+
+				// File metadata ext
+				writeHashToArray(output.sha256, fileInfoSection, fileViewOffset);
+				fileViewOffset += HASH_LENGTH;
+
+				// reserved in file metadata ext
+				for (let i = 0; i < 16; i++) {
+					fileInfoSection[i] = 0;
+				}
+				fileViewOffset += 16;
+
+				break;
+			}
+		}
+	}
+
+	function createShard(): Uint8Array {
+		const shard = new Uint8Array(
+			SHARD_HEADER_SIZE + SHARD_FOOTER_SIZE + xorbViewOffset + XORB_FOOTER_LENGTH + fileViewOffset + FILE_FOOTER_LENGTH
+		);
+
+		const shardView = new DataView(shard.buffer);
+		let shardOffset = 0;
+
+		// Header
+		shard.set(SHARD_MAGIC_TAG, shardOffset);
+		shardOffset += SHARD_MAGIC_TAG.length;
+
+		shardView.setBigUint64(shardOffset, SHARD_HEADER_VERSION, true);
+		shardOffset += 8;
+
+		shardView.setBigUint64(shardOffset, BigInt(SHARD_FOOTER_SIZE), true);
+		shardOffset += 8;
+
+		// File Info Section
+		shard.set(fileInfoSection.slice(0, fileViewOffset), shardOffset);
+		shardOffset += fileViewOffset;
+
+		// File info bookend
+		for (let i = 0; i < 32; i++) {
+			shard[shardOffset + i] = 0xff;
+		}
+		shardOffset += 32;
+		for (let i = 0; i < 16; i++) {
+			shard[shardOffset + i] = 0;
+		}
+		shardOffset += 16;
+
+		// XORB Info Section
+		shard.set(xorbInfoSection.slice(0, xorbViewOffset), shardOffset);
+		shardOffset += xorbViewOffset;
+
+		// Xorb info bookend
+		for (let i = 0; i < 32; i++) {
+			shard[shardOffset + i] = 0xff;
+		}
+		shardOffset += 32;
+		for (let i = 0; i < 16; i++) {
+			shard[shardOffset + i] = 0;
+		}
+		shardOffset += 16;
+
+		// Footer
+		const footerOffset = shardOffset;
+
+		// version: u64,                    // Footer version (must be 1)
+		// file_info_offset: u64,           // Offset to file info section
+		// cas_info_offset: u64,            // Offset to CAS info section
+		// file_lookup_offset: u64,         // Offset to file lookup table
+		// file_lookup_num_entry: u64,      // Number of file lookup entries
+		// cas_lookup_offset: u64,          // Offset to CAS lookup table
+		// cas_lookup_num_entry: u64,       // Number of CAS lookup entries
+		// chunk_lookup_offset: u64,        // Offset to chunk lookup table
+		// chunk_lookup_num_entry: u64,     // Number of chunk lookup entries
+		// chunk_hash_hmac_key: [u64; 4],   // HMAC key for chunk hashes (32 bytes)
+		// shard_creation_timestamp: u64,   // Creation time (seconds since epoch)
+		// shard_key_expiry: u64,           // Expiry time (seconds since epoch)
+		// _buffer: [u64; 6],               // Reserved space (48 bytes)
+		// stored_bytes_on_disk: u64,       // Total bytes stored on disk
+		// materialized_bytes: u64,         // Total materialized bytes
+		// stored_bytes: u64,               // Total stored bytes
+		// footer_offset: u64,
+
+		shardView.setBigUint64(shardOffset, SHARD_FOOTER_VERSION, true);
+		shardOffset += 8;
+		shardView.setBigUint64(shardOffset, BigInt(SHARD_HEADER_SIZE), true); // beginning of fileinfo section
+		shardOffset += 8;
