From e9296a11ae9efdaf9faae6c7c00ec3e4a57eed97 Mon Sep 17 00:00:00 2001
From: Van Go <35277477+van-go@users.noreply.github.com>
Date: Thu, 3 Jul 2025 11:11:04 -0500
Subject: [PATCH 01/16] add back NH Type, Year Pub, and Clear filters

---
 .../PublicationSearchToolbar.tsx              | 56 ++++++++++++++++++-
 1 file changed, 54 insertions(+), 2 deletions(-)

diff --git a/client/modules/datafiles/src/publications/PublicationSearchToolbar/PublicationSearchToolbar.tsx b/client/modules/datafiles/src/publications/PublicationSearchToolbar/PublicationSearchToolbar.tsx
index 282a69022..e753a92d1 100644
--- a/client/modules/datafiles/src/publications/PublicationSearchToolbar/PublicationSearchToolbar.tsx
+++ b/client/modules/datafiles/src/publications/PublicationSearchToolbar/PublicationSearchToolbar.tsx
@@ -1,7 +1,9 @@
-import { Button, Form, Input, Collapse } from 'antd';
+import { Button, Form, Input, Collapse, Select } from 'antd';
 import React, { useRef, useState } from 'react';
 import { useSearchParams } from 'react-router-dom';
 import { useSyncExternalStore } from 'react';
+import * as dropdownOptions from '../../projects/forms/ProjectFormDropdowns';
+import styles from './PublicationSearchToolbar.module.css'
 
 const { Panel } = Collapse;
 
@@ -71,8 +73,16 @@ export const PublicationSearchToolbar: React.FC = () => {
     setSearchParams(params);
   };
 
+  const currentYear = new Date(Date.now()).getUTCFullYear();
+  //Show events going back to 2015
+  const datesInRange = [];
+  for (let i = currentYear; i >= 2015; i--) {
+    datesInRange.push(i);
+  }
+  const yearOptions = [...datesInRange.map((y) => ({ label: y, value: y }))];
+
   return (
-    <div
+    <div 
       ref={searchBarRef}
       style={{
         display: 'flex',
@@ -167,6 +177,48 @@ export const PublicationSearchToolbar: React.FC = () => {
           </Collapse>
         </div>
       )}
+      <div>
+        <label htmlFor="nh-type-select" style={{ margin: 0 }}>
+          Natural Hazard Type
+        </label>
+        &nbsp;
+        <Select
+          style={{ width: '150px' }}
+          virtual={false}
+          allowClear
+          id="nh-type-select"
+          placeholder="All Types"
+          options={[
+            { label: 'All Types', value: null },
+            ...dropdownOptions.nhTypeOptions,
+          ]}
+          popupMatchSelectWidth={false}
+          value={searchParams.get('nh-type')}
+          onChange={(v) => setSearchParam('nh-type', v)}
+        />
+      </div>
+
+      <div>
+        <label htmlFor="publication-year-select" style={{ margin: 0 }}>
+          Year Published
+        </label>
+        &nbsp;
+        <Select
+          style={{ width: '150px' }}
+          id="publication-year-select"
+          options={[{ label: 'All Years', value: null }, ...yearOptions]}
+          allowClear
+          placeholder="All Years"
+          popupMatchSelectWidth={false}
+          virtual={false}
+          value={searchParams.get('pub-year')}
+          onChange={(v) => setSearchParam('pub-year', v)}
+        />
+      </div>
+
+      <Button type="link" onClick={() => setSearchParams(undefined)}>
+        Clear Filters
+      </Button>
     </div>
   );
 };

From e010ff54ca3330947f4d999758dac9d2e98490d1 Mon Sep 17 00:00:00 2001
From: Van Go <35277477+van-go@users.noreply.github.com>
Date: Thu, 17 Jul 2025 11:17:44 -0500
Subject: [PATCH 02/16] Client side component to render keyword suggestions

---
 .../src/hooks/useKeywordSuggestions.ts        | 32 +++++++++++++++
 .../src/projects/forms/BaseProjectForm.tsx    | 39 ++++++++++++++++++-
 .../modules/datafiles/src/types/keywords.ts   | 11 ++++++
 3 files changed, 81 insertions(+), 1 deletion(-)
 create mode 100644 client/modules/datafiles/src/hooks/useKeywordSuggestions.ts
 create mode 100644 client/modules/datafiles/src/types/keywords.ts

diff --git a/client/modules/datafiles/src/hooks/useKeywordSuggestions.ts b/client/modules/datafiles/src/hooks/useKeywordSuggestions.ts
new file mode 100644
index 000000000..5a61f9a2f
--- /dev/null
+++ b/client/modules/datafiles/src/hooks/useKeywordSuggestions.ts
@@ -0,0 +1,32 @@
+import { useQuery } from '@tanstack/react-query';
+import axios from 'axios';
+import { KeywordSuggestionResponse } from '../types/keywords';
+import { mockKeywordSuggestions } from '../types/keywords';
+
+export function useKeywordSuggestions(title: string, description: string) {
+  return useQuery({
+    queryKey: ['keywordSuggestions', title, description],
+    // TEMPORARY MOCK: immediately resolve with our mock list
+    queryFn: async () => {
+      // simulate network delay if you like:
+      await new Promise((r) => setTimeout(r, 300));
+      return mockKeywordSuggestions;
+    },
+    enabled: !!title.trim() && !!description.trim(),
+  });
+}
+
+// export function useKeywordSuggestions(title: string, description: string) {
+//   return useQuery({
+//     queryKey: ['keywordSuggestions', title, description],
+//     queryFn: async () => {
+//       const res = await axios.post<KeywordSuggestionResponse>(
+//         '/api/keyword-suggestions',
+//         { title, description }
+//       );
+//       return res.data.keywords;
+//     },
+//     enabled: !!title.trim() && !!description.trim(),
+//   });
+// }
+
diff --git a/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx b/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
index 1cf751732..7ae3c0dba 100644
--- a/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
+++ b/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
@@ -1,4 +1,4 @@
-import { Alert, Button, Form, Input, Popconfirm, Select } from 'antd';
+import { Alert, Button, Form, Input, Popconfirm, Select, Tag } from 'antd';
 import React, { useCallback, useEffect, useMemo, useState } from 'react';
 import {
   nhTypeOptions,
@@ -24,6 +24,7 @@ import {
 import { customRequiredMark } from './_common';
 import { AuthorSelect } from './_fields/AuthorSelect';
 import { ProjectTypeRadioSelect } from '../modals/ProjectTypeRadioSelect';
+import { useKeywordSuggestions } from '../../hooks/useKeywordSuggestions';
 
 export const ProjectTypeInput: React.FC<{
   projectType: TBaseProjectValue['projectType'];
@@ -139,6 +140,25 @@ export const BaseProjectForm: React.FC<{
     [watchedPi, watchedCoPis, watchedMembers, watchedGuestMembers]
   );
 
+  const watchedTitle = Form.useWatch('title', form) ?? '';
+  const watchedDescription = Form.useWatch('description', form) ?? '';
+  const watchedSelected = Form.useWatch('keywords', form) ?? [];
+
+  const { data: suggestedKeywords = [] } = useKeywordSuggestions(
+    watchedTitle,
+    watchedDescription
+  );
+  const availableSuggestions = suggestedKeywords.filter(
+  (kw) => !watchedSelected.includes(kw)
+);
+
+  useEffect(() => {
+      console.log('Project Title:', watchedTitle);
+      console.log('Project Description:', watchedDescription);
+      console.log('Suggested Keywords:', suggestedKeywords);
+    }, [watchedTitle, watchedDescription, suggestedKeywords]);
+
+
   const { user } = useAuthenticatedUser();
   const [showConfirm, setShowConfirm] = useState(false);
   const onFormSubmit = (
@@ -379,6 +399,23 @@ export const BaseProjectForm: React.FC<{
               tokenSeparators={[',']}
             ></Select>
           </Form.Item>
+          {availableSuggestions.length > 0 && (
+            <div style={{ marginTop: 8 }}>
+              <p>Suggested Keywords:</p>
+              {availableSuggestions.map((kw) => (
+                <Tag
+                  key={kw}
+                  color="blue"
+                  style={{ cursor: 'pointer', marginBottom: 4 }}
+                  onClick={() => {
+                    form.setFieldValue('keywords', [...watchedSelected, kw]);
+                  }}
+                >
+                  {kw}
+                </Tag>
+              ))}
+            </div>
+          )}
         </Form.Item>
       )}
       <Form.Item label="Project Description" required>
diff --git a/client/modules/datafiles/src/types/keywords.ts b/client/modules/datafiles/src/types/keywords.ts
new file mode 100644
index 000000000..494989491
--- /dev/null
+++ b/client/modules/datafiles/src/types/keywords.ts
@@ -0,0 +1,11 @@
+export interface KeywordSuggestionResponse {
+  keywords: string[];
+}
+
+export const mockKeywordSuggestions = [
+  "storm surge",
+  "coastal flooding",
+  "numerical simulation",
+  "wind load",
+  "LiDAR analysis"
+];
\ No newline at end of file

From f6f49185a864f8e69a52cf60f587615e66ce79e4 Mon Sep 17 00:00:00 2001
From: Van Go <35277477+van-go@users.noreply.github.com>
Date: Thu, 17 Jul 2025 11:28:21 -0500
Subject: [PATCH 03/16] formating

---
 .../datafiles/src/hooks/useKeywordSuggestions.ts    |  1 -
 .../src/projects/forms/BaseProjectForm.tsx          | 13 ++++++-------
 client/modules/datafiles/src/types/keywords.ts      | 12 ++++++------
 3 files changed, 12 insertions(+), 14 deletions(-)

diff --git a/client/modules/datafiles/src/hooks/useKeywordSuggestions.ts b/client/modules/datafiles/src/hooks/useKeywordSuggestions.ts
index 5a61f9a2f..98902d37e 100644
--- a/client/modules/datafiles/src/hooks/useKeywordSuggestions.ts
+++ b/client/modules/datafiles/src/hooks/useKeywordSuggestions.ts
@@ -29,4 +29,3 @@ export function useKeywordSuggestions(title: string, description: string) {
 //     enabled: !!title.trim() && !!description.trim(),
 //   });
 // }
-
diff --git a/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx b/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
index 7ae3c0dba..7ee54114d 100644
--- a/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
+++ b/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
@@ -149,15 +149,14 @@ export const BaseProjectForm: React.FC<{
     watchedDescription
   );
   const availableSuggestions = suggestedKeywords.filter(
-  (kw) => !watchedSelected.includes(kw)
-);
+    (kw) => !watchedSelected.includes(kw)
+  );
 
   useEffect(() => {
-      console.log('Project Title:', watchedTitle);
-      console.log('Project Description:', watchedDescription);
-      console.log('Suggested Keywords:', suggestedKeywords);
-    }, [watchedTitle, watchedDescription, suggestedKeywords]);
-
+    console.log('Project Title:', watchedTitle);
+    console.log('Project Description:', watchedDescription);
+    console.log('Suggested Keywords:', suggestedKeywords);
+  }, [watchedTitle, watchedDescription, suggestedKeywords]);
 
   const { user } = useAuthenticatedUser();
   const [showConfirm, setShowConfirm] = useState(false);
diff --git a/client/modules/datafiles/src/types/keywords.ts b/client/modules/datafiles/src/types/keywords.ts
index 494989491..8725966af 100644
--- a/client/modules/datafiles/src/types/keywords.ts
+++ b/client/modules/datafiles/src/types/keywords.ts
@@ -3,9 +3,9 @@ export interface KeywordSuggestionResponse {
 }
 
 export const mockKeywordSuggestions = [
-  "storm surge",
-  "coastal flooding",
-  "numerical simulation",
-  "wind load",
-  "LiDAR analysis"
-];
\ No newline at end of file
+  'storm surge',
+  'coastal flooding',
+  'numerical simulation',
+  'wind load',
+  'LiDAR analysis',
+];

From 78d11569c5f27b7712216fa1e4053099a51a88ea Mon Sep 17 00:00:00 2001
From: Van Go <35277477+van-go@users.noreply.github.com>
Date: Thu, 17 Jul 2025 11:30:18 -0500
Subject: [PATCH 04/16] remove unused imports

---
 client/modules/datafiles/src/hooks/useKeywordSuggestions.ts | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/client/modules/datafiles/src/hooks/useKeywordSuggestions.ts b/client/modules/datafiles/src/hooks/useKeywordSuggestions.ts
index 98902d37e..d0c02239c 100644
--- a/client/modules/datafiles/src/hooks/useKeywordSuggestions.ts
+++ b/client/modules/datafiles/src/hooks/useKeywordSuggestions.ts
@@ -1,6 +1,6 @@
 import { useQuery } from '@tanstack/react-query';
-import axios from 'axios';
-import { KeywordSuggestionResponse } from '../types/keywords';
+// import axios from 'axios';
+// import { KeywordSuggestionResponse } from '../types/keywords';
 import { mockKeywordSuggestions } from '../types/keywords';
 
 export function useKeywordSuggestions(title: string, description: string) {

From bfe7729a12b1712516828117820fdc69e821d954 Mon Sep 17 00:00:00 2001
From: Van Go <35277477+van-go@users.noreply.github.com>
Date: Wed, 23 Jul 2025 12:08:30 -0500
Subject: [PATCH 05/16] chore: re-export useKeywordSuggestions in central
 @client/hooks barrel and update BaseProjectForm to import via the alias
 instead of a relative path

---
 client/modules/_hooks/src/index.ts                              | 2 ++
 client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx | 2 +-
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/client/modules/_hooks/src/index.ts b/client/modules/_hooks/src/index.ts
index 701dc2d83..b9582312a 100644
--- a/client/modules/_hooks/src/index.ts
+++ b/client/modules/_hooks/src/index.ts
@@ -2,6 +2,8 @@ export { useAuthenticatedUser, type TUser } from './useAuthenticatedUser';
 export { useDebounceValue } from './useDebounceValue';
 export { useSystemOverview } from './useSystemOverview';
 export { useSystemQueue } from './useSystemQueue';
+export { useKeywordSuggestions } from '../../datafiles/src/hooks/useKeywordSuggestions';
+
 export { default as apiClient } from './apiClient';
 export * from './workspace';
 export * from './datafiles';
diff --git a/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx b/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
index 7ee54114d..65cde5206 100644
--- a/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
+++ b/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
@@ -19,12 +19,12 @@ import { TProjectUser } from './_fields/UserSelect';
 import {
   TBaseProjectValue,
   useAuthenticatedUser,
+  useKeywordSuggestions,
   useProjectDetail,
 } from '@client/hooks';
 import { customRequiredMark } from './_common';
 import { AuthorSelect } from './_fields/AuthorSelect';
 import { ProjectTypeRadioSelect } from '../modals/ProjectTypeRadioSelect';
-import { useKeywordSuggestions } from '../../hooks/useKeywordSuggestions';
 
 export const ProjectTypeInput: React.FC<{
   projectType: TBaseProjectValue['projectType'];

From 200c88bd15e4cf5e07c65b71c072a03deac2274f Mon Sep 17 00:00:00 2001
From: Van Go <35277477+van-go@users.noreply.github.com>
Date: Wed, 23 Jul 2025 12:33:30 -0500
Subject: [PATCH 06/16] update mapping

---
 client/modules/_hooks/src/index.ts | 2 +-
 client/tsconfig.base.json          | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/client/modules/_hooks/src/index.ts b/client/modules/_hooks/src/index.ts
index b9582312a..5e816d44a 100644
--- a/client/modules/_hooks/src/index.ts
+++ b/client/modules/_hooks/src/index.ts
@@ -2,7 +2,7 @@ export { useAuthenticatedUser, type TUser } from './useAuthenticatedUser';
 export { useDebounceValue } from './useDebounceValue';
 export { useSystemOverview } from './useSystemOverview';
 export { useSystemQueue } from './useSystemQueue';
-export { useKeywordSuggestions } from '../../datafiles/src/hooks/useKeywordSuggestions';
+export { useKeywordSuggestions } from '@client/datafiles/hooks/useKeywordSuggestions';
 
 export { default as apiClient } from './apiClient';
 export * from './workspace';
diff --git a/client/tsconfig.base.json b/client/tsconfig.base.json
index 613b2c639..2405a1b1c 100644
--- a/client/tsconfig.base.json
+++ b/client/tsconfig.base.json
@@ -17,6 +17,7 @@
     "paths": {
       "@client/common-components": ["modules/_common_components/src/index.ts"],
       "@client/datafiles": ["modules/datafiles/src/index.ts"],
+      "@client/datafiles/hooks/*": ["modules/datafiles/src/hooks/*"],
       "@client/hooks": ["modules/_hooks/src/index.ts"],
       "@client/onboarding": ["modules/onboarding/src/index.ts"],
       "@client/test-fixtures": ["modules/_test-fixtures/src/index.ts"],

From b22b92beccd73075d0b6094253be0978a605f4ec Mon Sep 17 00:00:00 2001
From: Sal Tijerina <r.sal.tijerina@gmail.com>
Date: Fri, 12 Sep 2025 15:11:14 -0500
Subject: [PATCH 07/16] task/WIN-41: Keyword RAG as view (#1616)

* wip rag as view

* add CHROMA_ENDPOINT setting

* fix missing packages; fix image tag

* import SN settings from designsafe.env

* working rag view

* add error handling; add debounce to rag requests

* fix linting

* add test settings

* use prev value as placeholder; memoize watched values and set debounce to 1 sec

* linting

* Task/WC-179: Software publication type (#1633)

* implement Software publication type

* fixes for testing session issues

* task/WC-307: updating search checkboxes to include software type (#1637)

* implement Software publication type

* adding new software checkbox to right search menu

* fixing spacing issue hopefully

* adding back missing tag

* another spacing fix

* yet another spacing fix

---------

Co-authored-by: Jake Rosenberg <jrosenberg@tacc.utexas.edu>

* adding extra words to publish-amend-version button (#1628)

Co-authored-by: Jake Rosenberg <jrosenberg@tacc.utexas.edu>

* adding flags for tombstones to disable file listings and entity trees (#1621)

