This is an automated email from the ASF dual-hosted git repository.

400Ping pushed a commit to branch main
in repository https://gitbox.apache.org/repos/asf/mahout.git


The following commit(s) were added to refs/heads/main by this push:
     new e10d84d20 [Website] Restructure navbar, add Powered By page, refresh 
homepage and community docs (#1493)
e10d84d20 is described below

commit e10d84d2020302ccd1fdf9a040f65d24bd5f73a3
Author: Jie-Kai Chang <[email protected]>
AuthorDate: Mon Sep 21 22:47:31 2026 +0800

    [Website] Restructure navbar, add Powered By page, refresh homepage and 
community docs (#1493)
    
    Signed-off-by: 400Ping <[email protected]>
---
 .claude/launch.json                                |  18 ++
 .github/ISSUE_TEMPLATE/powered-by.yml              | 120 +++++++++++
 README.md                                          |  21 --
 docs/advanced/index.md                             |  11 +
 docs/blog/authors.yml                              |   2 +-
 docs/community/index.md                            |  78 ++++----
 docs/community/who-we-are.md                       |  40 ++--
 docs/index.md                                      |  60 ++++--
 website/docusaurus.config.ts                       |  89 +++++++--
 website/sidebars.ts                                |  80 ++++----
 website/src/data/powered-by.json                   | 207 +++++++++++++++++++
 website/src/pages/index.module.css                 |   8 +
 website/src/pages/index.tsx                        |  89 ++++++++-
 website/src/pages/powered-by.module.css            | 221 +++++++++++++++++++++
 website/src/pages/powered-by.tsx                   | 195 ++++++++++++++++++
 website/static/img/powered-by/365media.jpg         | Bin 0 -> 4953 bytes
 website/static/img/powered-by/accenture.svg        |  31 +++
 website/static/img/powered-by/adobe.svg            |  46 +++++
 website/static/img/powered-by/aol.svg              |  60 ++++++
 .../static/img/powered-by/booz-allen-hamilton.svg  | 135 +++++++++++++
 .../img/powered-by/carnegie-mellon-university.svg  |  89 +++++++++
 website/static/img/powered-by/datamine-lab.jpg     | Bin 0 -> 26811 bytes
 website/static/img/powered-by/deri-nui-galway.png  | Bin 0 -> 116472 bytes
 website/static/img/powered-by/dicode-project.png   | Bin 0 -> 2735 bytes
 website/static/img/powered-by/drupal.svg           |  15 ++
 website/static/img/powered-by/foursquare.svg       |  15 ++
 website/static/img/powered-by/idealo.svg           |  92 +++++++++
 website/static/img/powered-by/intel.svg            |  46 +++++
 website/static/img/powered-by/ioffer.gif           | Bin 0 -> 4900 bytes
 website/static/img/powered-by/kauli.gif            | Bin 0 -> 3109 bytes
 website/static/img/powered-by/linkedin.svg         |  41 ++++
 website/static/img/powered-by/lucidworks.png       | Bin 0 -> 19050 bytes
 website/static/img/powered-by/mendeley.png         | Bin 0 -> 148791 bytes
 website/static/img/powered-by/mobage.png           | Bin 0 -> 879 bytes
 website/static/img/powered-by/myrrix.png           | Bin 0 -> 4353 bytes
 .../powered-by/nagoya-institute-of-technology.png  | Bin 0 -> 8200 bytes
 website/static/img/powered-by/newscred.png         | Bin 0 -> 3037 bytes
 .../static/img/powered-by/predixion-software.png   | Bin 0 -> 2926 bytes
 website/static/img/powered-by/researchgate.svg     |   1 +
 website/static/img/powered-by/sematext.png         | Bin 0 -> 7316 bytes
 website/static/img/powered-by/tu-berlin.svg        |  34 ++++
 website/static/img/powered-by/twitter.svg          |   4 +
 website/static/img/powered-by/yahoo-mail.svg       |  51 +++++
 .../versioned_docs/version-0.6/advanced/index.md   |  11 +
 .../community/pr-policy-and-review-guidelines.md   |   9 +-
 .../versioned_sidebars/version-0.6-sidebars.json   |   3 +-
 46 files changed, 1747 insertions(+), 175 deletions(-)

diff --git a/.claude/launch.json b/.claude/launch.json
new file mode 100644
index 000000000..ba6b3530e
--- /dev/null
+++ b/.claude/launch.json
@@ -0,0 +1,18 @@
+{
+  "version": "0.0.1",
+  "configurations": [
+    {
+      "name": "website-serve",
+      "runtimeExecutable": "/usr/local/bin/node",
+      "runtimeArgs": [
+        "node_modules/.bin/docusaurus",
+        "serve",
+        "--port",
+        "3001",
+        "--no-open"
+      ],
+      "cwd": "website",
+      "port": 3001
+    }
+  ]
+}
\ No newline at end of file
diff --git a/.github/ISSUE_TEMPLATE/powered-by.yml 
b/.github/ISSUE_TEMPLATE/powered-by.yml
new file mode 100644
index 000000000..b4fab88e4
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/powered-by.yml
@@ -0,0 +1,120 @@
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+name: "Powered By Mahout submission"
+description: "Add your organization or project to mahout.apache.org/powered-by"
+title: "[Powered By] <organization or project name>"
+labels: ["powered-by"]
+body:
+  - type: markdown
+    attributes:
+      value: |
+        Thanks for telling the community what you are building with Apache 
Mahout.
+
+        Only the first three fields are required. An entry that is just a name
+        and a link is perfectly fine.
+
+        **This issue is public.** Only include things you are happy to see on a
+        public website. A committer will review the submission and add it to
+        the Powered By page.
+
+  - type: input
+    id: name
+    attributes:
+      label: Organization or project name
+      description: Exactly as it should be printed.
+      placeholder: Acme Inc
+    validations:
+      required: true
+
+  - type: input
+    id: website
+    attributes:
+      label: Website
+      placeholder: https://example.com
+    validations:
+      required: true
+
+  - type: dropdown
+    id: deployment_stage
+    attributes:
+      label: Deployment stage
+      description: >-
+        Recorded for the project's own understanding of adoption. The Powered
+        By page does not sort or label organizations by this.
+      options:
+        - Production
+        - Pilot / proof of concept
+        - Research / academic
+        - Evaluating
+        - Integration / community project
+    validations:
+      required: true
+
+  - type: dropdown
+    id: component
+    attributes:
+      label: Which parts of Mahout do you use?
+      multiple: true
+      options:
+        - Qumat (quantum circuits)
+        - QDP (quantum data encoding)
+        - Mahout Classic (Samsara / MapReduce)
+
+  - type: input
+    id: use_case
+    attributes:
+      label: What are you using Apache Mahout for?
+      description: >-
+        A short phrase. Becomes the category shown above your description.
+      placeholder: Quantum kernel methods
+
+  - type: textarea
+    id: description
+    attributes:
+      label: Short description
+      description: >-
+        One to three sentences, in the third person. This is published as
+        written, so phrase it the way you want to be quoted. Leave it blank
+        and your entry appears in the organization list without a write-up.
+      placeholder: >-
+        Acme Inc uses Qumat to prototype variational circuits once and run
+        them on Qiskit and Braket without rewriting the circuit code.
+
+  - type: textarea
+    id: logo
+    attributes:
+      label: Logo
+      description: >-
+        Optional. Attach or link an SVG (preferred) or a transparent PNG at
+        least 400px wide. The site has a light and a dark theme, so a logo
+        that works on both is ideal. Without a logo your name is shown as text.
+
+  - type: input
+    id: case_study
+    attributes:
+      label: Public case study, paper, or blog post
+      description: Optional. A link we can point readers at.
+      placeholder: https://example.com/blog/quantum-kernels-with-qumat
+
+  - type: input
+    id: contact
+    attributes:
+      label: Contact for follow-up
+      description: >-
+        Optional, and never published on the website. This issue itself is
+        public, so if you would rather not post an address, leave this blank.
+        A committer will reply in the thread, or you can email
+        [email protected].
diff --git a/README.md b/README.md
index 99dedd720..1a13af2e6 100644
--- a/README.md
+++ b/README.md
@@ -71,26 +71,5 @@ engine = qdp.QdpEngine(device_id=0)
 qtensor = engine.encode([1.0, 2.0, 3.0, 4.0], num_qubits=2, 
encoding_method="amplitude")
 ```
 
-## Roadmap
-
-### 2024
-- [x] Transition of Classic to maintenance mode
-- [x] Integration of Qumat with hardened (tests, docs, CI/CD) Cirq, Qiskit, 
and Braket backends
-- [x] Integration with Amazon Braket
-- [x] [Public talk about 
Qumat](https://2024.fossy.us/schedule/presentation/265/)
-
-### 2025
-- [x] [FOSDEM 
talk](https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/)
-- [x] QDP: Foundation & Infrastructure (Rust workspace, build configuration)
-- [x] QDP: Core Implementation (CUDA kernels, CPU preprocessing, GPU memory 
management)
-- [x] QDP: Zero-copy and Safety (DLManagedTensor, DLPack structures)
-- [x] QDP: Python Binding (PyO3 wrapping, DLPack protocol)
-
-### Q1 2026
-- [ ] QDP: Input Format Support (PyTorch, NumPy, TensorFlow integration)
-- [ ] QDP: Verification and Testing (device testing, benchmarking)
-- [ ] QDP: Additional Encoders (angle/basis encoding, multi-GPU optimization)
-- [ ] QDP: Integration & Release (documentation, example notebooks, PyPI 
publishing)
-
 ## Legal
 Please see the `NOTICE.txt` included in this directory for more information.
diff --git a/docs/advanced/index.md b/docs/advanced/index.md
new file mode 100644
index 000000000..560eb08c3
--- /dev/null
+++ b/docs/advanced/index.md
@@ -0,0 +1,11 @@
+---
+title: PQC Guides
+sidebar_label: PQC Guides
+---
+
+# PQC Guides
+
+In-depth material on parameterized quantum circuits (PQCs) in Qumat. Start 
with the [Parameterized Circuits](../qumat/parameterized-circuits) page for the 
basics of rotation gates and parameter binding, then continue here.