+		shardView.setBigUint64(shardOffset, BigInt(SHARD_FOOTER_SIZE + fileInfoSection.byteLength), true); // beginning of xorbinfo section
+		shardOffset += 8;
+		shardView.setBigUint64(
+			shardOffset,
+			BigInt(SHARD_FOOTER_SIZE + fileInfoSection.byteLength + xorbInfoSection.byteLength),
+			true
+		); // beginning of file lookup table
+		shardOffset += 8;
+		shardView.setBigUint64(shardOffset, BigInt(0), true); // num entries in file lookup table
+		shardOffset += 8;
+
+		shardView.setBigUint64(
+			shardOffset,
+			BigInt(SHARD_FOOTER_SIZE + fileInfoSection.byteLength + xorbInfoSection.byteLength + 8),
+			true
+		); // beginning of cas lookup table
+		shardOffset += 8;
+		shardView.setBigUint64(shardOffset, BigInt(0), true); // num entries in cas lookup table
+		shardOffset += 8;
+
+		// Footer
+		shardView.setBigUint64(
+			shardOffset,
+			BigInt(SHARD_FOOTER_SIZE + fileInfoSection.byteLength + xorbInfoSection.byteLength + 16),
+			true
+		); // beginning of chunk lookup table
+		shardOffset += 8;
+		shardView.setBigUint64(shardOffset, BigInt(0), true); // num entries in chunk lookup table
+		shardOffset += 8;
+
+		// Chunk HMAC
+		for (let i = 0; i < 32; i++) {
+			shardView.setUint8(shardOffset + i, 0);
+		}
+		shardOffset += 32;
+
+		shardView.setBigUint64(shardOffset, BigInt(Math.floor(Date.now() / 1000)), true);
+		shardOffset += 8;
+
+		// Shard key expiration
+		shardView.setBigUint64(shardOffset, 0n, true);
+		shardOffset += 8;
+
+		// Reserved space (48 bytes)
+		for (let i = 0; i < 48; i++) {
+			shardView.setUint8(shardOffset + i, 0);
+		}
+		shardOffset += 48;
+
+		shardView.setBigUint64(shardOffset, xorbTotalSize, true);
+		shardOffset += 8;
+
+		shardView.setBigUint64(shardOffset, fileTotalSize, true);
+		shardOffset += 8;
+
+		shardView.setBigUint64(shardOffset, xorbTotalUnpackedSize, true);
+		shardOffset += 8;
+
+		shardView.setBigUint64(footerOffset, BigInt(footerOffset), true);
+
+		xorbViewOffset = 0;
+		fileViewOffset = 0;
+		xorbTotalSize = 0n;
+		xorbTotalUnpackedSize = 0n;
+		fileTotalSize = 0n;
+
+		return shard;
+	}
+
+	// If un-uploaded data remains, upload it
+	if (xorbViewOffset || fileViewOffset) {
+		await uploadShard(createShard(), params);
+	}
+}
+
+// Todo: switch from hex to non-hex when WASM switches. For now consider hash is hex
+function writeHashToArray(hash: string, array: Uint8Array, offset: number) {
+	for (let i = 0; i < hash.length; i += 16) {
+		// Write a uint64 in little endian
+		array[offset + i / 2] = parseInt(hash.substring(i + 2 * 7, i + 2 * 8), 16);
+		array[offset + i / 2 + 1] = parseInt(hash.substring(i + 2 * 6, i + 2 * 7), 16);
+		array[offset + i / 2 + 2] = parseInt(hash.substring(i + 2 * 5, i + 2 * 6), 16);
+		array[offset + i / 2 + 3] = parseInt(hash.substring(i + 2 * 4, i + 2 * 5), 16);
+		array[offset + i / 2 + 4] = parseInt(hash.substring(i + 2 * 3, i + 2 * 4), 16);
+		array[offset + i / 2 + 5] = parseInt(hash.substring(i + 2 * 2, i + 2 * 3), 16);