Co-authored-by: Jake Rosenberg <jrosenberg@tacc.utexas.edu>

---------

Co-authored-by: Jake Rosenberg <jrosenberg@tacc.utexas.edu>
Co-authored-by: Sarah Gray <sgray@tacc.utexas.edu>
---
 client/modules/_hooks/src/datafiles/index.ts  |    2 +
 .../_hooks/src/datafiles/projects/types.ts    |    3 +
 .../_hooks/src/datafiles/useGithubListing.ts  |   46 +
 .../src/datafiles/useKeywordSuggestions.ts    |   29 +
 client/modules/_hooks/src/index.ts            |    1 -
 .../src/AddFileFolder/AddFileFolder.tsx       |   16 +-
 .../src/hooks/useKeywordSuggestions.ts        |   31 -
 .../src/projects/BaseProjectDetails.tsx       |   67 +-
 .../ProjectGithubFileListing.tsx              |  164 +
 .../ProjectGithubTransfer.tsx                 |  216 +
 .../ProjectPipeline/PipelineOrderAuthors.tsx  |    6 +-
 .../PipelineProofreadProjectStep.tsx          |   14 +-
 .../ProjectPipeline/PipelinePublishModal.tsx  |   34 +-
 .../ProjectPipeline/ProjectPipeline.tsx       |   37 +-
 .../ProjectPreview/ProjectPreview.tsx         |   32 +-
 .../datafiles/src/projects/constants.ts       |    1 +
 .../src/projects/forms/BaseProjectForm.tsx    |   44 +-
 .../modules/datafiles/src/projects/index.ts   |    5 +
 .../modals/ChangeProjectTypeModal.tsx         |   11 +-
 .../modals/ProjectBestPracticesModal.tsx      |   12 +-
 .../PublicationSearchSidebar.tsx              |   26 +
 .../PublishedListing/PublishedListing.tsx     |    1 +
 .../modules/datafiles/src/types/keywords.ts   |   11 -
 .../projects/ProjectCurationLayout.tsx        |   13 +-
 .../layouts/projects/ProjectDetailLayout.tsx  |   12 +-
 .../layouts/projects/ProjectPreviewLayout.tsx |   34 +-
 .../layouts/projects/ProjectWorkdirLayout.tsx |   12 +-
 .../published/PublishedDetailLayout.tsx       |   21 +-
 .../PublishedEntityListingLayout.tsx          |   49 +-
 client/tsconfig.base.json                     |    1 -
 designsafe/apps/api/ai_keywords/__init__.py   |    0
 designsafe/apps/api/ai_keywords/urls.py       |    8 +
 designsafe/apps/api/ai_keywords/views.py      |  125 +
 .../operations/datacite_operations.py         |   15 +
 .../operations/graph_operations.py            |    4 +-
 .../operations/project_meta_operations.py     |   53 +
 .../operations/project_publish_operations.py  |   76 +-
 .../api/projects_v2/schema_models/base.py     |    6 +
 designsafe/apps/api/projects_v2/views.py      |    9 +
 .../operations/fedora_graph_operations.py     |    2 +-
 designsafe/apps/api/urls.py                   |    3 +-
 designsafe/settings/common_settings.py        |    5 +
 designsafe/settings/test_settings.py          |    5 +
 .../vendor/bootstrap-ds/css/bootstrap.css     |    2 +-
 poetry.lock                                   | 4201 ++++++++++++++++-
 pyproject.toml                                |   12 +-
 46 files changed, 5062 insertions(+), 415 deletions(-)
 create mode 100644 client/modules/_hooks/src/datafiles/useGithubListing.ts
 create mode 100644 client/modules/_hooks/src/datafiles/useKeywordSuggestions.ts
 delete mode 100644 client/modules/datafiles/src/hooks/useKeywordSuggestions.ts
 create mode 100644 client/modules/datafiles/src/projects/ProjectGithubFileListing/ProjectGithubFileListing.tsx
 create mode 100644 client/modules/datafiles/src/projects/ProjectGithubTransfer/ProjectGithubTransfer.tsx
 delete mode 100644 client/modules/datafiles/src/types/keywords.ts
 create mode 100644 designsafe/apps/api/ai_keywords/__init__.py
 create mode 100644 designsafe/apps/api/ai_keywords/urls.py
 create mode 100644 designsafe/apps/api/ai_keywords/views.py

diff --git a/client/modules/_hooks/src/datafiles/index.ts b/client/modules/_hooks/src/datafiles/index.ts
index 6c528a1d4..e0ed0a799 100644
--- a/client/modules/_hooks/src/datafiles/index.ts
+++ b/client/modules/_hooks/src/datafiles/index.ts
@@ -21,6 +21,8 @@ export { useNewFolder } from './useNewFolder';
 export { useUploadFile } from './useUploadFile';
 export { useUploadFolder } from './useUploadFolder';
 export { useFileDetail } from './useFileDetail';
+export * from './useKeywordSuggestions';
+export { useGithubListing, type TGithubFileObj } from './useGithubListing';
 
 export * from './usePathDisplayName';
 
diff --git a/client/modules/_hooks/src/datafiles/projects/types.ts b/client/modules/_hooks/src/datafiles/projects/types.ts
index 39f7f5b22..fd28c58fe 100644
--- a/client/modules/_hooks/src/datafiles/projects/types.ts
+++ b/client/modules/_hooks/src/datafiles/projects/types.ts
@@ -72,6 +72,7 @@ export type TBaseProjectValue = {
     | 'hybrid_simulation'
     | 'field_recon'
     | 'field_reconnaissance'
+    | 'software'
     | 'None';
 
   title: string;
@@ -97,6 +98,8 @@ export type TBaseProjectValue = {
 
   hazmapperMaps?: THazmapperMap[];
 
+  githubUrl?: string;
+
   license?: string;
 };
 
diff --git a/client/modules/_hooks/src/datafiles/useGithubListing.ts b/client/modules/_hooks/src/datafiles/useGithubListing.ts
new file mode 100644
index 000000000..8a41822e8
--- /dev/null
+++ b/client/modules/_hooks/src/datafiles/useGithubListing.ts
@@ -0,0 +1,46 @@
+import { useQuery } from '@tanstack/react-query';
+import apiClient from '../apiClient';
+import { useCallback } from 'react';
+
+type TGihubParams = {
+  org: string;
+  repo: string;
+  ref: string;
+};
+
+export type TGithubFileObj = {
+  download_url: string;
+  git_url: string;
+  html_url: string;
+  name: string;
+  path: string;
+  sha: string;
+  size: number;
+  type: string;
+  url: string;
+  _links: {
+    self: string;
+    git: string;
+  };
+};
+async function getGithubListing({ org, repo, ref }: TGihubParams) {
+  const githubUrl = `https://api.github.com/repos/${org}/${repo}/contents/?ref=${ref}`;
+  const resp = await apiClient.get<TGithubFileObj[]>(githubUrl);
+  return resp.data;
+}
+
+export function useGithubListing({ org, repo, ref }: TGihubParams) {
+  const githubListingCallback = useCallback(
+    () => getGithubListing({ org, repo, ref }),
+    [org, repo, ref]
+  );
+  return useQuery({
+    queryKey: ['githubListing', org, repo, ref],
+    queryFn: githubListingCallback,
+    enabled: !!(org && repo && ref),
+    retry: false,
+    refetchOnMount: false,
+    refetchOnWindowFocus: false,
+    refetchOnReconnect: false,
+  });
+}
diff --git a/client/modules/_hooks/src/datafiles/useKeywordSuggestions.ts b/client/modules/_hooks/src/datafiles/useKeywordSuggestions.ts
new file mode 100644
index 000000000..0bd144abb
--- /dev/null
+++ b/client/modules/_hooks/src/datafiles/useKeywordSuggestions.ts
@@ -0,0 +1,29 @@
+import { useQuery } from '@tanstack/react-query';
+import apiClient from '../apiClient';
+
+export type TGetKeywordSuggestionsParams = {
+  title: string;
+  description: string;
+};
+
+export interface KeywordSuggestionResponse {
+  response: string[];
+}
+
+export function useKeywordSuggestions(
+  searchParams: TGetKeywordSuggestionsParams
+) {
+  return useQuery({
+    queryKey: ['keywordSuggestions', searchParams],
+    queryFn: async () => {
+      const res = await apiClient.get<KeywordSuggestionResponse>(
+        '/api/keyword-suggestions/',
+        { params: searchParams }
+      );
+      return res.data.response;
+    },
+    enabled: !!searchParams.title.trim() && !!searchParams.description.trim(),
+    staleTime: Infinity,
+    placeholderData: (prev) => prev ?? [],
+  });
+}
diff --git a/client/modules/_hooks/src/index.ts b/client/modules/_hooks/src/index.ts
index 5e816d44a..ea5a65385 100644
--- a/client/modules/_hooks/src/index.ts
+++ b/client/modules/_hooks/src/index.ts
@@ -2,7 +2,6 @@ export { useAuthenticatedUser, type TUser } from './useAuthenticatedUser';
 export { useDebounceValue } from './useDebounceValue';
 export { useSystemOverview } from './useSystemOverview';
 export { useSystemQueue } from './useSystemQueue';
-export { useKeywordSuggestions } from '@client/datafiles/hooks/useKeywordSuggestions';
 
 export { default as apiClient } from './apiClient';
 export * from './workspace';
diff --git a/client/modules/datafiles/src/AddFileFolder/AddFileFolder.tsx b/client/modules/datafiles/src/AddFileFolder/AddFileFolder.tsx
index b8b530d49..7282fec97 100644
--- a/client/modules/datafiles/src/AddFileFolder/AddFileFolder.tsx
+++ b/client/modules/datafiles/src/AddFileFolder/AddFileFolder.tsx
@@ -23,19 +23,21 @@ export const AddFileFolder: React.FC = () => {
   const isPublished = matches.find((m) => m.id === 'published');
   const isNees = matches.find((m) => m.id === 'nees');
 
-  const isReadOnly = !!(
-    (isProjects && !projectId) ||
-    isPublished ||
-    isNees ||
-    system === 'designsafe.storage.community'
-  );
-
   if (!isProjects) projectId = '';
   const { data } = useProjectDetail(projectId ?? '');
   if (projectId) {
     system = `project-${data?.baseProject.uuid}`;
     api = 'tapis';
   }
+  const isSoftwareProject = data?.baseProject.value.projectType === 'software';
+
+  const isReadOnly = !!(
+    (isProjects && !projectId) ||
+    isPublished ||
+    isNees ||
+    isSoftwareProject ||
+    system === 'designsafe.storage.community'
+  );
 
   if (!user) return null;
 
diff --git a/client/modules/datafiles/src/hooks/useKeywordSuggestions.ts b/client/modules/datafiles/src/hooks/useKeywordSuggestions.ts
deleted file mode 100644
index d0c02239c..000000000
--- a/client/modules/datafiles/src/hooks/useKeywordSuggestions.ts
+++ /dev/null
@@ -1,31 +0,0 @@
-import { useQuery } from '@tanstack/react-query';
-// import axios from 'axios';
-// import { KeywordSuggestionResponse } from '../types/keywords';
-import { mockKeywordSuggestions } from '../types/keywords';
-
-export function useKeywordSuggestions(title: string, description: string) {
-  return useQuery({
-    queryKey: ['keywordSuggestions', title, description],
-    // TEMPORARY MOCK: immediately resolve with our mock list
-    queryFn: async () => {
-      // simulate network delay if you like:
-      await new Promise((r) => setTimeout(r, 300));
-      return mockKeywordSuggestions;
-    },
-    enabled: !!title.trim() && !!description.trim(),
-  });
-}
-
-// export function useKeywordSuggestions(title: string, description: string) {
-//   return useQuery({
-//     queryKey: ['keywordSuggestions', title, description],
-//     queryFn: async () => {
-//       const res = await axios.post<KeywordSuggestionResponse>(
-//         '/api/keyword-suggestions',
-//         { title, description }
-//       );
-//       return res.data.keywords;
-//     },
-//     enabled: !!title.trim() && !!description.trim(),
-//   });
-// }
diff --git a/client/modules/datafiles/src/projects/BaseProjectDetails.tsx b/client/modules/datafiles/src/projects/BaseProjectDetails.tsx
index 7ee9850b0..3934ec303 100644
--- a/client/modules/datafiles/src/projects/BaseProjectDetails.tsx
+++ b/client/modules/datafiles/src/projects/BaseProjectDetails.tsx
@@ -139,6 +139,7 @@ export const UsernamePopover: React.FC<{ user: TProjectUser }> = ({ user }) => {
 const projectTypeMapping = {
   field_recon: 'Field research',
   other: 'Other',
+  software: 'Software',
   experimental: 'Experimental',
   simulation: 'Simulation',
   hybrid_simulation: 'Hybrid Simulation',
@@ -190,7 +191,7 @@ export const BaseProjectDetails: React.FC<{
           <col />
         </colgroup>
         <tbody>
-          {pi && projectValue.projectType !== 'other' && (
+          {pi && !['other', 'software'].includes(projectValue.projectType) && (
             <tr className={styles['prj-row']}>
               <td>PI</td>
               <td style={{ fontWeight: 'bold' }}>
@@ -198,21 +199,22 @@ export const BaseProjectDetails: React.FC<{
               </td>
             </tr>
           )}
-          {coPis.length > 0 && projectValue.projectType !== 'other' && (
-            <tr className={styles['prj-row']}>
-              <td>Co-PIs</td>
-              <td style={{ fontWeight: 'bold' }}>
-                {coPis.map((u, i) => (
-                  <React.Fragment key={JSON.stringify(u)}>
-                    <UsernamePopover user={u} />
-                    {i !== coPis.length - 1 && '; '}
-                  </React.Fragment>
-                ))}
-              </td>
-            </tr>
-          )}
+          {coPis.length > 0 &&
+            !['other', 'software'].includes(projectValue.projectType) && (
+              <tr className={styles['prj-row']}>
+                <td>Co-PIs</td>
+                <td style={{ fontWeight: 'bold' }}>
+                  {coPis.map((u, i) => (
+                    <React.Fragment key={JSON.stringify(u)}>
+                      <UsernamePopover user={u} />
+                      {i !== coPis.length - 1 && '; '}
+                    </React.Fragment>
+                  ))}
+                </td>
+              </tr>
+            )}
           {projectValue.authors.length > 0 &&
-            projectValue.projectType === 'other' && (
+            ['other', 'software'].includes(projectValue.projectType) && (
               <tr className={styles['prj-row']}>
                 <td>Authors</td>
                 <td style={{ fontWeight: 'bold' }}>
@@ -225,7 +227,7 @@ export const BaseProjectDetails: React.FC<{
                 </td>
               </tr>
             )}
-          {projectValue.projectType !== 'other' && (
+          {!['other', 'software'].includes(projectValue.projectType) && (
             <tr className={styles['prj-row']}>
               <td>Project Type</td>
               <td style={{ fontWeight: 'bold' }}>
@@ -376,6 +378,20 @@ export const BaseProjectDetails: React.FC<{
               </td>
             </tr>
           )}
+          {projectValue.githubUrl && (
+            <tr className={styles['prj-row']}>
+              <td>Software Release</td>
+              <td style={{ fontWeight: 'bold' }}>
+                <a
+                  href={projectValue.githubUrl}
+                  target="_blank"
+                  rel="noreferrer"
+                >
+                  {projectValue.githubUrl}
+                </a>
+              </td>
+            </tr>
+          )}
 
           {projectValue.dois && projectValue.dois[0] && (
             <tr className={styles['prj-row']}>
@@ -384,14 +400,15 @@ export const BaseProjectDetails: React.FC<{
             </tr>
           )}
 
-          {projectValue.projectType === 'other' && projectValue.license && (
-            <tr className={styles['prj-row']}>
-              <td>License</td>
-              <td style={{ fontWeight: 'bold' }}>
-                <LicenseDisplay licenseType={projectValue.license} />
-              </td>
-            </tr>
-          )}
+          {['other', 'software'].includes(projectValue.projectType) &&
+            projectValue.license && (
+              <tr className={styles['prj-row']}>
+                <td>License</td>
+                <td style={{ fontWeight: 'bold' }}>
+                  <LicenseDisplay licenseType={projectValue.license} />
+                </td>
+              </tr>
+            )}
 
           {versions && versions.length > 1 && (
             <tr className={styles['prj-row']}>
@@ -418,7 +435,7 @@ export const BaseProjectDetails: React.FC<{
 