+
+- [PQC Developer's Guide](./pqc): the theory, design, and applications of 
PQCs, written for developers implementing them from scratch
+- [Qumat PQC Gap Analysis](./gap-analysis): what the Qumat codebase needs for 
a minimally viable and then a feature-complete PQC implementation
diff --git a/docs/blog/authors.yml b/docs/blog/authors.yml
index ab99030b0..22e869c81 100644
--- a/docs/blog/authors.yml
+++ b/docs/blog/authors.yml
@@ -7,7 +7,7 @@ mahout-team:
 
 jiekaichang:
   name: Jie-Kai Chang
-  title: Apache Mahout PMC Member
+  title: Apache Mahout PMC Chair (VP)
   url: https://github.com/400Ping
   image_url: /img/jiekaichang.png
 
diff --git a/docs/community/index.md b/docs/community/index.md
index 98ae9eaae..4c97b6a23 100644
--- a/docs/community/index.md
+++ b/docs/community/index.md
@@ -5,63 +5,59 @@ sidebar_label: Community Overview
 
 # Community Overview
 
-The Apache Mahout community consists of developers, users, data scientists, 
researchers, and open-source contributors who collaborate to build scalable 
machine-learning libraries on the Apache platform.
-Mahout follows the principles of the Apache Software Foundation β€” openness, 
transparency, community-driven development, and meritocracy.
+The Apache Mahout community consists of developers, users, researchers, and 
open-source contributors who collaborate on [Qumat](../qumat/index.md), a 
high-level Python library for quantum computing, and [QDP](../qdp/index.md), 
its GPU-accelerated quantum data encoding engine.
+Mahout follows the principles of the Apache Software Foundation: openness, 
transparency, community-driven development, and meritocracy.
 
-This page explains the official communication channels, how to participate, 
and how to contribute to the project.
+This page is the starting point for the community section. It explains where 
discussion happens, how to participate, and where to find the project's 
policies.
 
-There are numerous ways to engage with the Mahout community, no matter your 
background or skill level. Some options include:
+## Community Pages
+
+- [Who We Are](./who-we-are.md): the PMC members, committers, and emeritus 
contributors behind the project
+- [Mailing Lists, IRC and Archives](./mailing-lists.md): how to subscribe to 
the user, dev, and commits lists
+- [How to Contribute](../about/how-to-contribute.md): getting involved, 
picking something to work on, and submitting changes
+- [PR Policy and Review Guidelines](./pr-policy-and-review-guidelines.md): 
what reviewers expect and how pull requests are merged
+- [Code of Conduct](./code-of-conduct.md): the standards every community 
member is expected to uphold
+- [Blog](/blog) and [Meeting Minutes](/blog/minutes): project news and notes 
from the monthly community meeting
+- [Powered By](/powered-by): organizations and research groups using Mahout, 
and how to add yours
 
 ## Monthly Community Meeting
 
-Apache Mahout holds a community meeting every month. To get involved, 
subscribe to the Google Calendar to view and join the meeting.
+Apache Mahout holds a community meeting every month. Anyone is welcome to 
join. Subscribe to the Google Calendar to see upcoming meetings, and read past 
[meeting minutes](/blog/minutes) to catch up.
 
-[Subscribe](https://calendar.google.com/calendar/u/0/r?cid=ZGM4MWY4MTYxYjcyYTRkNGM4ZTVkYjU4MjI5MzYzZWUxMzkxZDllNWU5ZWI1NzUyNzliZTdmN2NhOGQ2ODUzMUBncm91cC5jYWxlbmRhci5nb29nbGUuY29t)
+[Subscribe to the 
calendar](https://calendar.google.com/calendar/u/0/r?cid=ZGM4MWY4MTYxYjcyYTRkNGM4ZTVkYjU4MjI5MzYzZWUxMzkxZDllNWU5ZWI1NzUyNzliZTdmN2NhOGQ2ODUzMUBncm91cC5jYWxlbmRhci5nb29nbGUuY29t)
 
 ---
 
 ## How to Participate
 
-There are several ways to engage with the Mahout community:
-
 ### πŸ’¬ Mailing Lists
-All official communication for Mahout happens on Apache-managed public mailing 
lists:
 
-- **User List (questions, installation help, usage discussions):**
-  https://lists.apache.org/[email protected]
+All official communication for Mahout happens on Apache-managed public mailing 
lists:
 
-- **Development List (design discussions, patches, roadmap, votes):**
-  https://lists.apache.org/[email protected]
+- **User list** (questions, installation help, usage discussions): 
https://lists.apache.org/[email protected]
+- **Development list** (design discussions, patches, roadmap, votes): 
https://lists.apache.org/[email protected]
 
-To subscribe, send an empty email to:
+To subscribe, send an empty email to `[email protected]` or 
`[email protected]`. See the [mailing lists 
page](./mailing-lists.md) for the full set of lists and archives.
 
-- `[email protected]`
-- `[email protected]`
+### πŸ› Issues and Pull Requests
 
----
+Mahout uses GitHub Issues and Pull Requests for development:
 
-### πŸ› Issue Tracking & Contributions
-Mahout uses **GitHub Issues and Pull Requests** for development.
-
-- **Source Code:** https://github.com/apache/mahout
-- **Open Issues:** https://github.com/apache/mahout/issues
-- **Pull Requests:** https://github.com/apache/mahout/pulls
+- **Source code:** https://github.com/apache/mahout
+- **Open issues:** https://github.com/apache/mahout/issues
+- **Pull requests:** https://github.com/apache/mahout/pulls
 
 If you find a bug or want to propose a feature:
 
 1. Open a GitHub issue
-2. Discuss the design on the **dev mailing list**
-3. Submit a Pull Request
-
----
+2. Discuss significant changes on the **dev mailing list**
+3. Submit a pull request that follows the [PR Policy and Review 
Guidelines](./pr-policy-and-review-guidelines.md)
 
-### πŸ“˜ Documentation & Website
-Contribute to documentation or help update website pages (like this one):
+### πŸ“˜ Documentation and Website
 
-- https://mahout.apache.org
-- Website source folder: `/website/`
+Documentation lives in the `docs/` folder of the main repository and is 
published to https://mahout.apache.org. The site itself is built from 
`website/`.
 
-Documentation improvements are always welcome β€” fixing broken links, updating 
examples, adding explanations, etc.
+Documentation improvements are always welcome: fixing broken links, updating 
examples, adding explanations, or writing new guides. See [How to 
Contribute](../about/how-to-contribute.md) for the workflow.
 
 ---
 
@@ -70,29 +66,25 @@ Documentation improvements are always welcome β€” fixing 
broken links, updating
 Apache Mahout follows the ASF standard contribution process:
 
 - Communicate on the mailing list before large changes
-- Submit well-tested Pull Requests
-- Follow project coding style and review guidelines
+- Submit small, well-tested pull requests
+- Follow the [PR Policy and Review 
Guidelines](./pr-policy-and-review-guidelines.md), including the rules for 
AI-assisted contributions
 - Participate in community discussions and votes
-- Respect others β€” Mahout operates under the ASF Code of Conduct
-
-ASF Code of Conduct:
-https://www.apache.org/foundation/policies/conduct
+- Respect others. Mahout operates under its own [Code of 
Conduct](./code-of-conduct.md), which builds on the [ASF Code of 
Conduct](https://www.apache.org/foundation/policies/conduct)
 
 ---
 
 ## Community and Governance
 
-Mahout is governed by the **Apache Mahout PMC** (Project Management Committee).
-The PMC is responsible for project direction, releases, and community 
oversight.
+Mahout is governed by the **Apache Mahout PMC** (Project Management 
Committee). The PMC is responsible for project direction, releases, and 
community oversight. The current members are listed on the [Who We 
Are](./who-we-are.md) page.
 
 Contributors who consistently help the project through code, documentation, or 
community involvement may be invited to become:
 
-- **Committers** β€” have write access to the repository
-- **PMC Members** β€” participate in project decision-making
+- **Committers**, who have write access to the repository
+- **PMC members**, who participate in project decision-making
 
 Mahout community decisions are made publicly on the **[email protected]** 
mailing list following ASF voting rules.
 
 ---
 
 Thank you for being part of the Apache Mahout community!
-Contributions of all kinds β€” code, documentation, discussion, or feedback β€” 
help keep the project healthy and evolving.