+		array[offset + i / 2 + 6] = parseInt(hash.substring(i + 2 * 1, i + 2 * 2), 16);
+		array[offset + i / 2 + 7] = parseInt(hash.substring(i + 2 * 0, i + 2 * 1), 16);
+	}
+}
+
+async function uploadXorb(xorb: { hash: string; xorb: Uint8Array }, params: UploadShardsParams) {
+	const token = await xetWriteToken(params);
+
+	const resp = await params.customFetch(`${token.casUrl}/v1/xorb/default/${xorb.hash}`, {
+		method: "POST",
+		body: xorb.xorb,
+		headers: {
+			Authorization: `Bearer ${token.accessToken}`,
+		},
+	});
+
+	if (!resp.ok) {
+		throw await createApiError(resp);
+	}
+}
+
+async function uploadShard(shard: Uint8Array, params: UploadShardsParams) {
+	const token = await xetWriteToken(params);
+
+	const resp = await params.customFetch(`${token.casUrl}/v1/shard/default-merkledb`, {
+		method: "POST",
+		body: shard,
+		headers: {
+			Authorization: `Bearer ${token.accessToken}`,
+		},
+	});
+
+	if (!resp.ok) {
+		throw await createApiError(resp);
+	}
+}
diff --git a/packages/hub/src/utils/xetWriteToken.ts b/packages/hub/src/utils/xetWriteToken.ts
new file mode 100644
index 0000000000..05db4ee859
--- /dev/null
+++ b/packages/hub/src/utils/xetWriteToken.ts
@@ -0,0 +1,96 @@
+import { createApiError } from "../error";
+import type { RepoId } from "../types/public";
+
+export interface XetWriteTokenParams {
+	accessToken: string | undefined;
+	hubUrl: string;
+	customFetch: typeof fetch;
+	repo: RepoId;
+	rev: string;
+}
+
+const JWT_SAFETY_PERIOD = 60_000;
+const JWT_CACHE_SIZE = 1_000;
+
+function cacheKey(params: Omit<XetWriteTokenParams, "customFetch">): string {
+	return JSON.stringify([params.hubUrl, params.repo, params.rev, params.accessToken]);
+}
+
+const jwtPromises: Map<string, Promise<{ accessToken: string; casUrl: string }>> = new Map();
+/**
+ * Cache to store JWTs, to avoid making many auth requests when downloading multiple files from the same repo
+ */
+const jwts: Map<
+	string,
+	{
+		accessToken: string;
+		expiresAt: Date;
+		casUrl: string;
+	}
+> = new Map();
+
+export async function xetWriteToken(params: XetWriteTokenParams): Promise<{ accessToken: string; casUrl: string }> {
+	const key = cacheKey(params);
+
+	const jwt = jwts.get(key);
+
+	if (jwt && jwt.expiresAt > new Date(Date.now() + JWT_SAFETY_PERIOD)) {
+		return { accessToken: jwt.accessToken, casUrl: jwt.casUrl };
+	}
+
+	// If we already have a promise for this repo, return it
+	const existingPromise = jwtPromises.get(key);
+	if (existingPromise) {
+		return existingPromise;
+	}
+
+	const promise = (async () => {
+		const resp = await params.customFetch(
+			`${params.hubUrl}/api/${params.repo.type}s/${params.repo.name}/xet-write-token/${params.rev}`,
+			{
+				headers: params.accessToken
+					? {
+							Authorization: `Bearer ${params.accessToken}`,
+					  }
+					: {},
+			}
+		);
+
+		if (!resp.ok) {
+			throw await createApiError(resp);
+		}
+
+		const json: { accessToken: string; casUrl: string; exp: number } = await resp.json();
+		const jwt = {
+			accessToken: json.accessToken,