       {isPublished && (
         <section style={{ paddingBottom: '12px' }}>
-          {!['other', 'field_reconnaissance'].includes(
+          {!['other', 'software', 'field_reconnaissance'].includes(
             projectValue.projectType
           ) && (
             <>
diff --git a/client/modules/datafiles/src/projects/ProjectGithubFileListing/ProjectGithubFileListing.tsx b/client/modules/datafiles/src/projects/ProjectGithubFileListing/ProjectGithubFileListing.tsx
new file mode 100644
index 000000000..5ad3b28e6
--- /dev/null
+++ b/client/modules/datafiles/src/projects/ProjectGithubFileListing/ProjectGithubFileListing.tsx
@@ -0,0 +1,164 @@
+import {
+  TGithubFileObj,
+  useGithubListing,
+  useProjectDetail,
+} from '@client/hooks';
+import { Alert, Button, ConfigProvider, Table, TableProps } from 'antd';
+import React from 'react';
+import { toBytes } from '../../FileListing/FileListing';
+import { Link } from 'react-router-dom';
+
+const releaseRegex =
+  /^(?:https?:\/\/)?(?:www\.)?github\.com\/(\S+)\/(\S+)\/releases\/tag\/(\S+)$/;
+
+const GithubFileListingTable: React.FC<{
+  org: string;
+  repo: string;
+  releaseRef: string;
+}> = ({ org, repo, releaseRef }) => {
+  const { data: githubListing } = useGithubListing({
+    org,
+    repo,
+    ref: releaseRef,
+  });
+
+  const columns: TableProps<TGithubFileObj>['columns'] = [
+    {
+      title: 'Name',
+      dataIndex: 'name',
+      key: 'name',
+      width: '50%',
+      render: (_, record) => (
+        <>
+          <span
+            className="fa fa-github"
+            style={{ fontSize: '18px', marginRight: '1rem' }}
+          />
+          <a href={record.html_url} target="_blank" rel="noreferrer">
+            {record.name}
+          </a>
+        </>
+      ),
+    },
+    {
+      title: 'Size',
+      dataIndex: 'size',
+      key: 'size',
+      render: (v) => toBytes(v),
+    },
+    {
+      dataIndex: undefined,
+
+      align: 'end',
+      key: 'path',
+      title: () => (
+        <a
+          href={`https://github.com/${org}/${repo}/tree/${releaseRef}`}
+          rel="noreferrer"
+          target="_blank"
+        >
+          <ConfigProvider
+            theme={{
+              components: {
+                Button: {
+                  colorBgContainer: '#D9D9D9',
+                  defaultHoverColor: '#2E2B2A',
+                  defaultActiveColor: '#2E2B2A',
+                  defaultHoverBorderColor: '#2E2B2A',
+                },
+              },
+            }}
+          >
+            <Button type="default">
+              View Repository on GitHub &nbsp;
+              <span className="fa fa-external-link" />
+            </Button>
+          </ConfigProvider>
+        </a>
+      ),
+    },
+  ];
+
+  return (
+    <Table<TGithubFileObj>
+      columns={columns}
+      dataSource={githubListing}
+      rowKey="path"
+      pagination={false}
+    ></Table>
+  );
+};
+
+export const ProjectGithubFileListing: React.FC<{ projectId: string }> = ({
+  projectId,
+}) => {
+  const { data } = useProjectDetail(projectId ?? '');
+
+  const githubUrl = data?.baseProject.value.githubUrl;
+
+  if (!githubUrl) {
+    return (
+      <Alert
+        showIcon
+        style={{ margin: '1rem 0px' }}
+        message="No Repository Selected"
+        description={
+          <div>
+            Please go to the{' '}
+            <Link to={`/projects/${projectId}/curation`}>
+              Curation Directory
+            </Link>{' '}
+            to associate a GitHub repository with your project.
+          </div>
+        }
+      />
+    );
+  }
+  return (
+    <>
+      <Alert
+        showIcon
+        style={{ margin: '1rem 0px' }}
+        //message="No Repository Selected"
+        description={
+          <div>
+            If you need to modify the GitHub release associated with this
+            project, you can do so from the{' '}
+            <Link to={`/projects/${projectId}/curation`}>
+              Curation Directory
+            </Link>{' '}
+            .
+          </div>
+        }
+      />
+      <BaseGithubFileListing githubUrl={githubUrl} />
+    </>
+  );
+};
+
+export const BaseGithubFileListing: React.FC<{ githubUrl?: string }> = ({
+  githubUrl,
+}) => {
+  if (!githubUrl) {
+    return <div>No Github URL specified.</div>;
+  }
+  const regexMatch = releaseRegex.exec(githubUrl ?? '');
+
+  if (regexMatch) {
+    const [, org, repo, releaseRef] = regexMatch;
+    //return <div>hi</div>
+    if (!org || !repo || !releaseRef) {
+      return (
+        <Alert
+          showIcon
+          style={{ margin: '1rem 0px' }}
+          type="error"
+          description="There was an error retrieving project information from GitHub."
+        />
+      );
+    }
+    return (
+      <GithubFileListingTable org={org} repo={repo} releaseRef={releaseRef} />
+    );
+  }
+};
diff --git a/client/modules/datafiles/src/projects/ProjectGithubTransfer/ProjectGithubTransfer.tsx b/client/modules/datafiles/src/projects/ProjectGithubTransfer/ProjectGithubTransfer.tsx
new file mode 100644
index 000000000..60156e8d6
--- /dev/null
+++ b/client/modules/datafiles/src/projects/ProjectGithubTransfer/ProjectGithubTransfer.tsx
@@ -0,0 +1,216 @@
+import { usePatchProjectMetadata, useProjectDetail } from '@client/hooks';
+import { Alert, Button, ConfigProvider, Form, Input, Spin } from 'antd';
+import { AxiosError } from 'axios';
+import React, { useMemo } from 'react';
+
+export const ProjectGithubTransfer: React.FC<{ projectId: string }> = ({
+  projectId,
+}) => {
+  const { mutate, error, isSuccess, isPending } =
+    usePatchProjectMetadata(projectId);
+
+  const { data: projectMetadata } = useProjectDetail(projectId);
+
+  const updateUrl = (url: string) =>
+    mutate({ patchMetadata: { githubUrl: url } });
+
+  const errorType = useMemo(() => {
+    if (!error) return undefined;
+    if ((error as AxiosError).status !== 400) {
+      return undefined;
+    }
+    const errorList = (error as AxiosError<{ message: string[] }>).response
+      ?.data.message;
+    return errorList;
+  }, [error]);
+
+  return (
+    <section
+      style={{
+        backgroundColor: '#f5f5f5',
+        margin: '1rem 0',
+        padding: '3rem',
+        display: 'flex',
+        alignItems: 'center',
+        flexDirection: 'column',
+        gap: '1rem',
+      }}
+    >
+      <span
+        style={{
+          display: 'flex',
+          fontSize: '20px',
+          fontWeight: '400',
+          alignItems: 'center',
+          marginBottom: '1rem',
+          gap: '1rem',
+        }}
+      >
+        <span
+          className="fa fa-github"
+          style={{ fontSize: '60px', color: '#8E8E8E' }}
+        ></span>
+        Transfer GitHub Release
+      </span>
+      <section>
+        Enter the release URL and DesignSafe will automatically transfer and
+        store a zip file of your software.
+      </section>
+      <section>
+        Only one GitHub release can be published. Re-transferring will overwrite
+        any previous transfer.
+      </section>
+      <section>
+        No additional files besides the zip file containing the GitHub release
+        can be published.
+      </section>
+
+      <section style={{ width: '100%' }}>
+        <label style={{ fontWeight: 'normal' }} htmlFor="ghTransferUrl">
+          Release URL
+        </label>
+        <Form
+          initialValues={{ url: projectMetadata?.baseProject.value.githubUrl }}
+          layout="inline"
+          onFinish={(f) => updateUrl(f.url)}
+          style={{ marginBottom: '1rem' }}
+        >
+          <Button
+            style={{ background: '#48A59D', color: 'white', width: '150px' }}
+            htmlType="submit"
+            disabled={isPending}
+          >
+            Transfer{' '}
+            {isPending && (
+              <ConfigProvider theme={{ token: { colorPrimary: 'white' } }}>
+                <Spin size="small" style={{ marginLeft: '1rem' }} />
+              </ConfigProvider>
+            )}
+          </Button>
+          <Form.Item
+            name="url"
+            style={{ flexGrow: 1 }}
+            rules={[
+              {
+                required: true,
+                message: 'Please enter the URL of a valid GitHub release.',
+              },
+              {
+                pattern:
+                  /^(?:https?:\/\/)?(?:www\.)?github\.com\/(\S+)\/(\S+)\/releases\/tag\/(\S+)$/,
+                message:
+                  'Please enter the URL of a valid GitHub release. Check that there are no spaces before or after the URL.',
+              },
+            ]}
+          >
+            <Input id="ghTransferUrl" />
+          </Form.Item>
+        </Form>
+        <a
+          href="https://docs.github.com/en/repositories/releasing-projects-on-github/linking-to-releases"
+          rel="noreferrer"
+          target="_blank"
+        >
+          How to find the release URL
+        </a>
+      </section>
+
+      {errorType?.includes('readme') && (
+        <Alert
+          showIcon
+          type="error"
+          style={{ width: '100%' }}
+          message="Readme File Missing"
+          description={
+            <span>
+              Create a <code>README.md</code> file in your repository root and
+              include it in your GitHub release.
+            </span>
+          }
+        />
+      )}
+      {errorType?.includes('codemeta') && (
+        <Alert
+          showIcon
+          type="error"
+          style={{ width: '100%' }}
+          message="CodeMeta File Missing"
+          description={
+            <span>
+              Generate a <code>codemeta.json</code> file at{' '}
+              <a
+                href="https://codemeta.github.io/codemeta-generator/"
+                target="_blank"
+                rel="noreferrer"
+              >
+                https://codemeta.github.io/codemeta-generator/
+              </a>{' '}
+              and include it in your GitHub release.
+            </span>
+          }
+        />
+      )}
+      {isSuccess && (
+        <Alert
+          showIcon
+          type="success"
+          style={{ width: '100%' }}
+          message="Transfer Successful"
+          description={<span>Continue to the Publication Preview</span>}
+        />
+      )}
+
+      <article style={{ width: '100%', marginTop: '5rem' }}>
+        The following files <strong>must</strong> be included in the GitHub
+        release.
+        <br />
+        <div
+          style={{
+            display: 'flex',
+            alignItems: 'center',
+            gap: '3rem',
+            marginTop: '1rem',
+          }}
+        >
+          <span
+            className="fa fa-file-text-o"
+            style={{ fontSize: '5rem' }}
+          ></span>
+          <div>
+            <strong>CodeMeta File</strong> (<code>codemeta.json</code>)<br />
+            Generate a metadata file at{' '}
+            <a
+              href="https://codemeta.github.io/codemeta-generator/"
+              target="_blank"
+              rel="noreferrer"
+            >
+              https://codemeta.github.io/codemeta-generator/
+            </a>{' '}
+            and include it in your GitHub release. <br />
+            Software name, description, license, and version from this file will
+            overwrite project metadata to maintain consistency
+          </div>
+        </div>
+        <hr />
+        <div
+          style={{
+            display: 'flex',
+            alignItems: 'center',
+            gap: '3rem',
+            marginTop: '1rem',
+          }}
+        >
+          <span
+            className="fa fa-file-text-o"
+            style={{ fontSize: '5rem' }}
+          ></span>
+          <div>
+            <strong>README File</strong> (<code>README.md</code>)<br />
+            Include a README file in addition to the code metadata in your
+            GitHub release.
+          </div>
+        </div>
+      </article>
+    </section>
+  );
+};
diff --git a/client/modules/datafiles/src/projects/ProjectPipeline/PipelineOrderAuthors.tsx b/client/modules/datafiles/src/projects/ProjectPipeline/PipelineOrderAuthors.tsx
index 067705fa7..f0268bcd1 100644
--- a/client/modules/datafiles/src/projects/ProjectPipeline/PipelineOrderAuthors.tsx
+++ b/client/modules/datafiles/src/projects/ProjectPipeline/PipelineOrderAuthors.tsx
@@ -122,9 +122,9 @@ export const PipelineOrderAuthors: React.FC<{
                     )
                     .join(', ')}
                   .{' '}
-                  {data.baseProject.value.projectType !== 'other' && (
-                    <span>"{entity.value.title}", in </span>
-                  )}
+                  {!['other', 'software'].includes(
+                    data.baseProject.value.projectType
+                  ) && <span>"{entity.value.title}", in </span>}
                   <i>{data.baseProject.value.title}</i>. DesignSafe-CI. (DOI
                   will appear after publication)
                 </div>
diff --git a/client/modules/datafiles/src/projects/ProjectPipeline/PipelineProofreadProjectStep.tsx b/client/modules/datafiles/src/projects/ProjectPipeline/PipelineProofreadProjectStep.tsx
index be46b8924..4215ff6ca 100644
--- a/client/modules/datafiles/src/projects/ProjectPipeline/PipelineProofreadProjectStep.tsx
+++ b/client/modules/datafiles/src/projects/ProjectPipeline/PipelineProofreadProjectStep.tsx
@@ -5,7 +5,7 @@ import { Button } from 'antd';
 
 export const PipelineProofreadProjectStep: React.FC<{
   projectId: string;
-  prevStep: () => void;
+  prevStep?: () => void;
   nextStep: () => void;
 }> = ({ projectId, prevStep, nextStep }) => {
   const { data } = useProjectDetail(projectId ?? '');
@@ -20,10 +20,14 @@ export const PipelineProofreadProjectStep: React.FC<{
           marginTop: 24,
         }}
       >
-        <Button type="link" onClick={() => prevStep()}>
-          <i role="none" className="fa fa-arrow-left"></i>&nbsp; Back to
-          Selection
-        </Button>
+        {prevStep ? (
+          <Button type="link" onClick={() => prevStep()}>
+            <i role="none" className="fa fa-arrow-left"></i>&nbsp; Back to
+            Selection
+          </Button>
+        ) : (
+          <span /> /* Empty element to force Continue button to the right */
+        )}
         <Button
           className="success-button"
           style={{ padding: '0px 40px' }}
diff --git a/client/modules/datafiles/src/projects/ProjectPipeline/PipelinePublishModal.tsx b/client/modules/datafiles/src/projects/ProjectPipeline/PipelinePublishModal.tsx
index 3a669a511..9a4044829 100644
--- a/client/modules/datafiles/src/projects/ProjectPipeline/PipelinePublishModal.tsx
+++ b/client/modules/datafiles/src/projects/ProjectPipeline/PipelinePublishModal.tsx
@@ -69,9 +69,12 @@ export const PipelinePublishModal: React.FC<{
   };
 
   const [publishingAgreement, setPublishingAgreement] = useState(false);
+  const [softwareAttestation, setSoftwareAttestation] = useState(false);
 
   const canPublish =
-    publishingAgreement && (operation === 'version' ? !!versionInfo : true);
+    publishingAgreement &&
+    (projectType === 'software' ? softwareAttestation : true) &&
+    (operation === 'version' ? !!versionInfo : true);
 
   return (
     <>
@@ -119,6 +122,35 @@ export const PipelinePublishModal: React.FC<{
                 </Tag>
               </label>
             </span>
+            {projectType === 'software' && (
+              <div>
+                <Checkbox
+                  id="software-attestation-checkbox"
+                  checked={softwareAttestation}
+                  onChange={(e) => setSoftwareAttestation(e.target.checked)}
+                />
+                <label
+                  htmlFor="software-attestation-checkbox"
+                  style={{ display: 'inline-flex', alignItems: 'center' }}
+                >
+                  &nbsp; I have personally evaluated this software release and
+                  attest that it performs as documented in the README file.
+                  &nbsp;
+                  <Tag
+                    color="#d9534f"
+                    style={{
+                      borderRadius: '2.7px',
+                      lineHeight: 1,
+                      paddingInline: 0,
+                      padding: '0.2em 0.4em 0.3em',
+                      fontSize: '75%',
+                    }}
+                  >
+                    Required
+                  </Tag>
+                </label>
+              </div>
+            )}
             {operation === 'version' && (
               <div style={{ textAlign: 'start', margin: '10px 0px' }}>
                 {' '}
diff --git a/client/modules/datafiles/src/projects/ProjectPipeline/ProjectPipeline.tsx b/client/modules/datafiles/src/projects/ProjectPipeline/ProjectPipeline.tsx
index dc407ce42..f8bbb7254 100644
--- a/client/modules/datafiles/src/projects/ProjectPipeline/ProjectPipeline.tsx
+++ b/client/modules/datafiles/src/projects/ProjectPipeline/ProjectPipeline.tsx
@@ -91,6 +91,39 @@ const getSteps = (
         },
       ];
 
+    case 'software':
+      return [
+        {
+          title: 'Proofread Project',
+          content: (
+            <PipelineProofreadProjectStep
+              projectId={projectId}
+              nextStep={next}
+            />
+          ),
+        },
+        {
+          title: 'Order Authors',
+          content: (
+            <PipelineOrderAuthors
+              projectId={projectId}
+              prevStep={prev}
+              nextStep={next}
+            />
+          ),
+        },
+        {
+          title: 'Licenses',
+          content: (
+            <PipelineSelectLicense
+              projectId={projectId}
+              nextStep={next}
+              prevStep={prev}
+            />
+          ),
+        },
+      ];
+
     case 'other':
       return [
         {
@@ -146,11 +179,11 @@ export const ProjectPipeline: React.FC<{ projectId: string }> = ({
   const [searchParams, setSearchParams] = useSearchParams();
 
   const { data } = useProjectDetail(projectId);
-  const projectType = data?.baseProject.value.projectType;
+  const projectType = data?.baseProject.value.projectType ?? 'None';
 
   // type Other doesn't support entity selection, so we select the base project here.
   useEffect(() => {
-    if (projectType === 'other' && data?.baseProject.uuid) {
+    if (['other', 'software'].includes(projectType) && data?.baseProject.uuid) {
       setSearchParams(
         (e) => {
           e.set('selected', data?.baseProject.uuid);
diff --git a/client/modules/datafiles/src/projects/ProjectPreview/ProjectPreview.tsx b/client/modules/datafiles/src/projects/ProjectPreview/ProjectPreview.tsx
index dfdf41cf6..b6480b767 100644
--- a/client/modules/datafiles/src/projects/ProjectPreview/ProjectPreview.tsx
+++ b/client/modules/datafiles/src/projects/ProjectPreview/ProjectPreview.tsx
@@ -332,21 +332,25 @@ export const PublishedEntityDisplay: React.FC<{
                   license={license}
                   publicationDate={treeData.publicationDate}
                 />
-                {(treeData.value.fileObjs?.length ?? 0) > 0 && (
-                  <EntityFileListingTable
-                    treeData={treeData}
-                    preview={preview}
-                  />
+                {!treeData.value.tombstone && (
+                  <>
+                    {(treeData.value.fileObjs?.length ?? 0) > 0 && (
+                      <EntityFileListingTable
+                        treeData={treeData}
+                        preview={preview}
+                      />
+                    )}
+                    {(sortedChildren ?? []).map((child) => (
+                      <RecursiveTree
+                        preview={preview}
+                        treeData={child}
+                        key={child.id}
+                        defaultOpen={defaultOpenChildren}
+                        showEditCategories={showEditCategories}
+                      />
+                    ))}
+                  </>
                 )}
-                {(sortedChildren ?? []).map((child) => (
-                  <RecursiveTree
-                    preview={preview}
-                    treeData={child}
-                    key={child.id}
-                    defaultOpen={defaultOpenChildren}
-                    showEditCategories={showEditCategories}
-                  />
-                ))}
               </>
             ),
           },
diff --git a/client/modules/datafiles/src/projects/constants.ts b/client/modules/datafiles/src/projects/constants.ts
index 9e0fde3b0..5ca6764aa 100644
--- a/client/modules/datafiles/src/projects/constants.ts
+++ b/client/modules/datafiles/src/projects/constants.ts
@@ -162,6 +162,7 @@ export const ENTITIES_WITH_FILES: Record<
   ],
   field_reconnaissance: [],
   other: [PROJECT],
+  software: [PROJECT],
   None: [],
 };
 
diff --git a/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx b/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
index 65cde5206..b8abc767a 100644
--- a/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
+++ b/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
@@ -21,6 +21,8 @@ import {
   useAuthenticatedUser,
   useKeywordSuggestions,
   useProjectDetail,
+  useDebounceValue,
+  TGetKeywordSuggestionsParams,
 } from '@client/hooks';
 import { customRequiredMark } from './_common';
 import { AuthorSelect } from './_fields/AuthorSelect';
@@ -62,6 +64,14 @@ export const ProjectTypeInput: React.FC<{
           description="For work other than the project types above."
         />
       );
+    case 'software':
+      return (
+        <ProjectTypeRadioSelect
+          label="Research Software"
+          iconName="fa fa-github overview-prj-type"
+          description="For code that solves complex problems in a scientific context."
+        />
+      );
 
     case 'hybrid_simulation':
       return (
@@ -140,23 +150,33 @@ export const BaseProjectForm: React.FC<{
     [watchedPi, watchedCoPis, watchedMembers, watchedGuestMembers]
   );
 