+Contributions of all kinds, whether code, documentation, discussion, or 
feedback, help keep the project healthy and evolving.
diff --git a/docs/community/who-we-are.md b/docs/community/who-we-are.md
index 426785cb8..374c6abc0 100644
--- a/docs/community/who-we-are.md
+++ b/docs/community/who-we-are.md
@@ -17,37 +17,41 @@ Name                    | Mail              | PMC | Comment
 ------------------------|------------------:|------:|---:|
 Anand Avati             | avati@...         | No  | @anandavati
 Andrew Musselman        | akm@...           | Yes | @akm
-Andrew Palumbo          | apalumbo@...      | Yes |
-Dan Filimon             | dfilimon@...      | No  |
-Dmitriy Lyubimov        | dlyubimov@...     | No  | (Emeritus PMC)
-Drew Farris             | drew@...          | No  | (Emeritus PMC)
+Andrew Palumbo          | apalumbo@...      | Yes | @andrewpalumbo
+Christofer Dutz         | cdutz@...         | No  | @chrisdutz
+Dan Filimon             | dfilimon@...      | No  | @dfilimon
+Dmitriy Lyubimov        | dlyubimov@...     | No  | (Emeritus PMC) @dlyubimov
+Drew Farris             | drew@...          | No  | (Emeritus PMC) @drewfarris
 Dustin VanStee          | vanstee@...       | No  |
 Ellen Friedman          | ellenf@...        | No  | @Ellen_Friedman
-Frank Scholten          | frankscholten@... | No  |
-Gokhan Capan            | gcapan@...        | No  |
+Frank Scholten          | frankscholten@... | No  | @frankscholten
+Gokhan Capan            | gcapan@...        | No  | @gcapan
 Grant Ingersoll         | gsingers@...      | No  | (Emeritus PMC) @gsingers
 Guan-Hua (Vic) Wen      | vicwen@...        | No  | @viiccwen
 Guan-Ming (Wesley) Chiu | guanmingchiu@...  | Yes | @guan404ming
-Holden Karau            | holden@...        | No  |
-Isabel Drost-Fromm      | isabel@...        | Yes | <!--Passion for free 
software (development, but to some extend also the political and economic 
implications), interested in agile development and project management, lives in 
Germany. Follow me on Twitter @MaineC-->
-Jacob Alexander Mannix  | jmannix@...       | Yes |
+Holden Karau            | holden@...        | No  | @holdenk
+Isabel Drost-Fromm      | isabel@...        | Yes | @MaineC
+Jacob Alexander Mannix  | jmannix@...       | Yes | @jakemannix
 Jeff Eastman            | jeastman@...      | No  | (Emeritus PMC)
-Jie-Kai (Jay) Chang     | jiekaichang@...   | Yes | @400Ping
+Jie-Kai (Jay) Chang     | jiekaichang@...   | Yes | PMC Chair @400Ping
+Jowanza Joseph          | jowanza@...       | No  | @josep2
 Krishna Dave            | krishnadave829@...| No  | @krishnadave
-Kuan-Hao Huang          | richhuang@...     | No  | @rich7420
-Nikolay Sakharnykh      | nsakharnykh@...   | No  |
+Kuan-Hao Huang          | richhuang@...     | Yes | @rich7420
+Nikolay Sakharnykh      | nsakharnykh@...   | No  | @nsakharnykh
 Paritosh Ranjan         | pranjan@...       | Yes | @paritoshranjan
 Pat Ferrel              | pat@...           | Yes | (Emeritus PMC) @occam
-Robin Anil              | robinanil@...     | Yes |
+Robin Anil              | robinanil@...     | Yes | @robinanil
 Ryan Huang              | hcr@...           | No  | @ryankert01
-Sean Owen               | srowen@...        | No  | (Emeritus PMC)
-Sebastian Schelter      | ssc@...           | Yes |
-Shannon Quinn           | squinn@...        | Yes | PMC Chair 
@[email protected]
+Sean Owen               | srowen@...        | No  | (Emeritus PMC) @srowen
+Sebastian Schelter      | ssc@...           | Yes | @sscdotopen
+Shannon Quinn           | squinn@...        | Yes | @magsol
 Stevo Slavić            | sslavic@...       | Yes | @sslavic
 Suneel Marthi           | smarthi@...       | No  | (Emeritus PMC) 
@suneelmarthi
-Ted Dunning             | tdunning@...      | Yes |
+Ted Dunning             | tdunning@...      | Yes | @tdunning
 Tom Pierce              | tcp@...           | No  |
-Trevor Grant            | rawkintrevo@...   | Yes | (Emeritus PMC)
+Tommy Naugle            | tommy@...         | No  | @tdnaugle
+Trevor Grant            | rawkintrevo@...   | Yes | (Emeritus PMC) @rawkintrevo
+Yu-Chen Lai             | yclai@...         | No  | @0lai0
 
 <a name="WhoWeAre-EmeritusCommitters"></a>
 ## Emeritus Committers
diff --git a/docs/index.md b/docs/index.md
index ee26b7e88..c42c85c46 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -1,33 +1,49 @@
 ---
-title: QuMat Documentation
+title: Mahout Documentation
+sidebar_label: Mahout Documentation
 ---
 
-![QuMat Logo](assets/mascot_with_text.png)
+![Qumat Logo](assets/mascot_with_text.png)
 
-# QuMat
+# Apache Mahout Documentation
 
-QuMat is a high level Python library for interfacing with multiple
-quantum computing backends. It is designed to be easy to use and to abstract
-the particularities of each backend, so that you may 'write once, run
-anywhere.'
+Apache Mahout is an Apache Software Foundation project for quantum computing 
in Python. It ships two components:
 
-## Documentation
+- **Qumat** is a high-level library for building quantum circuits with 
standard gates and running them on Qiskit, Cirq, or Amazon Braket through one 
unified API. Write once, execute anywhere.
+- **QDP (Quantum Data Plane)** is a GPU-accelerated engine for encoding 
classical data into quantum states, with zero-copy tensor transfer to and from 
PyTorch, NumPy, and TensorFlow via DLPack.
 
-### Getting Started
-- [Getting Started with QuMat](./qumat/getting-started) - Introduction and 
setup guide
+New here? Start with [Getting Started](./qumat/getting-started), which covers 
installation and your first circuit.
 
-### Core Concepts
-- [Basic Gates](./qumat/basic-gates) - Introduction to fundamental quantum 
gates (NOT, Hadamard, CNOT, Toffoli, SWAP, Pauli gates, CSWAP, U gate)
-- [Parameterized Quantum Circuits and Rotation 
Gates](./qumat/parameterized-circuits) - Rotation gates (Rx, Ry, Rz) and 
creating/optimizing parameterized circuits
+## Qumat (Circuits)
 
-### Python API Reference
-- [Qumat API](./qumat/api) - Generated reference for quantum circuits
-- [QDP API](./qdp/api) - Generated reference for quantum data encoding
+- [Overview](./qumat) - What Qumat is and which backends it supports
+- [Basic Gates](./qumat/basic-gates) - NOT, Hadamard, CNOT, Toffoli, SWAP, 
Pauli, CSWAP, and U gates
+- [Parameterized Circuits](./qumat/parameterized-circuits) - Rotation gates 
(Rx, Ry, Rz) and building circuits with tunable parameters
+- [API Reference](./qumat/api) - Generated reference for the `qumat` package
+- [Core Concepts](./qumat/concepts) - The ideas behind the circuit abstraction
+- [Examples](./qumat/examples) - Worked examples across backends
 
-### Additional Resources
-- [Parameterized Quantum Circuits: Developer's Guide](./advanced/pqc) - 
In-depth guide to PQCs
-- [Qumat Gap Analysis for PQC](./advanced/gap-analysis) - Analysis of PQC 
capabilities
+## QDP (Data Encoding)
 
-### Qumat Components
-- [Qumat (Circuits)](./qumat) - Quantum circuit abstraction layer
-- [QDP (Quantum Data Plane)](./qdp) - GPU-accelerated data encoding
+- [Overview](./qdp) - What QDP is and how it fits with Qumat
+- [Getting Started with QDP](./qdp/getting-started) - Installation, GPU 
requirements, and a first encoding
+- [Core Concepts](./qdp/concepts) - Encoding methods, tensors, and the 
execution model
+- [API Reference](./qdp/api) - Generated reference for the `qumat_qdp` package
+- [Python API](./qdp/python-api) - The user-facing Python facade, loaders, and 
backend selection
+- [Examples](./qdp/examples) - End-to-end encoding examples
+- Internals: [Readers](./qdp/readers), [Observability](./qdp/observability), 
[Testing](./qdp/testing)
+
+## Resources
+
+- [PQC Guides](./advanced) - Developer's guide and gap analysis for 
parameterized quantum circuits
+- [Quantum Computing Primer](./learning/quantum-computing-primer) - A 
ten-chapter introduction to quantum computing using Qumat
+- [Research Papers](./learning/papers) - Papers and publications related to 
Qumat and quantum computing
+
+## Community
+
+- [Community Overview](./community) - How the project communicates and makes 
decisions
+- [Who We Are](./community/who-we-are) - PMC members and committers
+- [Mailing Lists](./community/mailing-lists) - Subscribe to the user, dev, and 
commits lists
+- [How to Contribute](./about/how-to-contribute) - Getting involved and 
submitting changes
+- [PR Policy and Review 
Guidelines](./community/pr-policy-and-review-guidelines) - What reviewers expect
+- [Code of Conduct](./community/code-of-conduct) - Community standards
diff --git a/website/docusaurus.config.ts b/website/docusaurus.config.ts
index d52ba7f8d..820c79cda 100644
--- a/website/docusaurus.config.ts
+++ b/website/docusaurus.config.ts