+			expiresAt: new Date(json.exp * 1000),
+			casUrl: json.casUrl,
+		};
+
+		jwtPromises.delete(key);
+
+		for (const [key, value] of jwts.entries()) {
+			if (value.expiresAt < new Date(Date.now() + JWT_SAFETY_PERIOD)) {
+				jwts.delete(key);
+			} else {
+				break;
+			}
+		}
+		if (jwts.size >= JWT_CACHE_SIZE) {
+			const keyToDelete = jwts.keys().next().value;
+			if (keyToDelete) {
+				jwts.delete(keyToDelete);
+			}
+		}
+		jwts.set(key, jwt);
+
+		return {
+			accessToken: json.accessToken,
+			casUrl: json.casUrl,
+		};
+	})();
+
+	jwtPromises.set(key, promise);
+
+	return promise;
+}
diff --git a/packages/hub/src/vendor/xet-chunk/chunker_wasm.ts b/packages/hub/src/vendor/xet-chunk/chunker_wasm.ts
index 2446dd4574..4ce742d130 100644
--- a/packages/hub/src/vendor/xet-chunk/chunker_wasm.ts
+++ b/packages/hub/src/vendor/xet-chunk/chunker_wasm.ts
@@ -33,7 +33,7 @@ async function init(): Promise<void> {
 			)
 		).map(([from, names]) => ({ from, names }));
 		const wasm = await WebAssembly.instantiate(wasmModule, {
-			"./chunker_wasm_bg.js": Object.fromEntries(
+			"./hf_xet_thin_wasm_bg.js": Object.fromEntries(
 				// @ts-expect-error ok for any type
 				(imports[0].names as string[]).map((name) => [name, __glue_imports[name]])
 			),
@@ -55,7 +55,13 @@ init();
 
 export { init };
 
-export { compute_xorb_hash, Chunker } from "./chunker_wasm_bg.js";
+export {
+	compute_xorb_hash,
+	compute_file_hash,
+	Chunker,
+	compute_verification_hash,
+	compute_hmac,
+} from "./chunker_wasm_bg.js";
 
 // const exports = WebAssembly.Module.exports(wasmModule).map((item) => item.name);
 
diff --git a/packages/hub/src/vendor/xet-chunk/chunker_wasm_bg.d.ts b/packages/hub/src/vendor/xet-chunk/chunker_wasm_bg.d.ts
index 3ec1cf3934..52c6d5edaf 100644
--- a/packages/hub/src/vendor/xet-chunk/chunker_wasm_bg.d.ts
+++ b/packages/hub/src/vendor/xet-chunk/chunker_wasm_bg.d.ts
@@ -1,9 +1,12 @@
 /* tslint:disable */
 /* eslint-disable */
-export function compute_xorb_hash(chunks_array: any): string;
+export function compute_xorb_hash(chunks_array: Array<{ hash: string; length: number }>): string;
+export function compute_verification_hash(chunkHashes: string[]): string;
+export function compute_file_hash(chunks_array: Array<{ hash: string; length: number }>): string;
+export function compute_hmac(hash: string, key: string): string;
 export class Chunker {
 	free(): void;
 	constructor(target_chunk_size: number);
-	add_data(data: Uint8Array): Array<{ hash: string; length: number }>;
-	finish(): Array<{ hash: string; length: number }>;
+	add_data(data: Uint8Array): Array<{ hash: string; length: number; dedup: boolean }>;
+	finish(): Array<{ hash: string; length: number; dedup: boolean }>;
 }
diff --git a/packages/hub/src/vendor/xet-chunk/chunker_wasm_bg.js b/packages/hub/src/vendor/xet-chunk/chunker_wasm_bg.js
index d41d63de51..f5e249e67d 100644
--- a/packages/hub/src/vendor/xet-chunk/chunker_wasm_bg.js
+++ b/packages/hub/src/vendor/xet-chunk/chunker_wasm_bg.js