-  const watchedTitle = Form.useWatch('title', form) ?? '';
-  const watchedDescription = Form.useWatch('description', form) ?? '';
-  const watchedSelected = Form.useWatch('keywords', form) ?? [];
+  const watchedTitle: string = Form.useWatch('title', form) ?? '';
+  const watchedDescription: string = Form.useWatch('description', form) ?? '';
+  const watchedSelected: string[] = Form.useWatch('keywords', form) ?? [];
+  const selectedMemo = useMemo(() => watchedSelected, [watchedSelected]);
+  const descriptionMemo = useMemo(
+    () => watchedDescription,
+    [watchedDescription]
+  );
+  const titleMemo = useMemo(() => watchedTitle, [watchedTitle]);
 
-  const { data: suggestedKeywords = [] } = useKeywordSuggestions(
-    watchedTitle,
-    watchedDescription
+  const [searchTerms, setSearchTerms] = useState<TGetKeywordSuggestionsParams>({
+    title: watchedTitle,
+    description: watchedDescription,
+  });
+  const debouncedSearchTerms = useDebounceValue<TGetKeywordSuggestionsParams>(
+    searchTerms,
+    1000
   );
+  const { data: suggestedKeywords = [] } =
+    useKeywordSuggestions(debouncedSearchTerms);
   const availableSuggestions = suggestedKeywords.filter(
-    (kw) => !watchedSelected.includes(kw)
+    (kw: string) => !selectedMemo.includes(kw)
   );
 
   useEffect(() => {
-    console.log('Project Title:', watchedTitle);
-    console.log('Project Description:', watchedDescription);
-    console.log('Suggested Keywords:', suggestedKeywords);
-  }, [watchedTitle, watchedDescription, suggestedKeywords]);
+    setSearchTerms({ title: titleMemo, description: descriptionMemo });
+  }, [titleMemo, descriptionMemo]);
 
   const { user } = useAuthenticatedUser();
   const [showConfirm, setShowConfirm] = useState(false);
@@ -338,7 +358,7 @@ export const BaseProjectForm: React.FC<{
         <GuestMembersInput name="guestMembers" />
       </Form.Item>
 
-      {projectType === 'other' && (
+      {['other', 'software'].includes(projectType ?? '') && (
         <>
           <Form.Item label="Assign Authorship" required>
             You can order the authors during the publication process.
diff --git a/client/modules/datafiles/src/projects/index.ts b/client/modules/datafiles/src/projects/index.ts
index bc7caea63..85c33c148 100644
--- a/client/modules/datafiles/src/projects/index.ts
+++ b/client/modules/datafiles/src/projects/index.ts
@@ -4,6 +4,11 @@ export { BaseProjectDetails } from './BaseProjectDetails';
 export { ProjectTree } from './ProjectTree/ProjectTree';
 export { ProjectTitleHeader } from './ProjectTitleHeader/ProjectTitleHeader';
 export { ProjectCurationFileListing } from './ProjectCurationFileListing/ProjectCurationFileListing';
+export { ProjectGithubTransfer } from './ProjectGithubTransfer/ProjectGithubTransfer';
+export {
+  ProjectGithubFileListing,
+  BaseGithubFileListing,
+} from './ProjectGithubFileListing/ProjectGithubFileListing';
 export { ProjectNavbar } from './ProjectNavbar/ProjectNavbar';
 export { ProjectPipeline } from './ProjectPipeline/ProjectPipeline';
 export { EmptyProjectFileListing } from './EmptyProjectFileListing';
diff --git a/client/modules/datafiles/src/projects/modals/ChangeProjectTypeModal.tsx b/client/modules/datafiles/src/projects/modals/ChangeProjectTypeModal.tsx
index f23e50a6f..78173b77a 100644
--- a/client/modules/datafiles/src/projects/modals/ChangeProjectTypeModal.tsx
+++ b/client/modules/datafiles/src/projects/modals/ChangeProjectTypeModal.tsx
@@ -50,6 +50,13 @@ const ProjectTypeSelector: React.FC<{
             description="For work done in areas affected by natural hazards."
           />
         </Radio>
+        <Radio value="software">
+          <ProjectTypeRadioSelect
+            label="Research Software"
+            iconName="overview-prj-type fa fa-github"
+            description="For code that solves complex problems in a scientific context."
+          />
+        </Radio>
         <Radio value="other">
           <ProjectTypeRadioSelect
             label="Other Type Project"
@@ -130,7 +137,7 @@ export const ProjectInfoDisplay: React.FC<{
           },
         ];
     }
-  }, [projectType]);
+  }, [projectType, showProtectedDataOptions]);
 
   const [current, setCurrent] = useState(0);
 
@@ -241,7 +248,7 @@ export const ChangeProjectTypeModal: React.FC<{
       <Modal
         open={isModalOpen}
         onCancel={handleClose}
-        width={900}
+        width={currentDisplay === 'PROJECT_FORM' ? 1000 : 900}
         title={<h2>Change Project Type</h2>}
         footer={null}
       >
diff --git a/client/modules/datafiles/src/projects/modals/ProjectBestPracticesModal.tsx b/client/modules/datafiles/src/projects/modals/ProjectBestPracticesModal.tsx
index 7560695ab..7d95187df 100644
--- a/client/modules/datafiles/src/projects/modals/ProjectBestPracticesModal.tsx
+++ b/client/modules/datafiles/src/projects/modals/ProjectBestPracticesModal.tsx
@@ -4,7 +4,8 @@ import { Link } from 'react-router-dom';
 
 export const ProjectBestPracticesModal: React.FC<{
   projectId: string;
-}> = ({ projectId }) => {
+  disabled?: boolean;
+}> = ({ projectId, disabled = false }) => {
   const [isModalOpen, setIsModalOpen] = useState(false);
 
   const showModal = () => setIsModalOpen(true);
@@ -14,8 +15,13 @@ export const ProjectBestPracticesModal: React.FC<{
 
   return (
     <>
-      <Button type="primary" className="success-button" onClick={showModal}>
-        Publish / Amend / Version
+      <Button
+        type="primary"
+        className="success-button"
+        onClick={showModal}
+        disabled={disabled}
+      >
+        Prepare to Publish / Amend / Version
       </Button>
       <Modal
         open={isModalOpen}
diff --git a/client/modules/datafiles/src/publications/PublicationSearchSidebar/PublicationSearchSidebar.tsx b/client/modules/datafiles/src/publications/PublicationSearchSidebar/PublicationSearchSidebar.tsx
index a8e1b227c..610929283 100644
--- a/client/modules/datafiles/src/publications/PublicationSearchSidebar/PublicationSearchSidebar.tsx
+++ b/client/modules/datafiles/src/publications/PublicationSearchSidebar/PublicationSearchSidebar.tsx
@@ -207,6 +207,32 @@ export const PublicationSearchSidebar: React.FC = () => {
           />
         </div>
       </article>
+      <article className={styles.projectTypeOptions}>
+        {' '}
+        <div className={styles.checkboxRow}>
+          <Checkbox
+            checked={searchParams.getAll('project-type').includes('software')}
+            onChange={() => toggleProjectTypeFilter('software')}
+          />
+          &nbsp;
+          <strong>Software</strong>
+        </div>
+        {/* <div>
+          <label className={styles.sidebarLabel} htmlFor="data-type-select">
+            Software Type
+          </label>
+          <Select
+            options={[
+              { label: 'All Types', value: null },
+            ]}
+            value={searchParams.get('software-type')}
+            onChange={(v) => setSearchParam('software-type', v)}
+            allowClear
+            style={{ width: '100%' }}
+            placeholder="All Types"
+          />
+        </div> */}
+      </article>
       <article className={styles.projectTypeOptions}>
         {' '}
         <div className={styles.checkboxRow}>
diff --git a/client/modules/datafiles/src/publications/PublishedListing/PublishedListing.tsx b/client/modules/datafiles/src/publications/PublishedListing/PublishedListing.tsx
index 1956bfc8f..b8659b563 100644
--- a/client/modules/datafiles/src/publications/PublishedListing/PublishedListing.tsx
+++ b/client/modules/datafiles/src/publications/PublishedListing/PublishedListing.tsx
@@ -34,6 +34,7 @@ const PublishedDescriptionModal: React.FC<{
 const projectTypeMapping: Record<string, string> = {
   field_recon: 'Field research',
   other: 'Other',
+  software: 'Research Software',
   experimental: 'Experimental',
   simulation: 'Simulation',
   hybrid_simulation: 'Hybrid Simulation',
diff --git a/client/modules/datafiles/src/types/keywords.ts b/client/modules/datafiles/src/types/keywords.ts
deleted file mode 100644
index 8725966af..000000000
--- a/client/modules/datafiles/src/types/keywords.ts
+++ /dev/null
@@ -1,11 +0,0 @@
-export interface KeywordSuggestionResponse {
-  keywords: string[];
-}
-
-export const mockKeywordSuggestions = [
-  'storm surge',
-  'coastal flooding',
-  'numerical simulation',
-  'wind load',
-  'LiDAR analysis',
-];
diff --git a/client/src/datafiles/layouts/projects/ProjectCurationLayout.tsx b/client/src/datafiles/layouts/projects/ProjectCurationLayout.tsx
index d98e3aebf..ec0e713e0 100644
--- a/client/src/datafiles/layouts/projects/ProjectCurationLayout.tsx
+++ b/client/src/datafiles/layouts/projects/ProjectCurationLayout.tsx
@@ -2,6 +2,7 @@ import {
   ManageCategoryModal,
   ManagePublishableEntityModal,
   ProjectCurationFileListing,
+  ProjectGithubTransfer,
   ProjectNavbar,
   RelateDataModal,
 } from '@client/datafiles';
@@ -139,7 +140,9 @@ export const ProjectCurationLayout: React.FC = () => {
         }}
       >
         <ProjectNavbar projectId={projectId} />
-        {data.baseProject.value.projectType !== 'other' && (
+        {!['other', 'software'].includes(
+          data.baseProject.value.projectType
+        ) && (
           <span
             style={{
               display: 'flex',
@@ -191,7 +194,13 @@ export const ProjectCurationLayout: React.FC = () => {
           );
         }}
       />
-      <ProjectCurationFileListing projectId={projectId} path={path ?? ''} />
+      {data.baseProject.value.projectType !== 'software' && (
+        <ProjectCurationFileListing projectId={projectId} path={path ?? ''} />
+      )}
+
+      {data.baseProject.value.projectType === 'software' && (
+        <ProjectGithubTransfer projectId={projectId} />
+      )}
     </div>
   );
 };
diff --git a/client/src/datafiles/layouts/projects/ProjectDetailLayout.tsx b/client/src/datafiles/layouts/projects/ProjectDetailLayout.tsx
index e9ea4c0ec..3499e3c10 100644
--- a/client/src/datafiles/layouts/projects/ProjectDetailLayout.tsx
+++ b/client/src/datafiles/layouts/projects/ProjectDetailLayout.tsx
@@ -55,7 +55,9 @@ export const ProjectDetailLayout: React.FC = () => {
   if (!user)
     return (
       <Layout>
-        <DatafilesToolbar searchInput={<FileListingSearchBar />} />
+        {data?.baseProject.value.projectType !== 'software' && (
+          <DatafilesToolbar searchInput={<FileListingSearchBar />} />
+        )}
         <Alert
           showIcon
           type="error"
@@ -74,7 +76,13 @@ export const ProjectDetailLayout: React.FC = () => {
 
   return (
     <Layout>
-      <DatafilesToolbar searchInput={<FileListingSearchBar />} />
+      <DatafilesToolbar
+        searchInput={
+          data?.baseProject.value.projectType !== 'software' && (
+            <FileListingSearchBar />
+          )
+        }
+      />
       <ProjectTitleHeader projectId={projectId} />
       <BaseProjectDetails projectValue={data.baseProject.value} />
       <Outlet />
diff --git a/client/src/datafiles/layouts/projects/ProjectPreviewLayout.tsx b/client/src/datafiles/layouts/projects/ProjectPreviewLayout.tsx
index 141e76a00..85d4f1f50 100644
--- a/client/src/datafiles/layouts/projects/ProjectPreviewLayout.tsx
+++ b/client/src/datafiles/layouts/projects/ProjectPreviewLayout.tsx
@@ -1,6 +1,7 @@
 import {
   BaseProjectDetails,
   ProjectBestPracticesModal,
+  ProjectGithubFileListing,
   ProjectNavbar,
   ProjectPreview,
   ProjectTitleHeader,
@@ -8,7 +9,7 @@ import {
 import { useProjectDetail } from '@client/hooks';
 import { Alert } from 'antd';
 import React from 'react';
-import { useParams } from 'react-router-dom';
+import { Link, useParams } from 'react-router-dom';
 
 export const ProjectPreviewLayout: React.FC = () => {
   const { projectId } = useParams();
@@ -16,6 +17,10 @@ export const ProjectPreviewLayout: React.FC = () => {
 
   if (!projectId) return null;
   if (!data) return null;
+
+  const disabledNoRepo =
+    data.baseProject.value.projectType === 'software' &&
+    !data.baseProject.value.githubUrl;
   return (
     <div style={{ flex: 1, paddingBottom: '30px' }}>
       <ProjectTitleHeader projectId={projectId} />
@@ -28,10 +33,35 @@ export const ProjectPreviewLayout: React.FC = () => {
         }}
       >
         <ProjectNavbar projectId={projectId} />
-        <ProjectBestPracticesModal projectId={projectId} />
+        <ProjectBestPracticesModal
+          projectId={projectId}
+          disabled={disabledNoRepo}
+        />
       </div>
 
       <ProjectPreview projectId={projectId} />
+
+      {data.baseProject.value.projectType === 'software' &&
+        (data.baseProject.value.githubUrl ? (
+          <ProjectGithubFileListing projectId={projectId} />
+        ) : (
+          <Alert
+            type="error"
+            showIcon
+            description={
+              <div>
+                Please go to the{' '}
+                <Link to={`/projects/${projectId}/curation`}>
+                  Curation Directory
+                </Link>{' '}
+                to associate a GitHub repository with your project before you
+                publish.
+              </div>
+            }
+            message="No Repository Selected"
+          />
+        ))}
+
       {data.baseProject.value.projectType === 'other' && (
         <Alert
           showIcon
diff --git a/client/src/datafiles/layouts/projects/ProjectWorkdirLayout.tsx b/client/src/datafiles/layouts/projects/ProjectWorkdirLayout.tsx
index 0c8805640..4b7180a83 100644
--- a/client/src/datafiles/layouts/projects/ProjectWorkdirLayout.tsx
+++ b/client/src/datafiles/layouts/projects/ProjectWorkdirLayout.tsx
@@ -5,6 +5,7 @@ import {
   EmptyProjectFileListing,
   FileListing,
   ProjectDataTransferModal,
+  ProjectGithubFileListing,
   ProjectNavbar,
 } from '@client/datafiles';
 import { DatafilesBreadcrumb } from '@client/common-components';
@@ -17,6 +18,8 @@ export const ProjectWorkdirLayout: React.FC = () => {
   if (!projectId) return null;
   if (!data) return <div>loading...</div>;
 
+  const projectType = data.baseProject.value.projectType;
+
   const changeTypeModal = (
     <ChangeProjectTypeModal projectId={projectId}>
       {({ onClick }) => (
@@ -57,7 +60,9 @@ export const ProjectWorkdirLayout: React.FC = () => {
       ) : (
         <div style={{ display: 'flex', marginBottom: '10px', gap: '1rem' }}>
           <ProjectNavbar projectId={projectId} />
-          <ProjectDataTransferModal projectId={projectId} />
+          {data.baseProject.value.projectType !== 'software' && (
+            <ProjectDataTransferModal projectId={projectId} />
+          )}
         </div>
       )}
       <DatafilesBreadcrumb
@@ -78,7 +83,7 @@ export const ProjectWorkdirLayout: React.FC = () => {
       />
       <div style={{ paddingBottom: '32px' }}>
         {' '}
-        {data && (
+        {data && projectType !== 'software' && (
           <FileListing
             api="tapis"
             system={`project-${data.baseProject.uuid}`}
@@ -87,6 +92,9 @@ export const ProjectWorkdirLayout: React.FC = () => {
             emptyListingDisplay={<EmptyProjectFileListing />}
           />
         )}
+        {data && projectType === 'software' && (
+          <ProjectGithubFileListing projectId={projectId} />
+        )}
       </div>
     </>
   );
diff --git a/client/src/datafiles/layouts/published/PublishedDetailLayout.tsx b/client/src/datafiles/layouts/published/PublishedDetailLayout.tsx
index 5157b7f21..8e95f2416 100644
--- a/client/src/datafiles/layouts/published/PublishedDetailLayout.tsx
+++ b/client/src/datafiles/layouts/published/PublishedDetailLayout.tsx
@@ -6,6 +6,7 @@ import {
   DownloadCitation,
 } from '@client/datafiles';
 import {
+  TBaseProjectValue,
   apiClient,
   usePublicationDetail,
   usePublicationVersions,
@@ -57,10 +58,11 @@ export const PublishedDetailLayout: React.FC = () => {
 
   const selectedVersion =
     version ||
-    versionFromPath ||
     searchParams.get('version') ||
+    versionFromPath ||
     Math.max(...allVersions).toString();
 
+  console.log(selectedVersion);
   useEffect(() => {
     if (version) {
       const newSearchParams = new URLSearchParams(searchParams);
@@ -73,7 +75,7 @@ export const PublishedDetailLayout: React.FC = () => {
   useEffect(() => {
     if (!data) return;
 
-    data?.baseProject.projectType !== 'other' &&
+    !['other', 'software'].includes(data?.baseProject.projectType) &&
       apiClient.get(
         `/api/datafiles/tapis/public/listing/designsafe.storage.published/${projectId}${
           selectedVersion && parseInt(selectedVersion) > 1
@@ -114,6 +116,17 @@ export const PublishedDetailLayout: React.FC = () => {
     );
   }
 