@@ -142,25 +142,48 @@ const config: Config = {
           position: 'left',
           items: [
             {
-              label: 'Overview of the Apache Software Foundation',
+              label: 'Apache Software Foundation',
+              href: 'https://www.apache.org/',
+            },
+            {
+              label: 'How the ASF Works',
               href: 'https://www.apache.org/foundation/how-it-works.html',
             },
             {
-              type: 'doc',
-              docId: 'about/how-to-contribute',
-              label: 'How to Contribute',
+              label: 'License',
+              href: 'https://www.apache.org/licenses/',
+            },
+            {
+              label: 'Events',
+              href: 'https://www.apache.org/events/current-event',
+            },
+            {
+              label: 'Security',
+              href: 'https://www.apache.org/security/',
+            },
+            {
+              label: 'Sponsorship',
+              href: 'https://www.apache.org/foundation/sponsorship.html',
+            },
+            {
+              label: 'Thanks',
+              href: 'https://www.apache.org/foundation/thanks.html',
+            },
+            {
+              label: 'Privacy',
+              href: 
'https://privacy.apache.org/policies/privacy-policy-public.html',
             },
           ],
         },
-        // Qumat dropdown
+        // Docs dropdown (mirrors the top level of the docs sidebar)
         {
           type: 'dropdown',
-          label: 'Qumat',
+          label: 'Docs',
           position: 'left',
           items: [
             {
               type: 'doc',
-              docId: 'qumat/index',
+              docId: 'index',
               label: 'Overview',
             },
             {
@@ -168,11 +191,42 @@ const config: Config = {
               docId: 'qumat/getting-started',
               label: 'Getting Started',
             },
+            {
+              type: 'doc',
+              docId: 'qumat/index',
+              label: 'Qumat (Circuits)',
+            },
             {
               type: 'doc',
               docId: 'qdp/index',
               label: 'QDP (Data Encoding)',
             },
+          ],
+        },
+        // Download
+        {
+          type: 'doc',
+          docId: 'qumat/getting-started',
+          label: 'Download',
+          position: 'left',
+        },
+        // Powered By
+        {
+          to: '/powered-by',
+          label: 'Powered By',
+          position: 'left',
+        },
+        // Resources dropdown
+        {
+          type: 'dropdown',
+          label: 'Resources',
+          position: 'left',
+          items: [
+            {
+              type: 'doc',
+              docId: 'advanced/index',
+              label: 'PQC Guides',
+            },
             {
               type: 'doc',
               docId: 'learning/quantum-computing-primer/index',
@@ -185,13 +239,6 @@ const config: Config = {
             },
           ],
         },
-        // Download
-        {
-          type: 'doc',
-          docId: 'qumat/getting-started',
-          label: 'Download',
-          position: 'left',
-        },
         // Community dropdown
         {
           type: 'dropdown',
@@ -217,11 +264,21 @@ const config: Config = {
               label: 'Issue Tracker',
               href: 'https://issues.apache.org/jira/browse/MAHOUT',
             },
+            {
+              type: 'doc',
+              docId: 'about/how-to-contribute',
+              label: 'How to Contribute',
+            },
             {
               type: 'doc',
               docId: 'community/code-of-conduct',
               label: 'Code of Conduct',
             },
+            {
+              type: 'doc',
+              docId: 'community/pr-policy-and-review-guidelines',
+              label: 'PR Policy & Review',
+            },
           ],
         },
         // News (Blog)
@@ -289,6 +346,10 @@ const config: Config = {
               label: 'Who We Are',
               to: '/docs/community/who-we-are',
             },
+            {
+              label: 'Powered By',
+              to: '/powered-by',
+            },
           ],
         },
         {
diff --git a/website/sidebars.ts b/website/sidebars.ts
index 04ab3f439..168d277bb 100644
--- a/website/sidebars.ts
+++ b/website/sidebars.ts
@@ -34,6 +34,7 @@ const sidebars: SidebarsConfig = {
         'qdp/getting-started',
         'qdp/concepts',
         'qdp/api',
+        'qdp/python-api',
         'qdp/examples',
         {
           type: 'category',
@@ -49,40 +50,48 @@ const sidebars: SidebarsConfig = {
     },
     {
       type: 'category',
-      label: 'Advanced Topics',
+      label: 'Resources',
       collapsed: true,
       items: [
-        'advanced/pqc',
-        'advanced/gap-analysis',
-      ],
-    },
-    {
-      type: 'category',
-      label: 'Quantum Computing Primer',
-      collapsed: true,
-      link: {type: 'doc', id: 'learning/quantum-computing-primer/index'},
-      items: [
-        'learning/quantum-computing-primer/introduction',
-        'learning/quantum-computing-primer/qubits',
-        'learning/quantum-computing-primer/quantum-gates',
-        'learning/quantum-computing-primer/quantum-circuits',
-        'learning/quantum-computing-primer/quantum-entanglement',
-        'learning/quantum-computing-primer/quantum-algorithms',
-        'learning/quantum-computing-primer/quantum-error-correction',
-        'learning/quantum-computing-primer/applications',
-        'learning/quantum-computing-primer/advanced-topics',
-      ],
-    },
-    {
-      type: 'category',
-      label: 'Research Papers',
-      collapsed: true,
-      link: {type: 'doc', id: 'learning/papers/index'},
-      items: [
-        'learning/papers/An-Efficient-Quantum-Factoring-Algorithm',
-        
'learning/papers/Quantum-Kernel-Estimation-With-Neutral-Atoms-For-Supervised-Classification',
-        'learning/papers/Quantum-machine-learning-beyond-kernel-methods',
-        
'learning/papers/Unleashing-the-Potential-of-LLMs-for-Quantum-Computing',
+        {
+          type: 'category',
+          label: 'PQC Guides',
+          collapsed: true,
+          link: {type: 'doc', id: 'advanced/index'},
+          items: [
+            'advanced/pqc',
+            'advanced/gap-analysis',
+          ],
+        },
+        {
+          type: 'category',
+          label: 'Quantum Computing Primer',
+          collapsed: true,
+          link: {type: 'doc', id: 'learning/quantum-computing-primer/index'},
+          items: [
+            'learning/quantum-computing-primer/introduction',
+            'learning/quantum-computing-primer/qubits',
+            'learning/quantum-computing-primer/quantum-gates',
+            'learning/quantum-computing-primer/quantum-circuits',
+            'learning/quantum-computing-primer/quantum-entanglement',
+            'learning/quantum-computing-primer/quantum-algorithms',
+            'learning/quantum-computing-primer/quantum-error-correction',
+            'learning/quantum-computing-primer/applications',
+            'learning/quantum-computing-primer/advanced-topics',
+          ],
+        },
+        {
+          type: 'category',
+          label: 'Research Papers',
+          collapsed: true,
+          link: {type: 'doc', id: 'learning/papers/index'},
+          items: [
+            'learning/papers/An-Efficient-Quantum-Factoring-Algorithm',
+            
'learning/papers/Quantum-Kernel-Estimation-With-Neutral-Atoms-For-Supervised-Classification',
+            'learning/papers/Quantum-machine-learning-beyond-kernel-methods',
+            
'learning/papers/Unleashing-the-Potential-of-LLMs-for-Quantum-Computing',
+          ],
+        },
       ],
     },
     {
@@ -93,16 +102,11 @@ const sidebars: SidebarsConfig = {
       items: [
         'community/who-we-are',
         'community/mailing-lists',
+        'about/how-to-contribute',
         'community/code-of-conduct',
         'community/pr-policy-and-review-guidelines',
       ],
     },
-    {
-      type: 'category',
-      label: 'Contributing',
-      collapsed: true,
-      items: ['about/how-to-contribute'],
-    },
   ],
 };
 
diff --git a/website/src/data/powered-by.json b/website/src/data/powered-by.json
new file mode 100644
index 000000000..620991e75
--- /dev/null
+++ b/website/src/data/powered-by.json
@@ -0,0 +1,207 @@
+[
+  {
+    "name": "Adobe",
+    "url": "https://www.adobe.com";,
+    "category": "User targeting",
+    "description": "Adobe AMP used Mahout's clustering algorithms to increase 
video consumption through better user targeting.",
+    "source": 
