diff --git a/packages/transformers/src/env.js b/packages/transformers/src/env.js
index aedfc37fb..fabd1ca14 100644
--- a/packages/transformers/src/env.js
+++ b/packages/transformers/src/env.js
@@ -201,6 +201,11 @@ export const LogLevel = Object.freeze({
  * This can improve performance by avoiding repeated downloads of WASM files. Note: Only the WASM binary is cached.
  * The MJS loader file still requires network access unless you use a Service Worker.
  * @property {string} cacheKey The cache key to use for storing models and WASM binaries. Defaults to 'transformers-cache'.
+ * @property {boolean} experimental_useCrossOriginStorage Whether to use the Cross-Origin Storage API to cache model files
+ * across origins, allowing different sites to share the same cached model weights. Defaults to `false`.
+ * Requires the Cross-Origin Storage Chrome extension: {@link https://chromewebstore.google.com/detail/cross-origin-storage/denpnpcgjgikjpoglpjefakmdcbmlgih}.
+ * The `experimental_` prefix indicates that the underlying browser API is not yet standardised and may change or be
+ * removed without a major version bump. For more information, see {@link https://github.com/WICG/cross-origin-storage}.
  * @property {(input: string | URL, init?: any) => Promise<any>} fetch The fetch function to use. Defaults to `fetch`.
  */
 
@@ -247,6 +252,8 @@ export const env = {
     useWasmCache: IS_WEB_CACHE_AVAILABLE || IS_FS_AVAILABLE,
     cacheKey: 'transformers-cache',
 
+    experimental_useCrossOriginStorage: false,
+
     /////////////////// Custom fetch /////////////////////
     fetch: DEFAULT_FETCH,
 
diff --git a/packages/transformers/src/utils/cache.js b/packages/transformers/src/utils/cache.js
index ef10ec55c..d9012e26f 100644
--- a/packages/transformers/src/utils/cache.js
+++ b/packages/transformers/src/utils/cache.js
@@ -1,6 +1,7 @@
 import { apis, env } from '../env.js';
 import { FileCache } from './hub/files.js';
 import { logger } from './logger.js';
+import { CrossOriginStorage } from './cache/CrossOriginStorageCache.js';
 
 /**
  * @typedef {Object} CacheInterface
@@ -38,6 +39,10 @@ export async function getCache(file_cache_dir = null) {
         cache = env.customCache;
     }
 