+  let baseProjectValue = data.baseProject;
+
+  if (data.baseProject.projectType === 'software') {
+    const versionValue = data.tree.children.find(
+      (c) => (c.version ?? 1) === parseFloat(selectedVersion)
+    )?.value;
+    if (versionValue) {
+      baseProjectValue = versionValue as unknown as TBaseProjectValue;
+    }
+  }
+
   const publicationDate = data.tree.children.find(
     (c) => c.value.projectId === projectId
   )?.publicationDate;
@@ -145,7 +158,7 @@ export const PublishedDetailLayout: React.FC = () => {
         />
       </div>
 
-      {data.baseProject.projectType === 'other' && (
+      {['other', 'software'].includes(data.baseProject.projectType) && (
         <>
           {data.baseProject.tombstone && (
             <Alert
@@ -190,7 +203,7 @@ export const PublishedDetailLayout: React.FC = () => {
         </>
       )}
       <BaseProjectDetails
-        projectValue={data?.baseProject}
+        projectValue={baseProjectValue}
         publicationDate={publicationDate}
         versions={allVersions}
         isPublished
diff --git a/client/src/datafiles/layouts/published/PublishedEntityListingLayout.tsx b/client/src/datafiles/layouts/published/PublishedEntityListingLayout.tsx
index 5e761a368..54d1df47c 100644
--- a/client/src/datafiles/layouts/published/PublishedEntityListingLayout.tsx
+++ b/client/src/datafiles/layouts/published/PublishedEntityListingLayout.tsx
@@ -1,6 +1,11 @@
-import { FileListing, PublicationView } from '@client/datafiles';
+import {
+  BaseGithubFileListing,
+  FileListing,
+  PublicationView,
+} from '@client/datafiles';
 import {
   DoiContextProvider,
+  TBaseProjectValue,
   usePublicationDetail,
   usePublicationVersions,
 } from '@client/hooks';
@@ -13,6 +18,17 @@ export const PublishedEntityListingLayout: React.FC = () => {
   const { selectedVersion } = usePublicationVersions(projectId ?? '');
   if (!projectId || !data) return null;
 
+  let githubUrl = data.baseProject.githubUrl;
+  if (data.baseProject.projectType === 'software') {
+    const versionValue = data.tree.children.find(
+      (c) => (c.version ?? 1) === selectedVersion
+    )?.value;
+    if (versionValue) {
+      githubUrl =
+        (versionValue as unknown as TBaseProjectValue).githubUrl ?? '';
+    }
+  }
+
   return (
     <div>
       <PublicationView projectId={projectId} />
@@ -20,21 +36,26 @@ export const PublishedEntityListingLayout: React.FC = () => {
         data.baseProject.projectType
       ) && (
         <DoiContextProvider value={data.baseProject.dois?.[0]}>
-          <FileListing
-            scroll={{ y: 500, x: 500 }}
-            api="tapis"
-            system="designsafe.storage.published"
-            path={encodeURIComponent(
-              `${
-                data.tree.children.find((c) => c.version === selectedVersion)
-                  ?.basePath ?? ''
-              }/data`
-            )}
-            baseRoute="."
-            fileTags={data.fileTags}
-          />
+          {!data.baseProject.tombstone && (
+            <FileListing
+              scroll={{ y: 500, x: 500 }}
+              api="tapis"
+              system="designsafe.storage.published"
+              path={encodeURIComponent(
+                `${
+                  data.tree.children.find((c) => c.version === selectedVersion)
+                    ?.basePath ?? ''
+                }/data`
+              )}
+              baseRoute="."
+              fileTags={data.fileTags}
+            />
+          )}
         </DoiContextProvider>
       )}
+      {data.baseProject.projectType === 'software' && (
+        <BaseGithubFileListing githubUrl={githubUrl} />
+      )}
     </div>
   );
 };
diff --git a/client/tsconfig.base.json b/client/tsconfig.base.json
index 2405a1b1c..613b2c639 100644
--- a/client/tsconfig.base.json
+++ b/client/tsconfig.base.json
@@ -17,7 +17,6 @@
     "paths": {
       "@client/common-components": ["modules/_common_components/src/index.ts"],
       "@client/datafiles": ["modules/datafiles/src/index.ts"],
-      "@client/datafiles/hooks/*": ["modules/datafiles/src/hooks/*"],
       "@client/hooks": ["modules/_hooks/src/index.ts"],
       "@client/onboarding": ["modules/onboarding/src/index.ts"],
       "@client/test-fixtures": ["modules/_test-fixtures/src/index.ts"],
diff --git a/designsafe/apps/api/ai_keywords/__init__.py b/designsafe/apps/api/ai_keywords/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/designsafe/apps/api/ai_keywords/urls.py b/designsafe/apps/api/ai_keywords/urls.py
new file mode 100644
index 000000000..00a430b52
--- /dev/null
+++ b/designsafe/apps/api/ai_keywords/urls.py
@@ -0,0 +1,8 @@
+"""URLs for RAG-based keyword suggestions."""
+
+from django.urls import path
+from .views import KeywordsView
+
+urlpatterns = [
+    path("/", KeywordsView.as_view()),
+]
diff --git a/designsafe/apps/api/ai_keywords/views.py b/designsafe/apps/api/ai_keywords/views.py
new file mode 100644
index 000000000..b29880978
--- /dev/null
+++ b/designsafe/apps/api/ai_keywords/views.py
@@ -0,0 +1,125 @@
+"""Views for RAG-based keyword suggestions."""
+
+import json
+import logging
+import chromadb
+from typing_extensions import List, TypedDict
+from langchain_core.documents import Document
+from langgraph.graph import START, StateGraph
+from langchain_chroma import Chroma
+from langchain_huggingface import HuggingFaceEmbeddings
+from langchain.prompts import PromptTemplate
+from langchain_openai import ChatOpenAI
+from django.http import HttpRequest, JsonResponse
+from django.conf import settings
+from designsafe.apps.api.views import BaseApiView, ApiException
+
+logger = logging.Logger(__name__)
+
+
+class KeywordsView(BaseApiView):
+    """View to get keyword suggestions based on project title and description."""
+
+    def get(self, request: HttpRequest):
+        """Get keyword suggestions based on project title and description."""
+
+        title = request.GET.get("title")
+        description = request.GET.get("description")
+
+        if not title or not description:
+            raise ApiException("title or description not in request")
+
+        try:
+            rag = RAG()
+        except Exception as e:
+            raise ApiException("Error initializing RAG") from e
+
+        graph_builder = StateGraph(State).add_sequence([rag.retrieve, rag.generate])
+        graph_builder.add_edge(START, "retrieve")
+        graph = graph_builder.compile()
+        resp = graph.invoke(
+            {"question": f"project title: {title}, description: {description}"}
+        )
+        try:
+            answer = json.loads(resp["answer"])
+        except json.JSONDecodeError:
+            logger.exception("Error decoding answer")
+            answer = []
+
+        resp_list = answer if isinstance(answer, list) else []
+
+        return JsonResponse({"response": resp_list})
+
+
+class State(TypedDict):
+    """RAG state model"""
+
+    question: str
+    context: List[Document]
+    answer: str
+
+
+class RAG:
+    """Retrieval-Augmented Generation for keyword suggestions."""
+
+    API_KEY = settings.SN_API_KEY
+    API_ENDPOINT = settings.SN_API_ENDPOINT
+
+    template = """
+    You are an assistant for finding keywords for a supplied project title and description. Use the following pieces of retrieved context to answer the question. If you don't know the answer, respond with nothing.
+    Reference the 'keyword' field in the metadata object of the retrieved responses for existing keyword examples.
+    Respond only with the suggested keywords as a Python array of comma-separated strings, ordered by rank.
+
+    Best Practices for Keywords
+    • Keywords may be single words or multi-word phrases (e.g. “storm surge”, “tropical storm”, “machine learning”). Match the format of suggested keywords to that of the existing keyword examples.
+    • Think like a user: choose terms someone would actually type (hazard type, method, region…).
+    • Include technology or problem addressed, and the purpose of the data.
+    • Repeat important words from your title/description to boost discoverability.
+    • Rank by frequency among other existing projects, by similarity or synonym to the words in the project title and project description; proper nouns carry less weight.
+
+    Question: {question}
+    Context: {context}
+    Answer:
+    """
+
+    QA_CHAIN_PROMPT = PromptTemplate.from_template(template)
+
+    def __init__(self):
+        try:
+            self.client = chromadb.HttpClient(host=settings.CHROMA_ENDPOINT, port=443)
+
+            embedding_function = HuggingFaceEmbeddings(
+                model_name="sentence-transformers/all-MiniLM-L6-v2"
+            )
+
+            self.vector_store = Chroma(
+                client=self.client,
+                collection_name="keywords_testing",
+                embedding_function=embedding_function,
+            )
+
+            self.llm = ChatOpenAI(
+                base_url=self.API_ENDPOINT,
+                api_key=self.API_KEY,
+                model="Llama-4-Maverick-17B-128E-Instruct",
+                temperature=0.1,
+                top_p=0.1,
+            )
+
+        except Exception as e:
+            logger.exception("Error initializing RAG")
+            raise e
+
+    def retrieve(self, state: State):
+        """Retrieve relevant documents from vector store based on the question."""
+        retrieved_docs = self.vector_store.similarity_search(state["question"])
+        return {"context": retrieved_docs}
+
+    def generate(self, state: State):
+        """Generate an answer based on the question and retrieved documents."""
+        docs_content = "\n\n".join(doc.page_content for doc in state["context"])
+        messages = self.QA_CHAIN_PROMPT.invoke(
+            {"question": state["question"], "context": docs_content}
+        )
+        response = self.llm.invoke(messages)
+        return {"answer": response.content}
diff --git a/designsafe/apps/api/projects_v2/operations/datacite_operations.py b/designsafe/apps/api/projects_v2/operations/datacite_operations.py
index dfeebe97f..402beedd0 100644
--- a/designsafe/apps/api/projects_v2/operations/datacite_operations.py
+++ b/designsafe/apps/api/projects_v2/operations/datacite_operations.py
@@ -22,6 +22,7 @@ def get_datacite_json(
     datacite_json = {}
     is_other = pub_graph.nodes["NODE_ROOT"].get("projectType", None) in [
         "other",
+        "software",
         "field_research",
     ]
     if is_other:
@@ -109,6 +110,8 @@ def get_datacite_json(
     )
     if data_type := entity_meta.get("dataType", None):
         datacite_json["types"]["resourceType"] += f"/{data_type['name']}"
+    if pub_graph.nodes["NODE_ROOT"].get("projectType", None) == "software":
+        datacite_json["types"]["resourceType"] += "/software"
     if exp_type := entity_meta.get("experimentType", None):
         datacite_json["types"]["resourceType"] += f"/{exp_type['name']}"
     if sim_type := entity_meta.get("simulationType", None):
@@ -117,6 +120,9 @@ def get_datacite_json(
         datacite_json["types"]["resourceType"] += f"/{location}"
 
     datacite_json["types"]["resourceTypeGeneral"] = "Dataset"
+    if pub_graph.nodes["NODE_ROOT"].get("projectType", None) == "software":
+        datacite_json["types"]["resourceTypeGeneral"] = "Software"
+
     datacite_json["version"] = version
 
     datacite_json["descriptions"] = [
@@ -190,6 +196,15 @@ def get_datacite_json(
             identifier["relatedIdentifierType"] = r_data["hrefType"].upper()
             datacite_json["relatedIdentifiers"].append(identifier)
 
+    if github_url := entity_meta.get("githubUrl"):
+        datacite_json["relatedIdentifiers"].append(
+            {
+                "relationType": "IsPartOf",
+                "relatedIdentifierType": "URL",
+                "relatedIdentifier": github_url,
+            }
+        )
+
     project_id = base_meta["projectId"]
     datacite_url = f"https://www.designsafe-ci.org/data/browser/public/designsafe.storage.published/{project_id}"
     if not is_other:
diff --git a/designsafe/apps/api/projects_v2/operations/graph_operations.py b/designsafe/apps/api/projects_v2/operations/graph_operations.py
index c8963bab5..6399d35d9 100644
--- a/designsafe/apps/api/projects_v2/operations/graph_operations.py
+++ b/designsafe/apps/api/projects_v2/operations/graph_operations.py
@@ -112,11 +112,11 @@ def initialize_project_graph(project_id: str):
         "order": 0,
     }
 
-    if project_type == "other":
+    if project_type in ("other", "software"):
         # type Other projects have a "null" parent node above the project root, to
         # support multiple versions.
         project_graph.add_node(
-            root_node_id, **{"uuid": None, "name": None, "projectType": "other"}
+            root_node_id, **{"uuid": None, "name": None, "projectType": project_type}
         )
         base_node_id = f"NODE_project_{uuid.uuid4()}"
         project_graph.add_node(base_node_id, **base_node_data)
diff --git a/designsafe/apps/api/projects_v2/operations/project_meta_operations.py b/designsafe/apps/api/projects_v2/operations/project_meta_operations.py
index 51e972b51..906810be0 100644
--- a/designsafe/apps/api/projects_v2/operations/project_meta_operations.py
+++ b/designsafe/apps/api/projects_v2/operations/project_meta_operations.py
@@ -1,7 +1,10 @@
 """Utilities for creating and managing project metadata objects/associations."""
 
 import operator
+import re
+import requests
 from django.db import models, transaction
+from pydantic import BaseModel
 from designsafe.apps.api.projects_v2.schema_models import SCHEMA_MAPPING
 from designsafe.apps.api.projects_v2.schema_models.base import (
     FileObj,
@@ -256,3 +259,53 @@ def set_file_tags(uuid: str, file_path: str, file_tags: list[str]):
         entity.save()
 
     return entity
+
+
+class InvalidGithubUrl(Exception):
+    """Raise when a GitHub URL cannot be parsed."""
+
+
+class MissingGithubFile(Exception):
+    """Raise when a GitHub repo is missing a required file."""
+
+
+class GithubReleaseParams(BaseModel):
+    """Model for GitHub release parameters."""
+
+    org: str
+    repo: str
+    tag: str
+
+
+def validate_github_release(github_url: str) -> GithubReleaseParams:
+    """Validate a GitHub release URL and check for required files."""
+    release_url_regex = r"^(https?:\/\/)?(www\.)?github\.com\/(?P<org>.*)\/(?P<repo>.*)\/releases\/tag\/(?P<tag>.*)$"
+    try:
+        matches = re.match(release_url_regex, github_url.strip()).groupdict()
+        org = matches["org"]
+        repo = matches["repo"]
+        tag = matches["tag"]
+    except (AttributeError, KeyError) as exc:
+        raise InvalidGithubUrl from exc
+
+    gh_content_url = (
+        f"https://api.github.com/repos/{org}/{repo}/contents/codemeta.json?ref={tag}"
+    )
+    gh_readme_url = f"https://api.github.com/repos/{org}/{repo}/readme?ref={tag}"
+
+    missing_files = []
+    readme_request = requests.get(
+        gh_readme_url, headers={"Accept": "application/json"}, timeout=30
+    )
+    if not readme_request.ok:
+        missing_files.append("readme")
+    codemeta_request = requests.get(
+        gh_content_url, headers={"Accept": "application/json"}, timeout=30
+    )
+    if not codemeta_request.ok:
+        missing_files.append("codemeta")
+
+    if missing_files:
+        raise MissingGithubFile(missing_files)
+
+    return GithubReleaseParams(org=org, repo=repo, tag=tag)
diff --git a/designsafe/apps/api/projects_v2/operations/project_publish_operations.py b/designsafe/apps/api/projects_v2/operations/project_publish_operations.py
index 624954422..67b4202d3 100644
--- a/designsafe/apps/api/projects_v2/operations/project_publish_operations.py
+++ b/designsafe/apps/api/projects_v2/operations/project_publish_operations.py
@@ -32,6 +32,9 @@
     construct_entity_filepaths,
     update_path_mappings,
 )
+from designsafe.apps.api.projects_v2.operations.project_meta_operations import (
+    validate_github_release,
+)
 from designsafe.apps.api.publications_v2.models import Publication
 from designsafe.apps.api.publications_v2.elasticsearch import index_publication
 from designsafe.apps.data.tasks import agave_indexer
@@ -460,6 +463,42 @@ def copy_publication_files(
         os.chmod("/corral-repl/tacc/NHERI/published", 0o555)
 
 
+def copy_github_release(tree: nx.DiGraph, version: int = 1):
+    """Download GitHub release archive to Corral."""
+
+    gh_node = next(
+        (
+            node
+            for node in tree.nodes
+            if tree.nodes[node]["name"] == "designsafe.project"
+            and tree.nodes[node]["version"] == version
+        )
+    )
+    base_path = tree.nodes[gh_node]["basePath"]
+    corral_path = f"/corral-repl/tacc/NHERI/published{base_path}/data"
+    github_url = tree.nodes[gh_node]["value"]["githubUrl"]
+
+    github_params = validate_github_release(github_url)
+    filename = f"{github_params.repo}_{github_params.tag}.zip"
+    full_corral_path = f"{corral_path}/{filename}"
+    github_release_url = f"https://api.github.com/repos/{github_params.org}/{github_params.repo}/releases/tags/{github_params.tag}"
+
+    os.chmod("/corral-repl/tacc/NHERI/published", 0o755)
+    try:
+
+        os.makedirs(corral_path, exist_ok=True)
+        repo_zip_url = (
+            requests.get(github_release_url, timeout=10).json().get("zipball_url")
+        )
+        repo_zip_contents = requests.get(repo_zip_url, stream=True, timeout=600)
+        with open(full_corral_path, "wb") as file:
+            for chunk in repo_zip_contents.iter_content(chunk_size=10 * 1024):
+                file.write(chunk)
+
+    finally:
+        os.chmod("/corral-repl/tacc/NHERI/published", 0o555)
+
+
 # pylint: disable=too-many-locals, too-many-branches, too-many-statements
 def publish_project(
     project_id: str,
@@ -492,19 +531,33 @@ def publish_project(
 
     project_uuid = ProjectMetadata.get_project_by_id(project_id).uuid
 
+    base_meta_node = next(
+        (
+            node
+            for node in pub_tree.nodes
+            if pub_tree.nodes[node]["name"] == constants.PROJECT
+            and pub_tree.nodes[node].get("version", version) == version
+        )
+    )
+
+    project_type = pub_tree.nodes[base_meta_node]["value"]["projectType"]
+
     # If we don't explicitly close the db connection, it will remain open during the
     # entire data-copying step, which can cause operations to fail.
     close_old_connections()
 
     if not settings.DEBUG:
         # Copy files first so if it fails we don't create orphan metadata/datacite entries.
-        copy_publication_files(
-            path_mapping,
-            project_id,
-            project_uuid=project_uuid,
-            version=version,
-            dirs_to_lock=pub_data_dirs,
-        )
+        if project_type != "software":
+            copy_publication_files(
+                path_mapping,
+                project_id,
+                project_uuid=project_uuid,
+                version=version,
+                dirs_to_lock=pub_data_dirs,
+            )
+        elif project_type == "software":
+            copy_github_release(pub_tree, version)
 
     new_dois = []
 