"http://nosql.mypopescu.com/post/2082712431/hbase-and-hadoop-at-adobe";,
+    "logo": "/img/powered-by/adobe.svg"
+  },
+  {
+    "name": "AOL",
+    "url": "https://www.aol.com";,
+    "category": "Recommendations",
+    "description": "AOL used Mahout for shopping recommendations.",
+    "source": "https://www.slideshare.net/kryton/the-data-layer";,
+    "logo": "/img/powered-by/aol.svg"
+  },
+  {
+    "name": "Booz Allen Hamilton",
+    "url": "https://www.boozallen.com";,
+    "category": "Clustering",
+    "description": "Booz Allen Hamilton used Mahout's clustering algorithms 
for large-scale biometric analysis.",
+    "source": "https://www.slideshare.net/ydn/3-biometric-hadoopsummit2010";,
+    "logo": "/img/powered-by/booz-allen-hamilton.svg"
+  },
+  {
+    "name": "Drupal",
+    "url": "https://www.drupal.org/project/recommender";,
+    "category": "Content recommendation",
+    "description": "The Drupal Recommender API module used Mahout to provide 
open source content recommendation for Drupal sites.",
+    "logo": "/img/powered-by/drupal.svg"
+  },
+  {
+    "name": "Foursquare",
+    "url": "https://foursquare.com";,
+    "category": "Recommendations",
+    "description": "Foursquare used Mahout for its venue recommendation 
engine.",
+    "source": 
"https://engineering.foursquare.com/2011/03/22/building-a-recommendation-engine-foursquare-style/";,
+    "logo": "/img/powered-by/foursquare.svg"
+  },
+  {
+    "name": "Intel",
+    "url": "https://www.intel.com";,
+    "category": "Distribution",
+    "description": "Intel shipped Mahout as part of its Distribution for 
Apache Hadoop Software.",
+    "logo": "/img/powered-by/intel.svg"
+  },
+  {
+    "name": "LinkedIn",
+    "url": "https://www.linkedin.com";,
+    "category": "Model training",
+    "description": "LinkedIn experimented with Mahout for model training as an 
alternative to R-based workflows.",
+    "logo": "/img/powered-by/linkedin.svg"
+  },
+  {
+    "name": "LucidWorks",
+    "url": "https://www.lucidworks.com";,
+    "category": "Search and text analytics",
+    "description": "LucidWorks Big Data used Mahout for clustering, duplicate 
document detection, phrase extraction, and classification.",
+    "logo": "/img/powered-by/lucidworks.png"
+  },
+  {
+    "name": "Mendeley",
+    "url": "https://www.mendeley.com";,
+    "category": "Recommendations",
+    "description": "Mendeley used Mahout to power Mendeley Suggest, a research 
article recommendation service.",
+    "logo": "/img/powered-by/mendeley.png"
+  },
+  {
+    "name": "NewsCred",
+    "url": "https://www.newscred.com";,
+    "category": "News clustering",
+    "description": "NewsCred used Mahout to cluster news articles and surface 
the important stories of the day.",
+    "logo": "/img/powered-by/newscred.png"
+  },
+  {
+    "name": "ResearchGate",
+    "url": "https://www.researchgate.net";,
+    "category": "Recommendations",
+    "description": "ResearchGate, the professional network for scientists and 
researchers, used Mahout's recommendation algorithms.",
+    "logo": "/img/powered-by/researchgate.svg"
+  },
+  {
+    "name": "Sematext",
+    "url": "https://sematext.com";,
+    "category": "Recommendations",
+    "description": "Sematext used Mahout for its recommendation engine.",
+    "logo": "/img/powered-by/sematext.png"
+  },
+  {
+    "name": "Twitter",
+    "url": "https://twitter.com";,
+    "category": "Topic modeling",
+    "description": "Twitter used Mahout's LDA implementation for user interest 
modeling.",
+    "logo": "/img/powered-by/twitter.svg"
+  },
+  {
+    "name": "Yahoo! Mail",
+    "url": "https://mail.yahoo.com";,
+    "category": "Anti-spam",
+    "description": "Yahoo! Mail used Mahout's frequent pattern set mining in 
its anti-spam pipeline.",
+    "source": "https://www.slideshare.net/hadoopusergroup/mail-antispam";,
+    "logo": "/img/powered-by/yahoo-mail.svg"
+  },
+  {
+    "name": "TU Berlin",
+    "url": "https://www.dima.tu-berlin.de";,
+    "category": "Teaching",
+    "description": "The Large Scale Data Analysis and Data Mining course at TU 
Berlin used Mahout to teach students how to parallelize data mining problems.",
+    "logo": "/img/powered-by/tu-berlin.svg"
+  },
+  {
+    "name": "Carnegie Mellon University",
+    "url": "https://www.cmu.edu";,
+    "category": "Research",
+    "description": "Carnegie Mellon University used Mahout as a comparison 
platform in GraphLab research.",
+    "logo": "/img/powered-by/carnegie-mellon-university.svg"
+  },
+  {
+    "name": "Nagoya Institute of Technology",
+    "url": "https://www.nitech.ac.jp";,
+    "category": "Research",
+    "description": "Nagoya Institute of Technology used Mahout for research 
and data processing in a large-scale citizen participation platform funded by 
the Ministry of Interior of Japan.",
+    "logo": "/img/powered-by/nagoya-institute-of-technology.png"
+  },
+  {
+    "name": "DERI, NUI Galway",
+    "url": "https://www.universityofgalway.ie";,
+    "category": "Research",
+    "description": "Researchers at the Digital Enterprise Research Institute 
used Mahout for topic mining and modelling of large corpora.",
+    "logo": "/img/powered-by/deri-nui-galway.png"
+  },
+  {
+    "name": "Accenture",
+    "url": "https://www.accenture.com";,
+    "logo": "/img/powered-by/accenture.svg"
+  },
+  {
+    "name": "Buzzlogic",
+    "url": "https://www.buzzlogic.com";
+  },
+  {
+    "name": "DataMine Lab",
+    "url": "https://dataminelab.com";,
+    "logo": "/img/powered-by/datamine-lab.jpg"
+  },
+  {
+    "name": "Idealo",
+    "url": "https://www.idealo.de";,
+    "logo": "/img/powered-by/idealo.svg"
+  },
+  {
+    "name": "InfoGlutton",
+    "url": "https://www.infoglutton.com";
+  },
+  {
+    "name": "Intela",
+    "url": "https://www.intela.com";
+  },
+  {
+    "name": "iOffer",
+    "url": "https://www.ioffer.com";,
+    "logo": "/img/powered-by/ioffer.gif"
+  },
+  {
+    "name": "Kauli",
+    "url": "https://kau.li";,
+    "logo": "/img/powered-by/kauli.gif"
+  },
+  {
+    "name": "Mobage",
+    "url": "https://mbga.jp";,
+    "logo": "/img/powered-by/mobage.png"
+  },
+  {
+    "name": "Myrrix",
+    "url": "https://myrrix.com";,
+    "logo": "/img/powered-by/myrrix.png"
+  },
+  {
+    "name": "Predixion Software",
+    "url": "https://predixionsoftware.com";,
+    "logo": "/img/powered-by/predixion-software.png"
+  },
+  {
+    "name": "Radoop",
+    "url": "https://radoop.eu";
+  },
+  {
+    "name": "SpeedDate",
+    "url": "https://www.speeddate.com";
+  },
+  {
+    "name": "365Media",
+    "url": "https://365media.com";,
+    "logo": "/img/powered-by/365media.jpg"
+  },
+  {
+    "name": "Dicode project",
+    "url": "https://www.dicode-project.eu";,
+    "logo": "/img/powered-by/dicode-project.png"
+  },
+  {
+    "name": "ROBUST project",
+    "url": "https://www.robust-project.eu";
+  }
+]
diff --git a/website/src/pages/index.module.css 
b/website/src/pages/index.module.css
index f8f2b53e5..ddf6e5b5c 100644
--- a/website/src/pages/index.module.css
+++ b/website/src/pages/index.module.css
@@ -226,3 +226,11 @@
     padding: 0.5rem 1rem;
   }
 }
+
+.legacyNote {
+  margin-top: 2rem;
+  padding-top: 1rem;
+  border-top: 1px solid var(--ifm-color-emphasis-200);
+  font-size: 0.9rem;
+  color: var(--ifm-color-emphasis-700);
+}
diff --git a/website/src/pages/index.tsx b/website/src/pages/index.tsx
index 49b941940..5fc5f8270 100644
--- a/website/src/pages/index.tsx
+++ b/website/src/pages/index.tsx
@@ -13,7 +13,7 @@ const latestReleasedVersion = releasedVersions[0] ?? 'next';
 const siteUrl = 'https://mahout.apache.org';
 const pageTitle = 'Apache Mahout';
 const pageDescription =
-  'Apache Mahout builds an environment for quickly creating scalable, 
performant machine learning applications.';
+  'Apache Mahout builds an environment for quickly creating scalable, 
performant machine learning applications. Its current focus is Qumat, a 
backend-agnostic quantum circuit library, and QDP, a GPU-accelerated quantum 
data encoding engine.';
 const logoUrl = `${siteUrl}/img/mahout-favicon.png`;
 const socialImageUrl = `${siteUrl}/img/mascot_with_text.png`;
 
@@ -104,8 +104,14 @@ function Sidebar() {
       <div className={styles.sidebarCard}>
         <div className={styles.cardHeader}>Qumat {latestReleasedVersion} 
Released!</div>
         <div className={styles.cardBody}>
-          <p>Mahout's new quantum computing layer for building ML circuits on 
simulators and real quantum hardware.</p>
-          <Link to="/docs/qumat/getting-started">Download Qumat 
{latestReleasedVersion} β†’</Link>
+          <p>
+            First-class AMD ROCm support, six QDP encodings with parity across
+            CUDA and ROCm, and faster zero-copy GPU paths.