@@ -95,17 +95,6 @@ function handleError(f, args) {
     }
 }
 
-const lTextDecoder = typeof TextDecoder === 'undefined' ? (0, module.require)('util').TextDecoder : TextDecoder;
-
-let cachedTextDecoder = new lTextDecoder('utf-8', { ignoreBOM: true, fatal: true });
-
-cachedTextDecoder.decode();
-
-function getStringFromWasm0(ptr, len) {
-    ptr = ptr >>> 0;
-    return cachedTextDecoder.decode(getUint8ArrayMemory0().subarray(ptr, ptr + len));
-}
-
 function debugString(val) {
     // primitive types
     const type = typeof val;
@@ -171,6 +160,17 @@ function debugString(val) {
     return className;
 }
 
+const lTextDecoder = typeof TextDecoder === 'undefined' ? (0, module.require)('util').TextDecoder : TextDecoder;
+
+let cachedTextDecoder = new lTextDecoder('utf-8', { ignoreBOM: true, fatal: true });
+
+cachedTextDecoder.decode();
+
+function getStringFromWasm0(ptr, len) {
+    ptr = ptr >>> 0;
+    return cachedTextDecoder.decode(getUint8ArrayMemory0().subarray(ptr, ptr + len));
+}
+
 function isLikeNone(x) {
     return x === undefined || x === null;
 }
@@ -188,6 +188,8 @@ function takeFromExternrefTable0(idx) {
     return value;
 }
 /**
+ * takes an Array of Objects of the form { "hash": string, "length": number }
+ * and returns a string of a hash
  * @param {any} chunks_array
  * @returns {string}
  */
@@ -210,6 +212,95 @@ export function compute_xorb_hash(chunks_array) {
     }
 }
 
+/**
+ * takes an Array of Objects of the form { "hash": string, "length": number }
+ * and returns a string of a hash
+ * @param {any} chunks_array
+ * @returns {string}
+ */
+export function compute_file_hash(chunks_array) {
+    let deferred2_0;
+    let deferred2_1;
+    try {
+        const ret = wasm.compute_file_hash(chunks_array);
+        var ptr1 = ret[0];
+        var len1 = ret[1];
+        if (ret[3]) {
+            ptr1 = 0; len1 = 0;
+            throw takeFromExternrefTable0(ret[2]);
+        }
+        deferred2_0 = ptr1;
+        deferred2_1 = len1;
+        return getStringFromWasm0(ptr1, len1);
+    } finally {
+        wasm.__wbindgen_free(deferred2_0, deferred2_1, 1);
+    }
+}
+
+function passArrayJsValueToWasm0(array, malloc) {
+    const ptr = malloc(array.length * 4, 4) >>> 0;
+    for (let i = 0; i < array.length; i++) {
+        const add = addToExternrefTable0(array[i]);
+        getDataViewMemory0().setUint32(ptr + 4 * i, add, true);
+    }
+    WASM_VECTOR_LEN = array.length;
+    return ptr;
+}
+/**
+ * takes an Array of hashes as strings and returns the verification hash for that range of chunk hashes
+ * @param {string[]} chunk_hashes
+ * @returns {string}
+ */
+export function compute_verification_hash(chunk_hashes) {
+    let deferred3_0;
+    let deferred3_1;
+    try {
+        const ptr0 = passArrayJsValueToWasm0(chunk_hashes, wasm.__wbindgen_malloc);
+        const len0 = WASM_VECTOR_LEN;
+        const ret = wasm.compute_verification_hash(ptr0, len0);
+        var ptr2 = ret[0];