@@ -533,14 +586,6 @@ def publish_project(
         for doi in new_dois:
             publish_datacite_doi(doi)
 
-    base_meta_node = next(
-        (
-            node
-            for node in pub_tree.nodes
-            if pub_tree.nodes[node]["name"] == constants.PROJECT
-            and pub_tree.nodes[node].get("version", version) == version
-        )
-    )
     base_meta_value = pub_tree.nodes[base_meta_node]["value"]
 
     pub_metadata, _ = Publication.objects.update_or_create(
@@ -599,6 +644,7 @@ def amend_publication(project_id: str):
                 prj_meta_value = ProjectMetadata.objects.get(uuid=uuid).value
                 prj_meta_value.pop("fileObjs", None)
                 prj_meta_value.pop("fileTags", None)
+                prj_meta_value.pop("githubUrl", None)
                 amended_meta_value = {**published_meta_value, **prj_meta_value}
                 pub_tree.nodes[node]["value"] = amended_meta_value
             except ProjectMetadata.DoesNotExist:
diff --git a/designsafe/apps/api/projects_v2/schema_models/base.py b/designsafe/apps/api/projects_v2/schema_models/base.py
index d042b8d97..3c25b2851 100644
--- a/designsafe/apps/api/projects_v2/schema_models/base.py
+++ b/designsafe/apps/api/projects_v2/schema_models/base.py
@@ -56,6 +56,7 @@ class BaseProject(MetadataModel):
         "hybrid_simulation",
         "field_recon",
         "field_reconnaissance",
+        "software",
         "None",
     ] = "None"
     title: str
@@ -135,6 +136,8 @@ class BaseProject(MetadataModel):
     tombstone: bool = False
     tombstone_message: Optional[str] = None
 
+    github_url: Optional[str] = None
+
     def construct_users(self) -> list[ProjectUser]:
         """Fill in missing user information from the database."""
         users = []
@@ -187,6 +190,9 @@ def to_fedora_json(self):
         if self.dois:
             fedora_json["identifier"] += self.dois
 
+        if self.github_url:
+            fedora_json["isPartOf"] = self.github_url
+
         fedora_json["coverage"] = []
         for nh_event in self.nh_events:
             if nh_event.event_start:
diff --git a/designsafe/apps/api/projects_v2/views.py b/designsafe/apps/api/projects_v2/views.py
index d02d3fa61..c3870f3c3 100644
--- a/designsafe/apps/api/projects_v2/views.py
+++ b/designsafe/apps/api/projects_v2/views.py
@@ -35,6 +35,8 @@
     change_project_type,
     create_project_metdata,
     get_changed_users,
+    validate_github_release,
+    MissingGithubFile,
 )
 from designsafe.apps.api.projects_v2.operations.project_publish_operations import (
     add_values_to_tree,
@@ -281,6 +283,13 @@ def patch(self, request: HttpRequest, project_id: str):
             },
         )
 
+        if "githubUrl" in request_body.keys():
+            try:
+                request_body["githubUrl"] = request_body["githubUrl"].strip()
+                validate_github_release(request_body["githubUrl"])
+            except MissingGithubFile as exc:
+                return JsonResponse({"message": exc.args[0]}, status=400)
+
         prev_metadata = BaseProject.model_validate(project.value)
         updated_project = patch_metadata(project.uuid, request_body)
         updated_metadata = BaseProject.model_validate(updated_project.value)
diff --git a/designsafe/apps/api/publications_v2/operations/fedora_graph_operations.py b/designsafe/apps/api/publications_v2/operations/fedora_graph_operations.py
index 21a43d780..ea83058f7 100644
--- a/designsafe/apps/api/publications_v2/operations/fedora_graph_operations.py
+++ b/designsafe/apps/api/publications_v2/operations/fedora_graph_operations.py
@@ -366,7 +366,7 @@ def ingest_pub_fedora(project_id: str, version: int = 1, amend: bool = False):
     pub_meta = Publication.objects.get(project_id=project_id)
     project_type = pub_meta.value.get("projectType", "other")
 
-    if project_type == "other":
+    if project_type in ["other", "software"]:
         container_path = project_id
         if version and version > 1:
             container_path = f"{container_path}v{version}"
diff --git a/designsafe/apps/api/urls.py b/designsafe/apps/api/urls.py
index e899ebc15..4fad4e8bd 100644
--- a/designsafe/apps/api/urls.py
+++ b/designsafe/apps/api/urls.py
@@ -28,5 +28,6 @@
     url(r'^notifications/', include('designsafe.apps.api.notifications.urls')),
     url(r'^users/', include('designsafe.apps.api.users.urls')),
     url(r'^search/', include(('designsafe.apps.api.search.urls', 'designsafe.apps.api.search'), namespace="ds_search_api")),
-    url(r'^licenses/', include('designsafe.apps.api.licenses.urls'))
+    url(r'^licenses/', include('designsafe.apps.api.licenses.urls')),
+    path("keyword-suggestions", include("designsafe.apps.api.ai_keywords.urls"))
 ]
diff --git a/designsafe/settings/common_settings.py b/designsafe/settings/common_settings.py
index 1f41db5dd..14380242c 100644
--- a/designsafe/settings/common_settings.py
+++ b/designsafe/settings/common_settings.py
@@ -759,3 +759,8 @@ def guid_filter(record):
         },
     },
 ]
+
+# TEJAS SAMBANOVA SETTINGS
+SN_API_KEY = os.environ.get("SN_API_KEY")
+SN_API_ENDPOINT = os.environ.get("SN_API_ENDPOINT")
+CHROMA_ENDPOINT = os.environ.get("CHROMA_ENDPOINT")
diff --git a/designsafe/settings/test_settings.py b/designsafe/settings/test_settings.py
index 79156b581..2253d1417 100644
--- a/designsafe/settings/test_settings.py
+++ b/designsafe/settings/test_settings.py
@@ -811,3 +811,8 @@
 RT_PW = 'test'
 RT_QUEUE = 'test'
 RT_TAG = 'test_tag'
+
+# TEJAS SAMBANOVA SETTINGS
+SN_API_KEY = "test"
+SN_API_ENDPOINT = "https://test.com"
+CHROMA_ENDPOINT = "https://test.com"
diff --git a/designsafe/static/vendor/bootstrap-ds/css/bootstrap.css b/designsafe/static/vendor/bootstrap-ds/css/bootstrap.css
index f743a452a..5a08400a7 100755
--- a/designsafe/static/vendor/bootstrap-ds/css/bootstrap.css
+++ b/designsafe/static/vendor/bootstrap-ds/css/bootstrap.css
@@ -1359,7 +1359,7 @@ mark,
   padding-bottom: 40px;
 }
 .overview-prj-type {
-  font-size:32px;
+  font-size:32px !important;
   margin-right:10px;
   margin-left:10px;
 }
diff --git a/poetry.lock b/poetry.lock
index e9294e047..2f86d7388 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -55,6 +55,26 @@ files = [
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
 ]
 
+[[package]]
+name = "anyio"
+version = "4.10.0"
+description = "High-level concurrency and networking framework on top of asyncio or Trio"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "anyio-4.10.0-py3-none-any.whl", hash = "sha256:60e474ac86736bbfd6f210f7a61218939c318f43f9972497381f1c5e930ed3d1"},
+    {file = "anyio-4.10.0.tar.gz", hash = "sha256:3f3fae35c96039744587aa5b8371e7e8e603c0702999535961dd336026973ba6"},
+]
+
+[package.dependencies]
+idna = ">=2.8"
+sniffio = ">=1.1"
+typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
+
+[package.extras]
+trio = ["trio (>=0.26.1)"]
+
 [[package]]
 name = "arrow"
 version = "1.3.0"
@@ -213,6 +233,18 @@ files = [
 [package.extras]
 visualize = ["Twisted (>=16.1.1)", "graphviz (>0.5.1)"]
 
+[[package]]
+name = "backoff"
+version = "2.2.1"
+description = "Function decoration for backoff and retry"
+optional = false
+python-versions = ">=3.7,<4.0"
+groups = ["main"]
+files = [
+    {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
+    {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
+]
+
 [[package]]
 name = "bcrypt"
 version = "4.3.0"
@@ -360,28 +392,51 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boxsdk"
-version = "2.14.0"
+version = "3.14.0"
 description = "Official Box Python SDK"
 optional = false
 python-versions = "*"
 groups = ["main"]
 files = [
-    {file = "boxsdk-2.14.0-py2.py3-none-any.whl", hash = "sha256:6b01bf2f1951f89e4b1d6d974f0bf7d39fb1c0e734a15933a576b1a0de727934"},
-    {file = "boxsdk-2.14.0.tar.gz", hash = "sha256:9bcb4324399778bb00a770efe01e63f131ccdd392350d1e51cafdaa868bca3d3"},
+    {file = "boxsdk-3.14.0-py2.py3-none-any.whl", hash = "sha256:0314e2f172b050e98489955f2e9001263de79c3dd751e6feee19f2195fdf7c01"},
+    {file = "boxsdk-3.14.0.tar.gz", hash = "sha256:7918b1929368724662474fffa417fa0457a523d089b8185260efbedd28c4f9b1"},
 ]
 
 [package.dependencies]
 attrs = ">=17.3.0"
-requests = ">=2.4.3"
-requests-toolbelt = ">=0.4.0,<1.0.0"
-six = ">=1.9.0"
-wrapt = ">=1.10.1"
+python-dateutil = "*"
+requests = ">=2.4.3,<3"
+requests-toolbelt = ">=0.4.0"
+urllib3 = "*"
 
 [package.extras]
-all = ["cryptography (>=3,<3.5.0)", "pyjwt (>=1.3.0)", "redis (>=2.10.3)"]
-jwt = ["cryptography (>=3,<3.5.0)", "pyjwt (>=1.3.0)"]
+coveralls = ["coveralls", "tox (<=3.28.0)"]
+dev = ["tox (<=3.28.0)"]
+gh = ["tox (<=3.28.0)", "tox-gh-actions"]
+jwt = ["cryptography (>=3)", "pyjwt (>=1.7.0)"]
 redis = ["redis (>=2.10.3)"]
-test = ["bottle", "coverage (<5.0)", "jsonpatch", "mock (>=2.0.0,<4.0.0)", "pycodestyle", "pylint", "pytest (>=2.8.3,<4.0.0)", "pytest-cov", "pytest-xdist (<1.28.0)", "python-coveralls", "pytz", "sqlalchemy (<1.4.0)", "tox"]
+test = ["bottle", "jsonpatch (>1.14)", "pytest (<8.0.0)", "pytest-cov (<5.0.0)", "pytest-lazy-fixture (<1.0.0)", "pytest-timeout (<3.0.0)", "pytz", "sqlalchemy (<1.4.0)", "urllib3 (<2)"]
+
+[[package]]
+name = "build"
+version = "1.3.0"
+description = "A simple, correct Python build frontend"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "build-1.3.0-py3-none-any.whl", hash = "sha256:7145f0b5061ba90a1500d60bd1b13ca0a8a4cebdd0cc16ed8adf1c0e739f43b4"},
+    {file = "build-1.3.0.tar.gz", hash = "sha256:698edd0ea270bde950f53aed21f3a0135672206f3911e0176261a31e0e07b397"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "os_name == \"nt\""}
+packaging = ">=19.1"
+pyproject_hooks = "*"
+
+[package.extras]
+uv = ["uv (>=0.1.18)"]
+virtualenv = ["virtualenv (>=20.11) ; python_version < \"3.10\"", "virtualenv (>=20.17) ; python_version >= \"3.10\" and python_version < \"3.14\"", "virtualenv (>=20.31) ; python_version >= \"3.14\""]
 
 [[package]]
 name = "cachetools"
@@ -700,6 +755,54 @@ files = [
     {file = "charset_normalizer-3.4.1.tar.gz", hash = "sha256:44251f18cd68a75b56585dd00dae26183e102cd5e0f9f1466e6df5da2ed64ea3"},
 ]
 
+[[package]]
+name = "chromadb"
+version = "1.0.15"
+description = "Chroma."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "chromadb-1.0.15-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:51791553014297798b53df4e043e9c30f4e8bd157647971a6bb02b04bfa65f82"},
+    {file = "chromadb-1.0.15-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:48015803c0631c3a817befc276436dc084bb628c37fd4214047212afb2056291"},
+    {file = "chromadb-1.0.15-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3b73cd6fb32fcdd91c577cca16ea6112b691d72b441bb3f2140426d1e79e453a"},
+    {file = "chromadb-1.0.15-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:479f1b401af9e7c20f50642ffb3376abbfd78e2b5b170429f7c79eff52e367db"},
+    {file = "chromadb-1.0.15-cp39-abi3-win_amd64.whl", hash = "sha256:e0cb3b93fdc42b1786f151d413ef36299f30f783a30ce08bf0bfb12e552b4190"},
+    {file = "chromadb-1.0.15.tar.gz", hash = "sha256:3e910da3f5414e2204f89c7beca1650847f2bf3bd71f11a2e40aad1eb31050aa"},
+]
+
+[package.dependencies]
+bcrypt = ">=4.0.1"
+build = ">=1.0.3"
+grpcio = ">=1.58.0"
+httpx = ">=0.27.0"
+importlib-resources = "*"
+jsonschema = ">=4.19.0"
+kubernetes = ">=28.1.0"
+mmh3 = ">=4.0.1"
+numpy = ">=1.22.5"
+onnxruntime = ">=1.14.1"
+opentelemetry-api = ">=1.2.0"
+opentelemetry-exporter-otlp-proto-grpc = ">=1.2.0"
+opentelemetry-sdk = ">=1.2.0"
+orjson = ">=3.9.12"
+overrides = ">=7.3.1"
+posthog = ">=2.4.0,<6.0.0"
+pybase64 = ">=1.4.1"
+pydantic = ">=1.9"
+pypika = ">=0.48.9"
+pyyaml = ">=6.0.0"
+rich = ">=10.11.0"
+tenacity = ">=8.2.3"
+tokenizers = ">=0.13.2"
+tqdm = ">=4.65.0"
+typer = ">=0.9.0"
+typing-extensions = ">=4.5.0"
+uvicorn = {version = ">=0.18.3", extras = ["standard"]}
+
+[package.extras]
+dev = ["chroma-hnswlib (==0.7.6)", "fastapi (>=0.115.9)", "opentelemetry-instrumentation-fastapi (>=0.41b0)"]
+
 [[package]]
 name = "click"
 version = "8.1.8"
@@ -786,11 +889,29 @@ description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 groups = ["main", "dev"]
-markers = "platform_system == \"Windows\" or sys_platform == \"win32\""
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
+markers = {main = "platform_system == \"Windows\" or sys_platform == \"win32\" or os_name == \"nt\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\""}
+
+[[package]]
+name = "coloredlogs"
+version = "15.0.1"
+description = "Colored terminal output for Python's logging module"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["main"]
+files = [
+    {file = "coloredlogs-15.0.1-py2.py3-none-any.whl", hash = "sha256:612ee75c546f53e92e70049c9dbfcc18c935a2b9a53b66085ce9ef6a6e5c0934"},
+    {file = "coloredlogs-15.0.1.tar.gz", hash = "sha256:7c991aa71a4577af2f82600d8f8f3a89f936baeaf9b50a9c197da014e5bf16b0"},
+]
+
+[package.dependencies]
+humanfriendly = ">=9.1"
+
+[package.extras]
+cron = ["capturer (>=2.4)"]
 
 [[package]]
 name = "constantly"
@@ -1056,6 +1177,18 @@ files = [
 graph = ["objgraph (>=1.7.2)"]
 profile = ["gprof2dot (>=2022.7.29)"]
 
+[[package]]
+name = "distro"
+version = "1.9.0"
+description = "Distro - an OS platform information API"
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
+    {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
+    {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
+]
+
 [[package]]
 name = "django"
 version = "4.2.20"
@@ -1580,6 +1713,18 @@ requests = ">=2.16.2"
 six = ">=1.12.0"
 stone = ">=2,<3.3.3"
 
+[[package]]
+name = "durationpy"
+version = "0.10"
+description = "Module for converting between datetime.timedelta and Go's Duration strings."
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "durationpy-0.10-py3-none-any.whl", hash = "sha256:3b41e1b601234296b4fb368338fdcd3e13e0b4fb5b67345948f4f2bf9868b286"},
+    {file = "durationpy-0.10.tar.gz", hash = "sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba"},
+]
+
 [[package]]
 name = "easy-thumbnails"
 version = "2.10"
@@ -1682,6 +1827,75 @@ files = [
     {file = "ExifRead-2.3.2.tar.gz", hash = "sha256:a0f74af5040168d3883bbc980efe26d06c89f026dc86ba28eb34107662d51766"},
 ]
 