+          </p>
+          <p>
+            <Link to="/blog/2026/06/01/Qumat-0.6.0-Release">Read the release 
notes β†’</Link>
+          </p>
+          <Link to="/docs/qumat/getting-started">Get Qumat 
{latestReleasedVersion} β†’</Link>
         </div>
       </div>
 
@@ -139,6 +145,16 @@ function Sidebar() {
         <div className={styles.cardHeader}>Talks</div>
         <div className={styles.cardBody}>
           <ul className={styles.linkList}>
+            <li>
+              Community Over Code Asia 2026 -{' '}
+              <a
+                
href="https://asia.communityovercode.org/sessions/general-1194670.html";
+                target="_blank"
+                rel="noopener noreferrer">
+                Accelerating Quantum Machine Learning: Building a
+                GPU-Accelerated Data Plane in Apache Mahout
+              </a>
+            </li>
             <li>
               FOSDEM 2025 -{' '}
               <a
@@ -172,6 +188,14 @@ function MainContent() {
         The goal of the Apache Mahoutβ„’ project is to build an environment for
         quickly creating scalable, performant machine learning applications.
       </p>
+      <p>
+        Today that work centers on quantum machine learning in Python, with two
+        components: <strong>Qumat</strong>, a library for writing quantum
+        circuits once and running them on any supported backend, and{' '}
+        <strong>QDP</strong>, a GPU-accelerated data plane that turns classical
+        data into quantum states without simulating state-preparation
+        circuits.
+      </p>
 
       <Heading as="h2">Qumat</Heading>
       <div className={styles.mascotContainer}>
@@ -184,23 +208,66 @@ function MainContent() {
 
       <p>
         <strong>Qumat</strong> is a high-level Python library for quantum
-        computing that provides:
+        computing. Build a circuit with standard and parameterized gates, then
+        execute it on Qiskit, Cirq, or Amazon Braket through one unified API,
+        on simulators or real quantum hardware.
       </p>
       <ul>
         <li>
-          <strong>Qumat Core</strong> - Build quantum circuits with standard
-          gates and run them on Qiskit, Cirq, or Amazon Braket with a single
-          unified API
+          <strong>One API, three backends</strong> - Switch between Qiskit,
+          Cirq, and Amazon Braket by changing a config value, not your circuit
+          code
+        </li>
+        <li>
+          <strong>Standard and parameterized gates</strong> - Hadamard, Pauli,
+          CNOT, Toffoli, SWAP, and rotation gates with parameter binding for
+          variational circuits
         </li>
         <li>
-          <strong>QDP (Quantum Data Plane)</strong> - Encode classical data
-          into quantum states using GPU-accelerated kernels with zero-copy
-          tensor transfer
+          <strong>Python 3.10+</strong> - Installable from PyPI with{' '}
+          <code>pip install qumat</code>
         </li>
       </ul>
       <p>
         <Link to="/docs/qumat">Learn more about Qumat β†’</Link>
       </p>
+
+      <Heading as="h2">QDP (Quantum Data Plane)</Heading>
+      <p>
+        <strong>QDP</strong> removes the data-loading bottleneck in quantum
+        machine learning. Instead of simulating a state-preparation circuit,
+        it constructs the state vector directly in GPU memory and hands it to
+        your training or kernel pipeline.
+      </p>
+      <ul>
+        <li>
+          <strong>Six encodings</strong> - Amplitude, angle, basis, phase, IQP,
+          and IQP-Z, with the same coverage on every GPU backend
+        </li>
+        <li>
+          <strong>NVIDIA CUDA and AMD ROCm</strong> - Native CUDA kernels and
+          hand-written Triton kernels for ROCm, selectable from the same API
+        </li>
+        <li>
+          <strong>Zero-copy interop</strong> - DLPack handoff to and from
+          PyTorch, NumPy, and TensorFlow, plus GPU-pointer paths that skip the
+          host round trip
+        </li>
+        <li>
+          <strong>Benchmarked on real workloads</strong> - SVHN IQP training,
+          quantum kernel SVM, and data-to-state latency benchmarks ship with
+          the project
+        </li>
+      </ul>
+      <p>
+        <Link to="/docs/qdp">Learn more about QDP β†’</Link>
+      </p>
+
+      <p className={styles.legacyNote}>
+        Looking for the earlier Mahout Classic (Samsara and MapReduce)
+        codebase? It is in maintenance mode. The community's current work is
+        on Qumat and QDP.
+      </p>
     </div>
   );
 }
@@ -210,7 +277,7 @@ export default function Home(): ReactNode {
   return (
     <Layout
       title="Home"
-      description="Apache Mahout - Distributed Linear Algebra and Quantum 
Computing for Machine Learning">
+      description={pageDescription}>
       <Head>
         <meta property="og:title" content={pageTitle} />
         <meta property="og:description" content={pageDescription} />
diff --git a/website/src/pages/powered-by.module.css 
b/website/src/pages/powered-by.module.css
new file mode 100644
index 000000000..414784389
--- /dev/null
+++ b/website/src/pages/powered-by.module.css
@@ -0,0 +1,221 @@
+.hero {
+  padding: 4rem 0 3rem;
+}
+
+.heroInner {
+  max-width: 820px;
+}
+
+.title {
+  font-size: 2.75rem;
+  margin-bottom: 1rem;
+}
+
+.lead {
+  font-size: 1.15rem;
+  line-height: 1.7;
+  margin-bottom: 1rem;
+}
+
+.section {
+  padding: 2.5rem 0;
+}
+
+.sectionTitle {
+  font-size: 1.75rem;
+  margin-bottom: 0.25rem;
+}
+
+.sectionSubtitle {
+  color: var(--ifm-color-emphasis-700);
+  margin-bottom: 1.75rem;
+}
+
+.cards {
+  display: grid;
+  grid-template-columns: repeat(auto-fill, minmax(320px, 1fr));
+  gap: 1.25rem;
+}
+
+.card {
+  display: flex;
+  flex-direction: column;
+  padding: 1.5rem;
+  border: 1px solid var(--ifm-color-emphasis-200);
+  border-radius: 12px;
+  background: var(--ifm-background-surface-color);
+  transition: border-color 0.15s ease, box-shadow 0.15s ease;
+}
+
+.card:hover {
+  border-color: var(--ifm-color-primary);
+  box-shadow: 0 4px 16px rgba(0, 0, 0, 0.06);
+}
+
+.cardHeader {
+  display: flex;
+  justify-content: space-between;
+  align-items: flex-start;
+  gap: 1rem;
+  margin-bottom: 0.75rem;
+}
+
+.cardName {
+  font-size: 1.25rem;
+  font-weight: 700;
+  margin: 0;
+}
+
+.cardName a {
+  color: inherit;
+  text-decoration: none;
+}
+
+.cardName a:hover {
+  color: var(--ifm-color-primary);
+}
+
+.cardCategory {
+  display: block;
+  margin-top: 0.25rem;
+  font-size: 0.75rem;
+  font-weight: 700;
+  letter-spacing: 0.06em;
+  text-transform: uppercase;
+  color: var(--ifm-color-primary-darker);
+}
+
+[data-theme='dark'] .cardCategory {
+  color: var(--ifm-color-primary);
+}
+
+.cardLogo {
+  height: 44px;
+  width: auto;
+  max-width: 160px;
+  object-fit: contain;
+  flex-shrink: 0;
+}
+
+.logoTile {
+  display: inline-flex;
+  align-items: center;
+  justify-content: center;
+  padding: 0.5rem 0.75rem;
+  border-radius: 8px;
+  background: #fff;
+  flex-shrink: 0;
+}
+
+[data-theme='dark'] .logoTile {
+  border: 1px solid var(--ifm-color-emphasis-200);
+}
+
+.cardBody {
+  flex: 1;
+  margin: 0;
+  line-height: 1.6;
+}
+
+.cardSource {
+  margin-top: 1rem;
+  font-size: 0.9rem;
+}
+
+.wall {
+  display: grid;
+  grid-template-columns: repeat(auto-fill, minmax(180px, 1fr));
+  gap: 1rem;
+}
+
+.wallItem {
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  gap: 0.6rem;
+  min-height: 120px;
+  padding: 1rem;
+  border: 1px solid var(--ifm-color-emphasis-200);
+  border-radius: 12px;
+  background: #fff;
+  color: var(--ifm-color-emphasis-800);
+  font-weight: 600;
+  font-size: 0.9rem;
+  text-align: center;
+  text-decoration: none;
+  transition: border-color 0.15s ease, box-shadow 0.15s ease;
+}
+
+[data-theme='dark'] .wallItem {
+  color: #1c1e21;
+}
+
+.wallItem:hover {
+  border-color: var(--ifm-color-primary);
+  box-shadow: 0 4px 16px rgba(0, 0, 0, 0.08);
+  text-decoration: none;
+  color: var(--ifm-color-primary-darker);
+}
+
+.wallLogo {
+  height: 64px;
+  width: auto;
+  max-width: 160px;
+  object-fit: contain;
+}
+
+.wallName {
+  font-size: 1.1rem;
+}
+
+.cta {
+  padding: 3rem 0 4rem;
+}
+
+.ctaBox {
+  padding: 2.5rem;
+  border-radius: 16px;
+  background: linear-gradient(135deg, rgba(0, 188, 212, 0.12), rgba(0, 131, 
143, 0.12));
+  border: 1px solid var(--ifm-color-emphasis-200);
+}
+
+.ctaTitle {
+  font-size: 1.6rem;
+  margin-bottom: 0.5rem;
+}
+
+.ctaText {
+  max-width: 720px;
+  margin-bottom: 1.5rem;
+}
+
+.ctaActions {
+  display: flex;
+  flex-wrap: wrap;
+  gap: 1rem;
+  align-items: center;
+}
+
+.ctaAlt {
+  margin: 1rem 0 0;
+  font-size: 0.95rem;
+  color: var(--ifm-color-emphasis-700);
+}
+
+.disclaimer {
+  margin-top: 2.5rem;
+  font-size: 0.85rem;
+  line-height: 1.6;
+  color: var(--ifm-color-emphasis-600);
+}
+
+@media (max-width: 600px) {
+  .title {
+    font-size: 2rem;
+  }
+
+  .ctaBox {
+    padding: 1.5rem;
+  }
+}
diff --git a/website/src/pages/powered-by.tsx b/website/src/pages/powered-by.tsx
new file mode 100644