+        var len2 = ret[1];
+        if (ret[3]) {
+            ptr2 = 0; len2 = 0;
+            throw takeFromExternrefTable0(ret[2]);
+        }
+        deferred3_0 = ptr2;
+        deferred3_1 = len2;
+        return getStringFromWasm0(ptr2, len2);
+    } finally {
+        wasm.__wbindgen_free(deferred3_0, deferred3_1, 1);
+    }
+}
+
+/**
+ * takes a hash and HMAC key (both as hex strings) and returns the HMAC result as a hex string
+ * @param {string} hash_hex
+ * @param {string} hmac_key_hex
+ * @returns {string}
+ */
+export function compute_hmac(hash_hex, hmac_key_hex) {
+    let deferred4_0;
+    let deferred4_1;
+    try {
+        const ptr0 = passStringToWasm0(hash_hex, wasm.__wbindgen_malloc, wasm.__wbindgen_realloc);
+        const len0 = WASM_VECTOR_LEN;
+        const ptr1 = passStringToWasm0(hmac_key_hex, wasm.__wbindgen_malloc, wasm.__wbindgen_realloc);
+        const len1 = WASM_VECTOR_LEN;
+        const ret = wasm.compute_hmac(ptr0, len0, ptr1, len1);
+        var ptr3 = ret[0];
+        var len3 = ret[1];
+        if (ret[3]) {
+            ptr3 = 0; len3 = 0;
+            throw takeFromExternrefTable0(ret[2]);
+        }
+        deferred4_0 = ptr3;
+        deferred4_1 = len3;
+        return getStringFromWasm0(ptr3, len3);
+    } finally {
+        wasm.__wbindgen_free(deferred4_0, deferred4_1, 1);
+    }
+}
+
 const ChunkerFinalization = (typeof FinalizationRegistry === 'undefined')
     ? { register: () => {}, unregister: () => {} }
     : new FinalizationRegistry(ptr => wasm.__wbg_chunker_free(ptr >>> 0, 1));
@@ -346,10 +437,6 @@ export function __wbg_length_e2d2a49132c1b256(arg0) {
     return ret;
 };
 
-export function __wbg_log_c5d1a8dc098212af(arg0, arg1) {
-    console.log(getStringFromWasm0(arg0, arg1));
-};
-
 export function __wbg_new_405e22f390576ce2() {
     const ret = new Object();
     return ret;
diff --git a/packages/hub/src/vendor/xet-chunk/chunker_wasm_bg.wasm.base64.ts b/packages/hub/src/vendor/xet-chunk/chunker_wasm_bg.wasm.base64.ts
index 86d5cfc1d1..8fe1e5e404 100644
--- a/packages/hub/src/vendor/xet-chunk/chunker_wasm_bg.wasm.base64.ts
+++ b/packages/hub/src/vendor/xet-chunk/chunker_wasm_bg.wasm.base64.ts
@@ -1,1691 +1,1763 @@
 // Generated by build-xet-wasm.sh
 export const wasmBase64 = atob(`
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-f39/f38Bf2AFf39/f38Bf2ACb28Bf2ACf38Bb2AAAX9gAAR/f39/YAFvAXxgAXwBb2ADb29vAGAC
-b38Bb2ADb39vAGADb29/AGAFf39/fn8AYAd/f39+f39/AX9gCX9/f39/f35+fgBgA35/fwF/YAd/
-f39/f39/AX9gA39/fwN/f39gAW8Ef39/f2ABfwN/f39gBX9/fX9/AGAEf31/fwBgBX9/fH9/AGAE
-f3x/fwBgBX9/fn9/AGAEf35/fwAC9RAoGC4vaGZfeGV0X3RoaW5fd2FzbV9iZy5qcxRfX3diaW5k
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-X3diaW5kZ2VuX3N0cmluZ19uZXcAFBguL2hmX3hldF90aGluX3dhc21fYmcuanMZX193YmluZGdl
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+`
+		.trim()
+		.replaceAll("\n", "")
+);
 const wasmBinary = new Uint8Array(wasmBase64.length);
 for (let i = 0; i < wasmBase64.length; i++) {