+[[package]]
+name = "filelock"
+version = "3.18.0"
+description = "A platform independent file lock."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "filelock-3.18.0-py3-none-any.whl", hash = "sha256:c401f4f8377c4464e6db25fff06205fd89bdd83b65eb0488ed1b160f780e21de"},
+    {file = "filelock-3.18.0.tar.gz", hash = "sha256:adbc88eabb99d2fec8c9c1b229b171f18afa655400173ddc653d5d01501fb9f2"},
+]
+
+[package.extras]
+docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
+typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
+
+[[package]]
+name = "flatbuffers"
+version = "25.2.10"
+description = "The FlatBuffers serialization format for Python"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "flatbuffers-25.2.10-py2.py3-none-any.whl", hash = "sha256:ebba5f4d5ea615af3f7fd70fc310636fbb2bbd1f566ac0a23d98dd412de50051"},
+    {file = "flatbuffers-25.2.10.tar.gz", hash = "sha256:97e451377a41262f8d9bd4295cc836133415cc03d8cb966410a4af92eb00d26e"},
+]
+
+[[package]]
+name = "fsspec"
+version = "2025.7.0"
+description = "File-system specification"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "fsspec-2025.7.0-py3-none-any.whl", hash = "sha256:8b012e39f63c7d5f10474de957f3ab793b47b45ae7d39f2fb735f8bbe25c0e21"},
+    {file = "fsspec-2025.7.0.tar.gz", hash = "sha256:786120687ffa54b8283d942929540d8bc5ccfa820deb555a2b5d0ed2b737bf58"},
+]
+
+[package.extras]
+abfs = ["adlfs"]
+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+dev = ["pre-commit", "ruff (>=0.5)"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
+full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
+test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
+test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard ; python_version < \"3.14\""]
+tqdm = ["tqdm"]
+
 [[package]]
 name = "future"
 version = "1.0.0"
@@ -1819,6 +2033,151 @@ protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4
 [package.extras]
 grpc = ["grpcio (>=1.44.0,<2.0.0)"]
 
+[[package]]
+name = "greenlet"
+version = "3.2.3"
+description = "Lightweight in-process concurrent programming"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version < \"3.14\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"
+files = [
+    {file = "greenlet-3.2.3-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:1afd685acd5597349ee6d7a88a8bec83ce13c106ac78c196ee9dde7c04fe87be"},
+    {file = "greenlet-3.2.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:761917cac215c61e9dc7324b2606107b3b292a8349bdebb31503ab4de3f559ac"},
+    {file = "greenlet-3.2.3-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:a433dbc54e4a37e4fff90ef34f25a8c00aed99b06856f0119dcf09fbafa16392"},
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 version = "1.1"
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 genshi = ["genshi"]
 lxml = ["lxml ; platform_python_implementation == \"CPython\""]
 
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+trio = ["trio (>=0.22.0,<1.0)"]
+
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 version = "0.22.0"
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+
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+
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+torch = ["safetensors[torch]", "torch"]
+typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
+
+[[package]]
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+description = "Human friendly output for text interfaces using Python"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["main"]
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+
 [[package]]
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 version = "21.0.0"
@@ -1901,6 +2439,30 @@ files = [
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 all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
 
+[[package]]
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+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+
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+cover = ["pytest-cov"]
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+type = ["pytest-mypy"]
+
 [[package]]
 name = "importlib-resources"
 version = "6.5.2"
@@ -2069,6 +2631,105 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
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+version = "0.10.0"
+description = "Fast iterable JSON parser."
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+python-versions = ">=3.9"
+groups = ["main"]
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+
+[[package]]
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+version = "1.5.1"
+description = "Lightweight pipelining with Python functions"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+
 [[package]]
 name = "jsonfield"
 version = "3.1.0"
@@ -2084,6 +2745,21 @@ files = [
 [package.dependencies]
 Django = ">=2.2"
 
+[[package]]
+name = "jsonpatch"
+version = "1.33"
+description = "Apply JSON-Patches (RFC 6902)"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+groups = ["main"]
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+]
+
+[package.dependencies]
+jsonpointer = ">=1.9"
+
 [[package]]
 name = "jsonpickle"
 version = "3.4.2"
@@ -2103,43 +2779,72 @@ docs = ["furo", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
 packaging = ["build", "setuptools (>=61.2)", "setuptools-scm[toml] (>=6.0)", "twine"]
 testing = ["PyYAML", "atheris (>=2.3.0,<2.4.0) ; python_version < \"3.12\"", "bson", "ecdsa", "feedparser", "gmpy2", "numpy", "pandas", "pymongo", "pytest (>=6.0,!=8.1.*)", "pytest-benchmark", "pytest-benchmark[histogram]", "pytest-checkdocs (>=1.2.3)", "pytest-enabler (>=1.0.1)", "pytest-ruff (>=0.2.1)", "scikit-learn", "scipy (>=1.9.3) ; python_version > \"3.10\"", "scipy ; python_version <= \"3.10\"", "simplejson", "sqlalchemy", "ujson"]
 
+[[package]]
+name = "jsonpointer"
+version = "3.0.0"
+description = "Identify specific nodes in a JSON document (RFC 6901)"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
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+
 [[package]]
 name = "jsonschema"
-version = "4.17.3"
+version = "4.25.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
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 ]
 
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+attrs = ">=22.2.0"
+jsonschema-specifications = ">=2023.03.6"
+referencing = ">=0.28.4"
+rpds-py = ">=0.7.1"
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "rfc3987-syntax (>=1.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
 name = "jsonschema-spec"
-version = "0.1.6"
+version = "0.1.3"
 description = "JSONSchema Spec with object-oriented paths"
 optional = false
 python-versions = ">=3.7.0,<4.0.0"
 groups = ["main"]
 files = [
-    {file = "jsonschema_spec-0.1.6-py3-none-any.whl", hash = "sha256:f2206d18c89d1824c1f775ba14ed039743b41a9167bd2c5bdb774b66b3ca0bbf"},
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 ]
 
 [package.dependencies]
-jsonschema = ">=4.0.0,<4.18.0"
+jsonschema = ">=4.0.0,<5.0.0"
 pathable = ">=0.4.1,<0.5.0"
 PyYAML = ">=5.1"
-requests = ">=2.31.0,<3.0.0"
+typing-extensions = ">=4.3.0,<5.0.0"
+
+[[package]]
+name = "jsonschema-specifications"
+version = "2025.4.1"
+description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "jsonschema_specifications-2025.4.1-py3-none-any.whl", hash = "sha256:4653bffbd6584f7de83a67e0d620ef16900b390ddc7939d56684d6c81e33f1af"},
+    {file = "jsonschema_specifications-2025.4.1.tar.gz", hash = "sha256:630159c9f4dbea161a6a2205c3011cc4f18ff381b189fff48bb39b9bf26ae608"},
+]
+
+[package.dependencies]
+referencing = ">=0.31.0"
 
 [[package]]
 name = "kombu"
@@ -2177,22 +2882,279 @@ yaml = ["PyYAML (>=3.10)"]
 zookeeper = ["kazoo (>=2.8.0)"]
 
 [[package]]
-name = "lazy-object-proxy"
-version = "1.10.0"
-description = "A fast and thorough lazy object proxy."
+name = "kubernetes"
+version = "33.1.0"
+description = "Kubernetes python client"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.6"
 groups = ["main"]
 files = [
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+urllib3 = ">=1.24.2"
+websocket-client = ">=0.32.0,<0.40.0 || >0.40.0,<0.41.dev0 || >=0.43.dev0"
+
+[package.extras]
+adal = ["adal (>=1.0.2)"]
+
+[[package]]
+name = "langchain"
+version = "0.3.27"
+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["main"]
+files = [
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+
+[package.extras]
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+aws = ["langchain-aws"]
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+cohere = ["langchain-cohere"]
+community = ["langchain-community"]
+deepseek = ["langchain-deepseek"]
+fireworks = ["langchain-fireworks"]
+google-genai = ["langchain-google-genai"]
+google-vertexai = ["langchain-google-vertexai"]
+groq = ["langchain-groq"]
+huggingface = ["langchain-huggingface"]
+mistralai = ["langchain-mistralai"]
+ollama = ["langchain-ollama"]
+openai = ["langchain-openai"]
+perplexity = ["langchain-perplexity"]
+together = ["langchain-together"]
+xai = ["langchain-xai"]
+
+[[package]]
+name = "langchain-chroma"
+version = "0.2.5"
+description = "An integration package connecting Chroma and LangChain."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+[package.dependencies]
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+    {version = ">=1.26.0", markers = "python_version < \"3.13\""},
+]
+
+[[package]]
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+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+[package.dependencies]
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+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
+typing-extensions = ">=4.7"
+
+[[package]]
+name = "langchain-huggingface"
+version = "0.3.1"
+description = "An integration package connecting Hugging Face and LangChain."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+[package.dependencies]
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+tokenizers = ">=0.19.1"
+
+[package.extras]
+full = ["sentence-transformers (>=2.6.0)", "transformers (>=4.39.0)"]
+
+[[package]]
+name = "langchain-openai"
+version = "0.3.28"
+description = "An integration package connecting OpenAI and LangChain"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+[package.dependencies]
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+openai = ">=1.86.0,<2.0.0"
+tiktoken = ">=0.7,<1"
+
+[[package]]
+name = "langchain-text-splitters"
+version = "0.3.9"
+description = "LangChain text splitting utilities"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+[package.dependencies]
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+
+[[package]]
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+description = "Building stateful, multi-actor applications with LLMs"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "langgraph-0.6.3.tar.gz", hash = "sha256:0d2280d295133dc34ccc12eae1ad4d82ee847b009c59801de418068fa9248e1b"},
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+[package.dependencies]
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+
+[[package]]
+name = "langgraph-checkpoint"
+version = "2.1.1"
+description = "Library with base interfaces for LangGraph checkpoint savers."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+[package.dependencies]
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+
+[[package]]
+name = "langgraph-prebuilt"
+version = "0.6.3"
+description = "Library with high-level APIs for creating and executing LangGraph agents and tools."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+[package.dependencies]
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+
+[[package]]
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+version = "0.2.0"
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+[[package]]
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@@ -2378,6 +3340,31 @@ html5 = ["html5lib"]
 htmlsoup = ["BeautifulSoup4"]
 source = ["Cython (>=3.0.11,<3.1.0)"]
 
+[[package]]
+name = "markdown-it-py"
+version = "3.0.0"
+description = "Python port of markdown-it. Markdown parsing, done right!"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+mdurl = ">=0.1,<1.0"
+
+[package.extras]
+benchmarking = ["psutil", "pytest", "pytest-benchmark"]
+code-style = ["pre-commit (>=3.0,<4.0)"]
+compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0,<2.0)", "mistune (>=2.0,<3.0)", "panflute (>=2.3,<3.0)"]
+linkify = ["linkify-it-py (>=1,<3)"]
+plugins = ["mdit-py-plugins"]
+profiling = ["gprof2dot"]
+rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
+
 [[package]]
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 [[package]]
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@@ -2747,6 +4481,109 @@ files = [
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+python-versions = ">=3.9"
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 [[package]]
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 version = "1.4.1"
@@ -2768,6 +4605,162 @@ six = ">=1.10.0,<2"
 setup = ["pytest-runner"]
 testing = ["pytest"]
 
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 ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==23.2.1)", "requests (>=2.31.0)"]
 
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+
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 version = "24.2.0"
@@ -4114,6 +6825,18 @@ enabler = ["pytest-enabler (>=2.2)"]
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 tinycss2 = ">=0.6.0"
 
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 doc = ["sphinx", "sphinx_rtd_theme"]
 test = ["pytest", "ruff"]
 
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+testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests", "ruff"]
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 [[package]]
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 version = "0.10.2"
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 [[package]]
 name = "wcwidth"
 version = "0.2.13"
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 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
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+cover = ["pytest-cov"]
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 [[package]]
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 version = "7.2"
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 test = ["coverage[toml]", "zope.event", "zope.testing"]
 testing = ["coverage[toml]", "zope.event", "zope.testing"]
 
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+    {file = "zstandard-0.23.0.tar.gz", hash = "sha256:b2d8c62d08e7255f68f7a740bae85b3c9b8e5466baa9cbf7f57f1cde0ac6bc09"},
+]
+
+[package.dependencies]
+cffi = {version = ">=1.11", markers = "platform_python_implementation == \"PyPy\""}
+
+[package.extras]
+cffi = ["cffi (>=1.11)"]
+
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.12"
-content-hash = "8fc35bcd477867c16f3d4bbe625ed27865ca4613dfd95933e119644753e78ccc"
+content-hash = "1cee6c734a034f28584bd92e3e1ec43424d0d597fd478a180b6aa120326eb3dc"
diff --git a/pyproject.toml b/pyproject.toml
index c64e7816b..a6a8a193a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,7 +25,6 @@ dependencies = [
     "google-api-python-client (>= 2.33.0, <3.0.0)",
     "google-auth-httplib2 (>=0.1.0, <1.0.0)",
     "google-auth-oauthlib (>=0.4.6, < 1.0.0)",
-    "boxsdk (>= 2.9.0, <3.0.0)",
     "celery (>= 5.3.4, < 6.0.0)",
     "uWSGI (>= 2.0.20, <3.0.0)",
     "uwsgitop >= 0.11",
@@ -66,7 +65,16 @@ dependencies = [
     "networkx == 3.2.1",
     "tapipy (>= 1.8.1, <2.0.0)",
     "pycryptodome (>= 3.20.0, <4.0.0)",
-    "paramiko (>= 3.4.0, <4.0.0)"
+    "paramiko (>= 3.4.0, <4.0.0)",
+    "chromadb (>=1.0.15,<2.0.0)",
+    "langchain-core (>=0.3.72,<0.4.0)",
+    "langchain-chroma (>=0.2.5,<0.3.0)",
+    "langchain-huggingface (>=0.3.1,<0.4.0)",
+    "langchain-openai (>=0.3.28,<0.4.0)",
+    "langgraph (>=0.6.3,<0.7.0)",
+    "langchain (>=0.3.27,<0.4.0)",
+    "boxsdk (>=3.14.0,<4.0.0)",
+    "sentence-transformers (>=5.1.0,<6.0.0)"
 ]
 
 [tool.poetry]

From ae32f4b5b1d3aa3db73acd438c064786dabef427 Mon Sep 17 00:00:00 2001
From: Sal Tijerina <r.sal.tijerina@gmail.com>
Date: Wed, 17 Sep 2025 11:57:16 -0500
Subject: [PATCH 08/16] add auth to chromadb connection

---
 conf/env_files/designsafe.sample.env     |  8 ++++++++
 designsafe/apps/api/ai_keywords/views.py | 13 +++++++++++--
 designsafe/settings/common_settings.py   |  5 ++++-
 designsafe/settings/test_settings.py     |  5 ++++-
 4 files changed, 27 insertions(+), 4 deletions(-)

diff --git a/conf/env_files/designsafe.sample.env b/conf/env_files/designsafe.sample.env
index c47165d15..812282532 100644
--- a/conf/env_files/designsafe.sample.env
+++ b/conf/env_files/designsafe.sample.env
@@ -213,3 +213,11 @@ ALLOCATIONS_TO_EXCLUDE=
 # TAPIS TMS CREDENTIALS SYSTEMS
 # Note: Comma-separated list of tapis systemIds using TMS_KEYS
 TMS_SYSTEMS=
+
+# AI KEYWORDS SETTINGS
+SN_API_KEY=
+SN_API_ENDPOINT=
+CHROMA_ENDPOINT=
+CHROMA_PORT=
+CHROMA_PASSWORD=
+CHROMA_USERNAME=
diff --git a/designsafe/apps/api/ai_keywords/views.py b/designsafe/apps/api/ai_keywords/views.py
index b29880978..ebe24902e 100644
--- a/designsafe/apps/api/ai_keywords/views.py
+++ b/designsafe/apps/api/ai_keywords/views.py
@@ -2,7 +2,7 @@
 
 import json
 import logging
-import chromadb
+from chromadb import HttpClient, Settings
 from typing_extensions import List, TypedDict
 from langchain_core.documents import Document
 from langgraph.graph import START, StateGraph
@@ -86,7 +86,16 @@ class RAG:
 
     def __init__(self):
         try:
-            self.client = chromadb.HttpClient(host=settings.CHROMA_ENDPOINT, port=443)
+            self.client = HttpClient(
+                host=settings.CHROMA_ENDPOINT,
+                port=settings.CHROMA_PORT,
+                ssl=True,
+                settings=Settings(
+                    chroma_client_auth_provider="chromadb.auth.basic_authn.BasicAuthClientProvider",
+                    chroma_client_auth_credentials=f"{settings.CHROMA_USERNAME}:{settings.CHROMA_PASSWORD}",
+                    chroma_auth_token_transport_header="Authorization",
+                ),
+            )
 
             embedding_function = HuggingFaceEmbeddings(
                 model_name="sentence-transformers/all-MiniLM-L6-v2"
diff --git a/designsafe/settings/common_settings.py b/designsafe/settings/common_settings.py
index 14380242c..535ec8f16 100644
--- a/designsafe/settings/common_settings.py
+++ b/designsafe/settings/common_settings.py
@@ -760,7 +760,10 @@ def guid_filter(record):
     },
 ]
 
-# TEJAS SAMBANOVA SETTINGS
+# AI KEYWORDS SETTINGS
 SN_API_KEY = os.environ.get("SN_API_KEY")
 SN_API_ENDPOINT = os.environ.get("SN_API_ENDPOINT")
 CHROMA_ENDPOINT = os.environ.get("CHROMA_ENDPOINT")
+CHROMA_PORT = int(os.environ.get("CHROMA_PORT", 443))
+CHROMA_PASSWORD = os.environ.get("CHROMA_PASSWORD")
+CHROMA_USERNAME = os.environ.get("CHROMA_USERNAME")
diff --git a/designsafe/settings/test_settings.py b/designsafe/settings/test_settings.py
index 2253d1417..a8351c0ca 100644
--- a/designsafe/settings/test_settings.py
+++ b/designsafe/settings/test_settings.py
@@ -812,7 +812,10 @@
 RT_QUEUE = 'test'
 RT_TAG = 'test_tag'
 
-# TEJAS SAMBANOVA SETTINGS
+# AI KEYWORDS SETTINGS
 SN_API_KEY = "test"
 SN_API_ENDPOINT = "https://test.com"
 CHROMA_ENDPOINT = "https://test.com"
+CHROMA_PORT = 443
+CHROMA_PASSWORD = "test"
+CHROMA_USERNAME = "test"

From f65b89a2dfba10654874f1dc0e319c4aa8cbc253 Mon Sep 17 00:00:00 2001
From: Sal Tijerina <r.sal.tijerina@gmail.com>
Date: Wed, 17 Sep 2025 11:58:48 -0500
Subject: [PATCH 09/16] add comments; rename variable

---
 .../src/projects/forms/BaseProjectForm.tsx    | 22 +++++++++++++------
 1 file changed, 15 insertions(+), 7 deletions(-)

diff --git a/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx b/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
index b8abc767a..f89e22d44 100644
--- a/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
+++ b/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
@@ -150,33 +150,41 @@ export const BaseProjectForm: React.FC<{
     [watchedPi, watchedCoPis, watchedMembers, watchedGuestMembers]
   );
 