index 000000000..56a392199
--- /dev/null
+++ b/website/src/pages/powered-by.tsx
@@ -0,0 +1,195 @@
+import type {ReactNode} from 'react';
+import Link from '@docusaurus/Link';
+import useBaseUrl from '@docusaurus/useBaseUrl';
+import Layout from '@theme/Layout';
+import Heading from '@theme/Heading';
+
+import entries from '../data/powered-by.json';
+import styles from './powered-by.module.css';
+
+type Entry = {
+  name: string;
+  url: string;
+  category?: string;
+  description?: string;
+  source?: string;
+  logo?: string;
+};
+
+const SUBMIT_URL =
+  'https://github.com/apache/mahout/issues/new?template=powered-by.yml';
+const DATA_FILE_URL =
+  
'https://github.com/apache/mahout/blob/main/website/src/data/powered-by.json';
+
+const allEntries = entries as Entry[];
+const featured = allEntries.filter((entry) => entry.description);
+const everyone = [...allEntries].sort((a, b) =>
+  a.name.localeCompare(b.name, 'en', {sensitivity: 'base'}),
+);
+
+function Logo({entry, className}: {entry: Entry; className: string}) {
+  const src = useBaseUrl(entry.logo ?? '');
+  if (!entry.logo) {
+    return null;
+  }
+  return <img className={className} src={src} alt={`${entry.name} logo`} />;
+}
+
+function FeaturedCard({entry}: {entry: Entry}) {
+  return (
+    <article className={styles.card}>
+      <div className={styles.cardHeader}>
+        <div>
+          <h3 className={styles.cardName}>
+            <Link href={entry.url}>{entry.name}</Link>
+          </h3>
+          {entry.category && (
+            <span className={styles.cardCategory}>{entry.category}</span>
+          )}
+        </div>
+        {entry.logo && (
+          <span className={styles.logoTile}>
+            <Logo entry={entry} className={styles.cardLogo} />
+          </span>
+        )}
+      </div>
+      <p className={styles.cardBody}>{entry.description}</p>
+      {entry.source && (
+        <p className={styles.cardSource}>
+          <Link href={entry.source}>Source</Link>
+        </p>
+      )}
+    </article>
+  );
+}
+
+function WallItem({entry}: {entry: Entry}) {
+  return (
+    <Link className={styles.wallItem} href={entry.url} title={entry.name}>
+      {entry.logo ? (
+        <Logo entry={entry} className={styles.wallLogo} />
+      ) : (
+        <span className={styles.wallName}>{entry.name}</span>
+      )}
+    </Link>
+  );
+}
+
+export default function PoweredBy(): ReactNode {
+  return (
+    <Layout
+      title="Powered By"
+      description="Organizations, projects, and research groups using Apache 
Mahout.">
+      <header className={styles.hero}>
+        <div className="container">
+          <div className={styles.heroInner}>
+            <Heading as="h1" className={styles.title}>
+              Powered By Apache Mahout
+            </Heading>
+            <p className={styles.lead}>
+              Apache Mahout has powered recommendation, clustering, and
+              classification systems at scale for more than a decade. Today the
+              project builds Qumat, a Python library for writing quantum
+              circuits once and running them on Qiskit, Cirq, or Amazon Braket,
+              and QDP, a GPU-accelerated engine for encoding classical data 
into
+              quantum states.
+            </p>
+            <p className={styles.lead}>
+              See how organizations, developers, and researchers have built 
with
+              Mahout, and add your own story.
+            </p>
+            <Link className="button button--primary button--lg" 
href={SUBMIT_URL}>
+              Add your organization
+            </Link>
+          </div>
+        </div>
+      </header>
+
+      <main>
+        {featured.length > 0 && (
+          <section className={styles.section}>
+            <div className="container">
+              <Heading as="h2" className={styles.sectionTitle}>
+                How Mahout is being used
+              </Heading>
+              <p className={styles.sectionSubtitle}>
+                Use cases the community has shared.
+              </p>
+              <div className={styles.cards}>
+                {featured.map((entry) => (
+                  <FeaturedCard key={entry.name} entry={entry} />
+                ))}
+              </div>
+            </div>
+          </section>
+        )}
+
+        <section className={styles.section}>
+          <div className="container">
+            <Heading as="h2" className={styles.sectionTitle}>
+              Organizations building with Mahout
+            </Heading>
+            <p className={styles.sectionSubtitle}>
+              Companies, projects, and research groups that have told the
+              community they use or have used Apache Mahout.
+            </p>
+            <div className={styles.wall}>
+              {everyone.map((entry) => (
+                <WallItem key={entry.name} entry={entry} />
+              ))}
+            </div>
+          </div>
+        </section>
+
+        <section className={styles.cta}>
+          <div className="container">
+            <div className={styles.ctaBox}>
+              <Heading as="h2" className={styles.ctaTitle}>
+                Using Mahout? Tell the community.
+              </Heading>
+              <p className={styles.ctaText}>
+                Running Qumat in production, evaluating QDP, teaching a course,
+                publishing research, or still on Mahout Classic? You are part 
of
+                the story. Open a GitHub issue with the form below and a
+                committer will add you to this page.
+              </p>
+              <div className={styles.ctaActions}>
+                <Link className="button button--primary" href={SUBMIT_URL}>
+                  Share your use case on GitHub
+                </Link>
+                <Link
+                  className="button button--secondary"
+                  to="/docs/community/mailing-lists">
+                  Or email the dev list
+                </Link>
+              </div>
+              <p className={styles.ctaAlt}>
+                Prefer to send the pull request yourself? Add an entry to{' '}
+                <Link href={DATA_FILE_URL}>powered-by.json</Link> in the
+                website source.
+              </p>
+            </div>
+
+            <p className={styles.disclaimer}>
+              <strong>Disclaimer.</strong> Usage information on this page comes
+              from community submissions and publicly available sources such as
+              blog posts, conference talks, and the previous Mahout website.
+              Usage, deployment stage, and other details may change over time.
+              All company names, product names, trademarks, and logos shown 
here
+              are the property of their respective owners and are used for
+              identification purposes only. Inclusion on this page does not
+              imply endorsement of Apache Mahout by these organizations, nor
+              endorsement of these organizations by the Apache Software
+              Foundation. If you represent an organization listed here and 
would
+              like your entry or logo updated or removed, please{' '}
+              <Link 
href="https://github.com/apache/mahout/issues/new?template=powered-by.yml";>
+                open an issue
+              </Link>{' '}
+              or email [email protected].
+            </p>
+          </div>
+        </section>
+      </main>
+    </Layout>
+  );
+}
diff --git a/website/static/img/powered-by/365media.jpg 
b/website/static/img/powered-by/365media.jpg
new file mode 100644
index 000000000..a63dceaf9
Binary files /dev/null and b/website/static/img/powered-by/365media.jpg differ
diff --git a/website/static/img/powered-by/accenture.svg 
b/website/static/img/powered-by/accenture.svg
new file mode 100644
index 000000000..974e517e8
--- /dev/null
+++ b/website/static/img/powered-by/accenture.svg
@@ -0,0 +1,31 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<!-- Generator: Adobe Illustrator 21.1.0, SVG Export Plug-In . SVG Version: 
6.00 Build 0)  -->
+
+<svg
+   version="1.1"
+   id="Layer_1"
+   x="0px"
+   y="0px"
+   viewBox="0 0 163.4 43"
+   xml:space="preserve"
+   width="163.39999"
+   height="43"
+   xmlns="http://www.w3.org/2000/svg";
+   xmlns:svg="http://www.w3.org/2000/svg";><defs
+   id="defs1" />
+<style
+   type="text/css"
+   id="style1">
+       .st0{fill:#A100FF;}
+</style>
+<g
+   id="g1">
+       <polygon
+   class="st0"
+   points="95.1,4.9 95.1,0 111.2,6.5 111.2,10.5 95.1,17 95.1,12 104.5,8.5 "
+   id="polygon1" />
+       <path
+   d="M 6.2,43 C 2.8,43 0,41.3 0,37.5 v -0.2 c 0,-4.6 4,-6.2 8.9,-6.2 h 2.3 v 
-0.9 c 0,-1.9 -0.8,-3 -2.8,-3 -1.8,0 -2.7,1 -2.8,2.4 h -5 c 0.4,-4.2 3.7,-6.2 
8.1,-6.2 4.5,0 7.8,1.9 7.8,6.6 V 42.6 H 11.4 V 40.4 C 10.4,41.8 8.7,43 6.2,43 Z 
m 5,-6.6 V 34.6 H 9.1 c -2.6,0 -3.9,0.7 -3.9,2.4 v 0.2 c 0,1.3 0.8,2.2 2.6,2.2 
1.8,-0.1 3.4,-1.1 3.4,-3 z M 28.4,43 c -5.2,0 -9,-3.2 -9,-9.6 v -0.3 c 0,-6.4 
4,-9.8 9,-9.8 4.3,0 7.8,2.2 8.2,7.1 h -5 c -0.3,-1.8 -1.3,-3 -3.1,-3 -2.2,0 
-3.8,1.8 -3.8,5.5 v 0.6 [...]