 	wasmBinary[i] = wasmBase64.charCodeAt(i);
diff --git a/packages/hub/src/vendor/xet-chunk/chunker_wasm_bg.wasm.d.ts b/packages/hub/src/vendor/xet-chunk/chunker_wasm_bg.wasm.d.ts
index 1535d5a6fb..f801c69db8 100644
--- a/packages/hub/src/vendor/xet-chunk/chunker_wasm_bg.wasm.d.ts
+++ b/packages/hub/src/vendor/xet-chunk/chunker_wasm_bg.wasm.d.ts
@@ -6,6 +6,9 @@ export const chunker_new: (a: number) => number;
 export const chunker_add_data: (a: number, b: number, c: number) => [number, number, number];
 export const chunker_finish: (a: number) => [number, number, number];
 export const compute_xorb_hash: (a: any) => [number, number, number, number];
+export const compute_file_hash: (a: any) => [number, number, number, number];
+export const compute_verification_hash: (a: number, b: number) => [number, number, number, number];
+export const compute_hmac: (a: number, b: number, c: number, d: number) => [number, number, number, number];
 export const __wbindgen_malloc: (a: number, b: number) => number;
 export const __wbindgen_realloc: (a: number, b: number, c: number, d: number) => number;
 export const __wbindgen_exn_store: (a: number) => void;
diff --git a/packages/hub/tests/gpt2-64-8bits.tflite.shard b/packages/hub/tests/gpt2-64-8bits.tflite.shard
new file mode 100644
index 0000000000..efa57c8653
Binary files /dev/null and b/packages/hub/tests/gpt2-64-8bits.tflite.shard differ
diff --git a/packages/hub/tests/gpt2-64-8bits.tflite.shard.json b/packages/hub/tests/gpt2-64-8bits.tflite.shard.json
new file mode 100644
index 0000000000..4b55adb6c0
--- /dev/null
+++ b/packages/hub/tests/gpt2-64-8bits.tflite.shard.json
@@ -0,0 +1,2137 @@
+{
+  "hmac_key": "d6834b04843aaf16f29903e2428a99be635099f9ea5056cc4e95e7ec8a41509f",
+  "xorbs": [
+    {
+      "hash": "16fe54ff57e667703a42fee0714b243eabd2d219773fb88446da2795c901dc0d",
+      "chunk_hashes": [
+        "2d35ee5d16461ade43e53cf039a35ed65ee18d0ef37eb0142c0399efcf0f99ea",
+        "117f7a8bfb5a999aba0984b6f291756a2445715dad27a58467eadd97c9304b2c",
+        "26b2c89bdd80a31b84ca3cd48076917fb95b6ee9536b1b51c5213504fd967189",
+        "6deed1dc1ece04aae502023438faa98cc960e85d5899b110e38863d04b9e289b",
+        "3f4a1c53a1499af960d07cc3c7875dfd2bbcd1b4081713afc7d6eaecfcc81379",
+        "18ac2a2dd96526d0895b275f3b99c65c9be17f4ea1001a45afe0c0667e9311f7",
+        "78ee665b9dce6ca5da6a0c264cd30c55914b47f30592f065e0dbd6351447a3a4",
+        "06b0f66ca507e65a78ca6bc334f38da48304edbe3c45b52e0197689c56383a91",
+        "ca2dc092b4ee1e5fdd5af8932b05ff697946dde25817c43b16632807adc9134c",
+        "ccc1c3e90a7f1a404812bb8e7122c5b42162c50e719a02eaf10b7674db175a1f",
+        "d019b794f0523412a1be7d545632476d6c7f326d00fec32a92dfd4dba5ecccfa",
+        "570e1b4a022fbab9a5867a352175ee6bc761839aff3fc833c9e8b2d740536757",
+        "e717f79d312a7e5b8873deef287278369caf03add73cb3709b0a5b2b45e50d05",
+        "b8e39299e888810fe644c486c9976bb39577aa63672aa907f1bbcc2e15aafbc7",
+        "a0dd2cb912dfb5b3d1aa356dfb4d00d0aaccaa4b0756e0410fbaffd2566cd2c2",