+    if (!cache && env.experimental_useCrossOriginStorage && CrossOriginStorage.isAvailable()) {
+        cache = new CrossOriginStorage();
+    }
+
     if (!cache && env.useBrowserCache) {
         if (typeof caches === 'undefined') {
             throw Error('Browser cache is not available in this environment.');
diff --git a/packages/transformers/src/utils/cache/CrossOriginStorageCache.js b/packages/transformers/src/utils/cache/CrossOriginStorageCache.js
new file mode 100644
index 000000000..e4d7e47e9
--- /dev/null
+++ b/packages/transformers/src/utils/cache/CrossOriginStorageCache.js
@@ -0,0 +1,247 @@
+/// <reference path="./cross-origin-storage.d.ts" />
+
+const HASH_ALGORITHM = 'SHA-256';
+
+/**
+ * Name of the Cache API bucket used to persist the url→hash mapping.
+ */
+const HASH_CACHE_NAME = 'experimental_transformers-hash-cache';
+
+/**
+ * Builds the hash descriptor object expected by the cross-origin storage API.
+ *
+ * @param {string} value Hex-encoded SHA-256 hash.
+ * @returns {{ algorithm: string, value: string }}
+ */
+const makeHashDescriptor = (value) => ({ algorithm: HASH_ALGORITHM, value });
+
+/**
+ * A cache implementation backed by the experimental `navigator.crossOriginStorage` API,
+ * which allows sharing cached files (identified by content hash) across origins.
+ *
+ * Implements {@link import('../cache.js').CacheInterface}.
+ *
+ * @see https://github.com/explainers-by-googlers/cross-origin-storage
+ */
+export class CrossOriginStorage {
+    /** @type {Promise<Cache> | null} */
+    #hashCache = null;
+
+    /**
+     * Returns (and lazily opens) the hash cache, reusing the same promise across concurrent callers.
+     * @returns {Promise<Cache>}
+     */
+    _getHashCache = () => {
+        this.#hashCache ??= caches.open(HASH_CACHE_NAME);
+        return this.#hashCache;
+    };
+
+    /**
+     * Returns whether the `navigator.crossOriginStorage` API is available in the current environment.
+     * @returns {boolean}
+     */
+    static isAvailable = () => typeof navigator !== 'undefined' && 'crossOriginStorage' in navigator;
+
+    /**
+     * Looks up a cached response for the given URL by resolving its SHA-256 hash and requesting
+     * the corresponding file handle from cross-origin storage.
+     *
+     * Implements `CacheInterface.match`.
+     *
+     * @param {string} request The URL of the resource to look up.
+     * @returns {Promise<Response|undefined>} The cached `Response`, or `undefined` if not found.
+     */
+    match = async (request) => {
+        const hashValue = await this._getFileHash(request);
+        if (!hashValue) {
+            return undefined;
+        }
+        try {
+            const [handle] = await navigator.crossOriginStorage.requestFileHandles([makeHashDescriptor(hashValue)]);
+            const blob = await handle.getFile();
+            return new Response(blob);
+        } catch {
+            return undefined;
+        }
+    };
+
+    /**
+     * Stores a response in cross-origin storage, keyed by its SHA-256 hash.
+     *
+     * For LFS-backed URLs the hash is resolved cheaply via `_getFileHash` (which checks
+     * `HASH_CACHE_NAME` first, then falls back to fetching the Git LFS pointer file)
+     * without reading the response body a second time.
+     *
+     * For non-LFS resources the hash is unknown upfront.  In that case the body is consumed
+     * in the background: the stream is read to compute the content hash, the file is written
+     * into cross-origin storage, and the computed hash is persisted to `HASH_CACHE_NAME`
+     * so that future `match` calls can resolve the file without a network round-trip.
+     *
+     * Implements `CacheInterface.put`.
+     *
+     * @param {string} request The URL of the resource (used as the hash-cache key).
+     * @param {Response} response The response whose body will be written to the cache.
+     * @returns {Promise<void>}
+     */
+    put = async (request, response) => {
+        const hashValue = await this._getFileHash(request);
+
+        if (hashValue) {
+            // Fast path: LFS hash already known. Consume the body and store directly.
+            const blob = await response.blob();
+            await this._storeBlobInCOS(blob, hashValue);
+        } else {
+            // Slow path: hash unknown. Process in the background so put() returns promptly.
+            // The caller already holds a reference to the original response; we receive it
+            // here only to buffer and hash its body.
+            this._processAndStore(request, response.body);
+        }
+    };
+
+    /**
+     * Writes a blob into cross-origin storage using the given pre-computed hex hash string.
+     *
+     * @param {Blob} blob
+     * @param {string} hashHex Hex-encoded SHA-256 hash of `blob`.
+     * @returns {Promise<void>}
+     */
+    _storeBlobInCOS = async (blob, hashHex) => {
+        const [handle] = await navigator.crossOriginStorage.requestFileHandles([makeHashDescriptor(hashHex)], {
+            create: true,
+        });
+        const writableStream = await handle.createWritable();
+        await writableStream.write(blob);
+        await writableStream.close();
+    };
+
+    /**
+     * Background task for non-LFS resources: consumes `stream`, computes the SHA-256 hash
+     * of the resulting blob, stores it in cross-origin storage, and persists the computed
+     * hash to `HASH_CACHE_NAME` keyed by `request` so future `match` calls can resolve the
+     * file without a network round-trip.
+     *
+     * Called fire-and-forget from `put` — errors are swallowed so failures never surface to
+     * the caller.
+     *
+     * @param {string} request The original resource URL.
+     * @param {ReadableStream} stream The response body stream to consume.
+     * @returns {Promise<void>}
+     */