+   id="path1" />
+</g>
+</svg>
diff --git a/website/static/img/powered-by/adobe.svg 
b/website/static/img/powered-by/adobe.svg
new file mode 100644
index 000000000..cba6327ef
--- /dev/null
+++ b/website/static/img/powered-by/adobe.svg
@@ -0,0 +1,46 @@
+<?xml version="1.0" encoding="utf-8"?>
+<!-- Generator: Adobe Illustrator 23.0.1, SVG Export Plug-In . SVG Version: 
6.00 Build 0)  -->
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" 
"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"; [
+       <!ENTITY ns_extend "http://ns.adobe.com/Extensibility/1.0/";>
+       <!ENTITY ns_ai "http://ns.adobe.com/AdobeIllustrator/10.0/";>
+       <!ENTITY ns_graphs "http://ns.adobe.com/Graphs/1.0/";>
+       <!ENTITY ns_vars "http://ns.adobe.com/Variables/1.0/";>
+       <!ENTITY ns_imrep "http://ns.adobe.com/ImageReplacement/1.0/";>
+       <!ENTITY ns_sfw "http://ns.adobe.com/SaveForWeb/1.0/";>
+       <!ENTITY ns_custom "http://ns.adobe.com/GenericCustomNamespace/1.0/";>
+       <!ENTITY ns_adobe_xpath "http://ns.adobe.com/XPath/1.0/";>
+]>
+<svg version="1.1" id="Livello_1" xmlns:x="&ns_extend;" xmlns:i="&ns_ai;" 
xmlns:graph="&ns_graphs;"
+        xmlns="http://www.w3.org/2000/svg"; 
xmlns:xlink="http://www.w3.org/1999/xlink"; x="0px" y="0px" viewBox="0 0 949 
239.3"
+        style="enable-background:new 0 0 949 239.3;" xml:space="preserve">
+<style type="text/css">
+       .st0{fill:#ED2224;}
+       .st1{fill:#2D2E2D;}
+</style>
+<metadata>
+       <sfw  xmlns="&ns_sfw;">
+               <slices></slices>
+               <sliceSourceBounds  bottomLeftOrigin="true" height="239.3" 
width="949" x="0" y="0"></sliceSourceBounds>
+       </sfw>
+</metadata>
+<path class="st0" d="M170.5,0l100.3,239.3V0H170.5z M0,0v239.3L100.3,0H0z 
M91.7,190.5h45.8l20.1,48.7h41.5L134.7,87.4L91.7,190.5z"
+       />
+<g>
+       <path class="st1" 
d="M438.9,154.4l-11,33.1c-0.4,1.2-1,1.6-2.2,1.6h-20.1c-1.2,0-1.6-0.6-1.4-2l41.4-117.7c0.8-2,1.4-4,1.8-10.8
+               
c0-0.8,0.4-1.4,1.2-1.4h27.9c1,0,1.2,0.2,1.4,1.2l46.4,129c0.2,1.2,0,1.8-1.2,1.8h-22.5c-1,0-1.6-0.4-2-1.2l-11.7-33.5H438.9z
+                
M480.5,132.5c-4.2-13.3-13.7-41.2-17.7-55.2h-0.2c-3.2,13.5-11.3,37-17.3,55.2H480.5z"/>
+       <path class="st1" 
d="M531.5,140.5c0-29.1,21.7-52.4,57.1-52.4c2.8,0,5.2,0.2,8.6,0.6V47.5c0-1,0.4-1.4,1.2-1.4h21.9
+               
c1,0,1,0.4,1,1.2v121.3c0,4,0.4,9.2,0.8,12.9c0,1-0.2,1.4-1.2,1.8c-13.1,5.6-25.9,7.8-38,7.8C553.8,191.2,531.5,174.3,531.5,140.5z
+                
M597.2,109.8c-2.6-1-5.8-1.4-9.4-1.4c-17.9,0-31.3,11.5-31.3,30.9c0,21.9,13.1,30.9,29.1,30.9c4,0,8-0.4,11.7-1.6V109.8z"/>
+       <path class="st1" 
d="M737.2,139.1c0,31.1-19.9,52-48.2,52c-33.6,0-48.4-25.9-48.4-51.4c0-28.5,18.7-51.6,48.8-51.6
+               C720.4,88.1,737.2,111.6,737.2,139.1z 
M665.1,139.3c0,18.5,9,31.3,24.3,31.3c12.5,0,23.1-10.2,23.1-30.9c0-16.7-7.2-31.3-24.3-31.3
+               C674.8,108.4,665.1,120.2,665.1,139.3z"/>
+       <path class="st1" 
d="M778.6,46.1c1.4,0,1.8,0.2,1.8,1.6l0.2,43.2c5.4-1.8,11.7-2.8,18.3-2.8c28.9,0,47.4,20.5,47.4,47.4
+               
c0,37.2-28.9,55.6-58.7,55.6c-10.4,0-20.5-1.4-30.1-4.4c-0.8-0.2-1.4-1.2-1.4-1.8V47.5c0-1,0.6-1.4,1.4-1.4H778.6z
 M794.7,108.8
+               
c-7,0-10.8,1-14.1,2.2v58.7c2.8,0.8,5.8,1,9.2,1c16.5,0,31.7-10.4,31.7-32.7C821.6,118.8,810.6,108.8,794.7,108.8z"/>
+       <path class="st1" 
d="M885.1,145.2c0.6,14.1,9.8,25.3,30.3,25.3c9,0,17.3-1.6,24.9-4.8c0.6-0.4,1.2-0.2,1.2,0.8v16.7
+               
c0,1.2-0.4,1.8-1.2,2.2c-7.6,3.6-16.5,5.8-30.1,5.8c-36.6,0-49.6-25.7-49.6-50.4c0-27.9,16.9-52.6,47.2-52.6
+               
c29.7,0,41.2,23.3,41.2,42.4c0,5.6-0.2,10.2-0.8,12.5c-0.2,0.8-0.6,1.2-1.6,1.4c-2.8,0.6-10.8,0.8-20.7,0.8H885.1z
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diff --git a/website/versioned_docs/version-0.6/advanced/index.md 
b/website/versioned_docs/version-0.6/advanced/index.md
new file mode 100644
index 000000000..560eb08c3
--- /dev/null
+++ b/website/versioned_docs/version-0.6/advanced/index.md
@@ -0,0 +1,11 @@
+---
+title: PQC Guides
+sidebar_label: PQC Guides
+---
+
+# PQC Guides
+
+In-depth material on parameterized quantum circuits (PQCs) in Qumat. Start 
with the [Parameterized Circuits](../qumat/parameterized-circuits) page for the 
basics of rotation gates and parameter binding, then continue here.
+
+- [PQC Developer's Guide](./pqc): the theory, design, and applications of 
PQCs, written for developers implementing them from scratch
+- [Qumat PQC Gap Analysis](./gap-analysis): what the Qumat codebase needs for 
a minimally viable and then a feature-complete PQC implementation
diff --git 
a/website/versioned_docs/version-0.6/community/pr-policy-and-review-guidelines.md
 
b/website/versioned_docs/version-0.6/community/pr-policy-and-review-guidelines.md
index 2d7e1bf2c..91949825c 100644
--- 
a/website/versioned_docs/version-0.6/community/pr-policy-and-review-guidelines.md
+++ 
b/website/versioned_docs/version-0.6/community/pr-policy-and-review-guidelines.md
@@ -1,6 +1,8 @@
 ---
-title: Pr Policy And Review Guidelines
+title: PR Policy and Review Guidelines
+sidebar_label: PR Policy & Review
 ---
+
 <!--
 Licensed to the Apache Software Foundation (ASF) under one or more
 contributor license agreements.  See the NOTICE file distributed with
@@ -18,11 +20,6 @@ See the License for the specific language governing 
permissions and
 limitations under the License.
 -->
 
----
-title: PR Policy and Review Guidelines
-sidebar_label: PR Policy & Review
----
-
 # PR Policy and Review Guidelines
 
 This document defines Apache Mahout's pull request and review process, aligned 
with ASF principles of openness, consensus, and merit.
diff --git a/website/versioned_sidebars/version-0.6-sidebars.json 
b/website/versioned_sidebars/version-0.6-sidebars.json
index e284dc640..25312c23a 100644
--- a/website/versioned_sidebars/version-0.6-sidebars.json
+++ b/website/versioned_sidebars/version-0.6-sidebars.json
@@ -52,8 +52,9 @@
     },
     {
       "type": "category",
-      "label": "Advanced Topics",
+      "label": "PQC Guides",
       "collapsed": true,
+      "link": {"type": "doc", "id": "advanced/index"},
       "items": [
         "advanced/pqc",
         "advanced/gap-analysis"

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