+        "b36c6a8e02a06467f6701c37dafd586628cee2a303b6a26112500e5683390b99",
+        "619341cf804fe41b5a3971d1b9f508b5b0138b72ec1759d169f77950f92eb769",
+        "5f0b18a98414543d9b5991b84b45b5353a42c0d87693d300aa494270af73e336",
+        "4fd42acd21a6b53aa342eb09e7f61831aacaf6667c658da849847a4b4a5af055",
+        "05259ce3685b1135139e0d0959dd677f758c090319a344854060b2947b025a7b",
+        "b82ef41b74a9f2994215792e7c754342e2081b89f1d6738e7da1f0401ea9d15b",
+        "ff21479cb8fbabafcf807a0f335d982cd37edf87f1f4058cae683adff3a02a49",
+        "303fe75b54bc90f3346196df692a7aba6f26e4d3990cfca66f81dc7ea41cc6e3",
+        "7233074bdfb88fcc474485aca30616c60031dd7aeb2a83476b632410dafeeb76",
+        "4c311d55e3623d05659fa181cf58b397ddbfcf6d4300f40711dea5c7aa38406f",
+        "bd48cee53a4aef5b51e8ee3d8fdcba925e61acd5e40f88b7356614a5fca1e23f",
+        "e2b6e8de8f9b013823ac1e14383943d689a6f215fb9d82b91cab5479a4f09a61",
+        "ed71f620939ce08765966c76ff6391cd54bfa4a74957ad5c92a15ad9aa879652",
+        "6d5c276e21611df916ab3c437d06d1734c39bfa7595096465592f5def83a7598",
+        "f184fa05e3335bcb88aa97028669058c5fa51617f9eb078369ac2723b8ba6a6f",
+        "a46f2b12be1b582fa3f3e2a16b6f7ee976fa6e33b250e76731e3326f956b2dfe",
+        "c55775661e6be054c64f92fe5a573c649124794f2b79a57e43bc7c09db7ac376",
+        "a1c9fe868b31612e50a220a689efbc183c2c3f93fc95fe6bf1a62432b4712354",
+        "235513098183a467b20e04e1fc522d9f64603afa211e39185e294aa7a09b705a",
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+        "88c28dbbd99e1f47b01c6a724ac310a20be467c600b4e130bbb56de0ecd11586",
+        "c97922e57bbf88e535bac0ab5f67fc5fa1be2467f6f6fdba9bd530b5f1bbeab0",
+        "1639723c3c05466e051add9f786d6cce3295ce6ea5754d6fea08a9e4e59a5256",
+        "9f2e37e2bfe57fe3cf5e8709e4b575089ea0d3200f4b5a5c27b556d0c9586e31",
+        "b2025ea0495a7bc7a53b96cc16d8552f60054e7ae26daf7837ff2dec0bea2bdd",
+        "25646b94db613ec1bd53d92165492d61279e3d9854ff6aa3a3cd195a9cd7c4ef",
+        "0302bf22cb2d4791b28263faf40280e1ae135ebd95e46bbaa7999fd82f79bafb"
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/packages/hub/tsup.config.ts b/packages/hub/tsup.config.ts
index adbb9fdfbd..50d667c77a 100644
--- a/packages/hub/tsup.config.ts
+++ b/packages/hub/tsup.config.ts
@@ -16,7 +16,7 @@ const nodeConfig: Options = {
 const browserConfig: Options = {
 	...baseConfig,
 	platform: "browser",
-	target: "es2018",
+	target: "es2022",
 	splitting: true,
 	outDir: "dist/browser",
 };
diff --git a/packages/hub/vitest-browser.config.mts b/packages/hub/vitest-browser.config.mts
index e9bc06b024..31ca1abe61 100644
--- a/packages/hub/vitest-browser.config.mts
+++ b/packages/hub/vitest-browser.config.mts
@@ -14,6 +14,8 @@ export default defineConfig({
 			"src/lib/upload-files.fs.spec.ts",
 			// Because we use redirect: "manual" in the test
 			"src/lib/oauth-handle-redirect.spec.ts",
+			// Because we use a local file
+			"src/utils/shardParser.spec.ts",
 		],
 	},
 });