+    _processAndStore = async (request, stream) => {
+        try {
+            const chunks = [];
+            for await (const chunk of stream) {
+                chunks.push(chunk);
+            }
+            const blob = new Blob(chunks);
+            const hashHex = await this._getBlobHash(blob);
+
+            await this._storeBlobInCOS(blob, hashHex);
+
+            // Persist the computed hash so future match() calls resolve without the network.
+            try {
+                const hashCache = await this._getHashCache();
+                await hashCache.put(request, new Response(hashHex));
+            } catch {
+                // Cache API unavailable (e.g. non-secure context): COS entry still written.
+            }
+        } catch {
+            // Non-fatal: background store failure must not affect the caller.
+        }
+    };
+
+    /**
+     * Deletes the cache entry for the given request.
+     *
+     * Removes the hash entry from `HASH_CACHE_NAME`. Note: cross-origin storage itself does not
+     * expose a delete API, so only the local hash mapping is removed. For non-LFS URLs this
+     * permanently prevents `match` from resolving the file. For LFS-backed URLs, `match` will
+     * re-fetch the LFS pointer file on the next call and repopulate the hash cache automatically.
+     *
+     * Implements `CacheInterface.delete`.
+     *
+     * @param {string} request
+     * @returns {Promise<boolean>} Resolves to `true` if the hash entry was deleted, `false` otherwise.
+     */
+    delete = async (request) => {
+        try {
+            const hashCache = await this._getHashCache();
+            return await hashCache.delete(request);
+        } catch {
+            return false;
+        }
+    };
+
+    /**
+     * Resolves the SHA-256 hash for a given URL.
+     *
+     * Returns the cached hash immediately if one has been persisted to `HASH_CACHE_NAME`.
+     * Otherwise falls back to `_getLfsFileHash` to retrieve the hash from the Hugging Face
+     * LFS pointer file, persisting the result to `HASH_CACHE_NAME` for future lookups.
+     *
+     * Returns `null` if the hash cannot be determined (e.g. non-LFS URL with no cached entry).
+     *
+     * @param {string} url The resource URL to resolve a hash for.
+     * @returns {Promise<string|null>} The hex-encoded SHA-256 hash, or `null` if unavailable.
+     */
+    _getFileHash = async (url) => {
+        try {
+            const hashCache = await this._getHashCache();
+            const cached = await hashCache.match(url);
+            if (cached) {
+                return cached.text();
+            }
+
+            const hash = await this._getLfsFileHash(url);
+            if (hash) {
+                await hashCache.put(url, new Response(hash));
+                return hash;
+            }
+
+            return null;
+        } catch {
+            return null;
+        }
+    };
+
+    /**
+     * Attempts to retrieve the SHA-256 hash for a Hugging Face resource URL from its raw
+     * Git LFS pointer file.
+     *
+     * Only applicable to URLs containing `/resolve/` (i.e. Hugging Face resolved file URLs).
+     * The `/resolve/` segment is rewritten to `/raw/` to fetch the LFS pointer directly.
+     * Returns `null` for non-LFS URLs or when the network request fails.
+     *
+     * @see https://huggingface.co/docs/hub/en/storage-backends#xet
+     * @param {string} url The resolved Hugging Face URL of the resource.
+     * @returns {Promise<string|null>} The hex-encoded SHA-256 hash, or `null` if unavailable.
+     */
+    _getLfsFileHash = async (url) => {
+        if (!url.includes('/resolve/')) {
+            return null;
+        }
+
+        const rawUrl = url.replace('/resolve/', '/raw/');
+
+        try {
+            const text = await fetch(rawUrl).then((r) => r.text());
+            const match = text.match(/^oid sha256:([0-9a-f]+)$/m);
+            return match ? match[1] : null;
+        } catch {
+            return null;
+        }
+    };
+
+    /**
+     * Computes the SHA-256 hash of a `Blob`'s contents.
+     *
+     * @param {Blob} blob The blob to hash.
+     * @returns {Promise<string>} The lowercase hex-encoded SHA-256 hash.
+     */
+    _getBlobHash = async (blob) => {
+        const arrayBuffer = await blob.arrayBuffer();
+        const hashBuffer = await crypto.subtle.digest(HASH_ALGORITHM, arrayBuffer);
+        const hashArray = Array.from(new Uint8Array(hashBuffer));
+        return hashArray.map((byte) => byte.toString(16).padStart(2, '0')).join('');
+    };
+}
diff --git a/packages/transformers/src/utils/cache/cross-origin-storage.d.ts b/packages/transformers/src/utils/cache/cross-origin-storage.d.ts
new file mode 100644
index 000000000..a66ec31d7
--- /dev/null
+++ b/packages/transformers/src/utils/cache/cross-origin-storage.d.ts
@@ -0,0 +1,38 @@
+/**
+ * Type definitions for the Cross-Origin Storage API
+ * Source: https://github.com/WICG/cross-origin-storage/blob/main/cross-origin-storage.d.ts
+ * @see https://github.com/WICG/cross-origin-storage
+ */
+
+/**
+ * Represents the dictionary for hash algorithms and values.
+ */
+interface CrossOriginStorageRequestFileHandleHash {
+    value: string;
+    algorithm: string;
+}
+
+/**
+ * Represents the options for requesting file handles.
+ */
+interface CrossOriginStorageRequestFileHandleOptions {
+    create?: boolean;
+}
+
+/**
+ * The CrossOriginStorageManager interface.
+ * [SecureContext]
+ */
+interface CrossOriginStorageManager {
+    requestFileHandles(
+        hashes: CrossOriginStorageRequestFileHandleHash[],
+        options?: CrossOriginStorageRequestFileHandleOptions,
+    ): Promise<FileSystemFileHandle[]>;
+}
+
+/**
+ * Augment the standard Navigator interface.
+ */
+interface Navigator {
+    readonly crossOriginStorage: CrossOriginStorageManager;
+}