+  // Watch title, description, and keywords for AI keyword suggestions
   const watchedTitle: string = Form.useWatch('title', form) ?? '';
   const watchedDescription: string = Form.useWatch('description', form) ?? '';
-  const watchedSelected: string[] = Form.useWatch('keywords', form) ?? [];
-  const selectedMemo = useMemo(() => watchedSelected, [watchedSelected]);
+  const watchedKeywords: string[] = Form.useWatch('keywords', form) ?? [];
+
+  const titleMemo = useMemo(() => watchedTitle, [watchedTitle]);
   const descriptionMemo = useMemo(
     () => watchedDescription,
     [watchedDescription]
   );
-  const titleMemo = useMemo(() => watchedTitle, [watchedTitle]);
+  const keywordsMemo = useMemo(() => watchedKeywords, [watchedKeywords]);
 
   const [searchTerms, setSearchTerms] = useState<TGetKeywordSuggestionsParams>({
     title: watchedTitle,
     description: watchedDescription,
   });
+
+  // Debounce search terms to avoid excessive API calls
   const debouncedSearchTerms = useDebounceValue<TGetKeywordSuggestionsParams>(
     searchTerms,
     1000
   );
+
   const { data: suggestedKeywords = [] } =
     useKeywordSuggestions(debouncedSearchTerms);
   const availableSuggestions = suggestedKeywords.filter(
-    (kw: string) => !selectedMemo.includes(kw)
+    (kw: string) => !keywordsMemo.includes(kw)
   );
 
   useEffect(() => {
-    setSearchTerms({ title: titleMemo, description: descriptionMemo });
-  }, [titleMemo, descriptionMemo]);
+    setSearchTerms({
+      title: titleMemo,
+      description: descriptionMemo,
+    });
+  }, [titleMemo, descriptionMemo, keywordsMemo]);
 
   const { user } = useAuthenticatedUser();
   const [showConfirm, setShowConfirm] = useState(false);
@@ -427,7 +435,7 @@ export const BaseProjectForm: React.FC<{
                   color="blue"
                   style={{ cursor: 'pointer', marginBottom: 4 }}
                   onClick={() => {
-                    form.setFieldValue('keywords', [...watchedSelected, kw]);
+                    form.setFieldValue('keywords', [...watchedKeywords, kw]);
                   }}
                 >
                   {kw}

From 2e7cc140c42ae96aead9541a025b19c8857b305c Mon Sep 17 00:00:00 2001
From: Sal Tijerina <r.sal.tijerina@gmail.com>
Date: Wed, 17 Sep 2025 13:21:20 -0500
Subject: [PATCH 10/16] add CHROMA_COLLECTION setting

---
 conf/env_files/designsafe.sample.env     | 1 +
 designsafe/apps/api/ai_keywords/views.py | 2 +-
 designsafe/settings/common_settings.py   | 1 +
 designsafe/settings/test_settings.py     | 1 +
 4 files changed, 4 insertions(+), 1 deletion(-)

diff --git a/conf/env_files/designsafe.sample.env b/conf/env_files/designsafe.sample.env
index 812282532..1105af219 100644
--- a/conf/env_files/designsafe.sample.env
+++ b/conf/env_files/designsafe.sample.env
@@ -221,3 +221,4 @@ CHROMA_ENDPOINT=
 CHROMA_PORT=
 CHROMA_PASSWORD=
 CHROMA_USERNAME=
+CHROMA_COLLECTION=
diff --git a/designsafe/apps/api/ai_keywords/views.py b/designsafe/apps/api/ai_keywords/views.py
index ebe24902e..9a3cb0aa8 100644
--- a/designsafe/apps/api/ai_keywords/views.py
+++ b/designsafe/apps/api/ai_keywords/views.py
@@ -103,7 +103,7 @@ def __init__(self):
 
             self.vector_store = Chroma(
                 client=self.client,
-                collection_name="keywords_testing",
+                collection_name=settings.CHROMA_COLLECTION,
                 embedding_function=embedding_function,
             )
 
diff --git a/designsafe/settings/common_settings.py b/designsafe/settings/common_settings.py
index 535ec8f16..c892cabfb 100644
--- a/designsafe/settings/common_settings.py
+++ b/designsafe/settings/common_settings.py
@@ -767,3 +767,4 @@ def guid_filter(record):
 CHROMA_PORT = int(os.environ.get("CHROMA_PORT", 443))
 CHROMA_PASSWORD = os.environ.get("CHROMA_PASSWORD")
 CHROMA_USERNAME = os.environ.get("CHROMA_USERNAME")
+CHROMA_COLLECTION = os.environ.get("CHROMA_COLLECTION", "designsafe_keywords")
diff --git a/designsafe/settings/test_settings.py b/designsafe/settings/test_settings.py
index a8351c0ca..d93ae0568 100644
--- a/designsafe/settings/test_settings.py
+++ b/designsafe/settings/test_settings.py
@@ -819,3 +819,4 @@
 CHROMA_PORT = 443
 CHROMA_PASSWORD = "test"
 CHROMA_USERNAME = "test"
+CHROMA_COLLECTION = "test"

From 1051d97bcea189df1bb8e8192c0f0c327901571c Mon Sep 17 00:00:00 2001
From: Sal Tijerina <r.sal.tijerina@gmail.com>
Date: Wed, 17 Sep 2025 17:03:46 -0500
Subject: [PATCH 11/16] add score threshold, increase returned documents to 10

---
 designsafe/apps/api/ai_keywords/views.py | 33 ++++++++++++++----------
 1 file changed, 19 insertions(+), 14 deletions(-)

diff --git a/designsafe/apps/api/ai_keywords/views.py b/designsafe/apps/api/ai_keywords/views.py
index 9a3cb0aa8..96310768c 100644
--- a/designsafe/apps/api/ai_keywords/views.py
+++ b/designsafe/apps/api/ai_keywords/views.py
@@ -1,6 +1,5 @@
 """Views for RAG-based keyword suggestions."""
 
-import json
 import logging
 from chromadb import HttpClient, Settings
 from typing_extensions import List, TypedDict
@@ -14,7 +13,10 @@
 from django.conf import settings
 from designsafe.apps.api.views import BaseApiView, ApiException
 
-logger = logging.Logger(__name__)
+logger = logging.getLogger(__name__)
+
+
+SCORE_THRESHOLD = 0.25
 
 
 class KeywordsView(BaseApiView):
@@ -41,9 +43,10 @@ def get(self, request: HttpRequest):
             {"question": f"project title: {title}, description: {description}"}
         )
         try:
-            answer = json.loads(resp["answer"])
-        except json.JSONDecodeError:
+            answer = resp["answer"].split(', ')
+        except AttributeError:
             logger.exception("Error decoding answer")
+            logger.debug(f"Raw answer: {resp['answer']}")
             answer = []
 
         resp_list = answer if isinstance(answer, list) else []
@@ -67,15 +70,17 @@ class RAG:
 
     template = """
     You are an assistant for finding keywords for a supplied project title and description. Use the following pieces of retrieved context to answer the question. If you don't know the answer, respond with nothing.
-    Reference the 'keyword' field in the metadata object of the retrieved responses for existing keyword examples.
-    Respond only with the suggested keywords as a Python array of comma-separated strings, ordered by rank.
+    Reference the "keywords" field in the metadata object of the retrieved responses for existing keyword examples.
+    Respond only with the suggested keywords as a comma-separated list of strings, ordered by rank. Respond only with your final answer, and do not include any other text or commentary.
+    Make sure to follow these guidelines for keyword suggestions:
 
     Best Practices for Keywords
-    • Keywords may be single words or multi-word phrases (e.g. “storm surge”, “tropical storm”, “machine learning”). Match the format of suggested keywords to that of the existing keyword examples.
-    • Think like a user: choose terms someone would actually type (hazard type, method, region…).
-    • Include technology or problem addressed, and the purpose of the data.
-    • Repeat important words from your title/description to boost discoverability.
-    • Rank by frequency among other existing projects, by similarity or synonym to the words in the project title and project description; proper nouns carry less weight.
+    - Keywords may be single words or multi-word phrases (e.g. "storm surge", "tropical storm", "machine learning"). Match the format of suggested keywords to that of the existing keyword examples.
+    - Think like a user: choose terms someone would actually type (hazard type, method, region).
+    - Include technology or problem addressed, and the purpose of the data.
+    - Repeat important words from your title/description to boost discoverability.
+    - Rank by frequency among other existing projects, by similarity or synonym to the words in the project title and project description; proper nouns carry less weight.
+    - Do not include proper nouns (e.g. specific names of people, places, or events) unless directly referenced in the provided title or description.
 
     Question: {question}
     Context: {context}
@@ -121,12 +126,12 @@ def __init__(self):
 
     def retrieve(self, state: State):
         """Retrieve relevant documents from vector store based on the question."""
-        retrieved_docs = self.vector_store.similarity_search(state["question"])
-        return {"context": retrieved_docs}
+        retrieved_docs = self.vector_store.similarity_search_with_relevance_scores(state["question"], k=10, score_threshold=SCORE_THRESHOLD)
+        return {"context": [doc[0].page_content for doc in retrieved_docs]}
 
     def generate(self, state: State):
         """Generate an answer based on the question and retrieved documents."""
-        docs_content = "\n\n".join(doc.page_content for doc in state["context"])
+        docs_content = "\n\n".join(doc for doc in state["context"])
         messages = self.QA_CHAIN_PROMPT.invoke(
             {"question": state["question"], "context": docs_content}
         )

From fe2997f1f3b14b69eb77a8c00082702e2e7d303a Mon Sep 17 00:00:00 2001
From: Sal Tijerina <r.sal.tijerina@gmail.com>
Date: Wed, 17 Sep 2025 17:03:59 -0500
Subject: [PATCH 12/16] only render 10 suggestions at a time

---
 client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx b/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
index f89e22d44..26b59604e 100644
--- a/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
+++ b/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
@@ -429,7 +429,7 @@ export const BaseProjectForm: React.FC<{
           {availableSuggestions.length > 0 && (
             <div style={{ marginTop: 8 }}>
               <p>Suggested Keywords:</p>
-              {availableSuggestions.map((kw) => (
+              {availableSuggestions.slice(0, 10).map((kw) => (
                 <Tag
                   key={kw}
                   color="blue"

From d3da95c60d22a906c95ef1fb26a8b8810578406f Mon Sep 17 00:00:00 2001
From: Sal Tijerina <r.sal.tijerina@gmail.com>
Date: Mon, 6 Oct 2025 12:39:38 -0500
Subject: [PATCH 13/16] task/WIN-40: Add publication metadata to chromadb as
 part of publication workflow (#1656)

* add publication metadata to chromadb as part of publication workflow

* linting

* linting
---
 designsafe/apps/api/ai_keywords/utils.py      | 65 +++++++++++++++++++
 designsafe/apps/api/ai_keywords/views.py      |  6 +-
 .../operations/project_publish_operations.py  |  6 +-
 3 files changed, 73 insertions(+), 4 deletions(-)
 create mode 100644 designsafe/apps/api/ai_keywords/utils.py

diff --git a/designsafe/apps/api/ai_keywords/utils.py b/designsafe/apps/api/ai_keywords/utils.py
new file mode 100644
index 000000000..e5505d72d
--- /dev/null
+++ b/designsafe/apps/api/ai_keywords/utils.py
@@ -0,0 +1,65 @@
+"""Utility functions for AI keyword extraction and ChromaDB ingest."""
+
+import json
+from django.conf import settings
+from designsafe.apps.api.publications_v2.models import Publication
+from designsafe.apps.api.ai_keywords.views import RAG
+
+
+def _retrieve_keywords(pub: Publication) -> list[str]:
+    """Retrieve and process keywords from a publication."""
+
+    keywords = pub.value.get("keywords", [])
+
+    # Split keywords by comma, semicolon, and hyphens surrounded by spaces
+    keywords_split_comma = [keyword.split(",") for keyword in keywords]
+    keywords = [
+        keyword.strip() for sublist in keywords_split_comma for keyword in sublist
+    ]
+
+    keywords_split_semi = [keyword.split(";") for keyword in keywords]
+    keywords = [
+        keyword.strip() for sublist in keywords_split_semi for keyword in sublist
+    ]
+
+    keywords_split_hyphen = [keyword.split(" - ") for keyword in keywords]
+    keywords = [
+        keyword.strip() for sublist in keywords_split_hyphen for keyword in sublist
+    ]
+
+    # Remove duplicates
+    return list(set(keywords))
+
+
+def add_publications_to_chroma(publications: list[Publication]) -> None:
+    """Add publications to Chroma vector store."""
+
+    chroma_client = RAG().client
+
+    collection = chroma_client.get_collection(name=settings.CHROMA_COLLECTION)
+    docs = []
+    ids = []
+    metadatas = []
+
+    for pub in publications:
+        keywords = _retrieve_keywords(pub)
+
+        # Convert nhTypes to a string
+        nh_types = pub.value.get("nhTypes", [])
+
+        doc = {
+            "id": f"{pub.project_id}",
+            "metadata": {
+                "projectId": pub.project_id,
+                "title": pub.value.get("title"),
+                "description": pub.value.get("description"),
+                "keywords": ", ".join(keywords),
+                "nhTypes": ", ".join(nhType["id"] for nhType in nh_types),
+                "projectType": pub.value.get("projectType"),
+            },
+        }
+        docs.append(json.dumps(doc["metadata"]))
+        ids.append(doc["id"])
+        metadatas.append(doc["metadata"])
+
+    collection.upsert(documents=docs, ids=ids, metadatas=metadatas)
diff --git a/designsafe/apps/api/ai_keywords/views.py b/designsafe/apps/api/ai_keywords/views.py
index 96310768c..80ca704c4 100644
--- a/designsafe/apps/api/ai_keywords/views.py
+++ b/designsafe/apps/api/ai_keywords/views.py
@@ -43,7 +43,7 @@ def get(self, request: HttpRequest):
             {"question": f"project title: {title}, description: {description}"}
         )
         try:
-            answer = resp["answer"].split(', ')
+            answer = resp["answer"].split(", ")
         except AttributeError:
             logger.exception("Error decoding answer")
             logger.debug(f"Raw answer: {resp['answer']}")
@@ -126,7 +126,9 @@ def __init__(self):
 
     def retrieve(self, state: State):
         """Retrieve relevant documents from vector store based on the question."""
-        retrieved_docs = self.vector_store.similarity_search_with_relevance_scores(state["question"], k=10, score_threshold=SCORE_THRESHOLD)
+        retrieved_docs = self.vector_store.similarity_search_with_relevance_scores(
+            state["question"], k=10, score_threshold=SCORE_THRESHOLD
+        )
         return {"context": [doc[0].page_content for doc in retrieved_docs]}
 
     def generate(self, state: State):
diff --git a/designsafe/apps/api/projects_v2/operations/project_publish_operations.py b/designsafe/apps/api/projects_v2/operations/project_publish_operations.py
index 67b4202d3..ba8814154 100644
--- a/designsafe/apps/api/projects_v2/operations/project_publish_operations.py
+++ b/designsafe/apps/api/projects_v2/operations/project_publish_operations.py
@@ -40,6 +40,7 @@
 from designsafe.apps.data.tasks import agave_indexer
 from designsafe.apps.api.publications_v2.tasks import ingest_pub_fedora_async
 from designsafe.libs.common.context_managers import AsyncTaskContext
+from designsafe.apps.api.ai_keywords.utils import add_publications_to_chroma
 
 logger = logging.getLogger(__name__)
 
@@ -614,9 +615,10 @@ def publish_project_async(
     version_info: Optional[str] = None,
     dry_run: bool = False,
 ):
-    """Async wrapper arount publication"""
+    """Async wrapper around publication"""
     with AsyncTaskContext():
-        publish_project(project_id, entity_uuids, version, version_info, dry_run)
+        meta = publish_project(project_id, entity_uuids, version, version_info, dry_run)
+        add_publications_to_chroma(publications=[meta])
 
 
 def amend_publication(project_id: str):

From 12d41313c031a32f11a7b35ea9a3bd9a7111de83 Mon Sep 17 00:00:00 2001
From: Van Go <35277477+van-go@users.noreply.github.com>
Date: Mon, 13 Oct 2025 14:58:51 -0500
Subject: [PATCH 14/16] =?UTF-8?q?move=20keyword=20field=20below=20descript?=
 =?UTF-8?q?ion.=20add=20helper=20text=20to=20keyword=20sugg=E2=80=A6=20(#1?=
 =?UTF-8?q?651)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* move keyword field below description. add helper text to keyword suggestions

* formatting

* formatting

---------

Co-authored-by: Sal Tijerina <r.sal.tijerina@gmail.com>
---
 .../src/projects/forms/BaseProjectForm.tsx    | 68 +++++++++++--------
 1 file changed, 41 insertions(+), 27 deletions(-)

diff --git a/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx b/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
index 26b59604e..f86de8371 100644
--- a/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
+++ b/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
@@ -411,6 +411,32 @@ export const BaseProjectForm: React.FC<{
         <HazardEventsInput name="nhEvents" />
       </Form.Item>
 
+      <Form.Item label="Project Description" required>
+        What is this project about? How can data in this project be reused? How
+        is this project unique? Who is the audience? Description must be between
+        50 and 5000 characters in length.
+        <Form.Item
+          name="description"
+          rules={[
+            {
+              required: true,
+              message: 'Please enter a description',
+            },
+            {
+              min: 50,
+              message: 'Description must be at least 50 characters long',
+            },
+            {
+              max: 5000,
+              message: 'Description cannot be longer than 5000 characters',
+            },
+          ]}
+          className="inner-form-item"
+        >
+          <Input.TextArea autoSize={{ minRows: 4 }} />
+        </Form.Item>
+      </Form.Item>
+
       {projectType !== 'None' && (
         <Form.Item label="Keywords" required>
           Choose informative words that indicate the content of the project.
@@ -426,7 +452,15 @@ export const BaseProjectForm: React.FC<{
               tokenSeparators={[',']}
             ></Select>
           </Form.Item>
-          {availableSuggestions.length > 0 && (
+          {availableSuggestions.length === 0 ? (
+            <div style={{ marginTop: 8 }}>
+              <span>Suggested Keywords: </span>
+              <em style={{ color: 'rgba(0,0,0,.45)' }}>
+                Enter a project <strong>title</strong> and{' '}
+                <strong>description</strong> to see keyword suggestions.
+              </em>
+            </div>
+          ) : (
             <div style={{ marginTop: 8 }}>
               <p>Suggested Keywords:</p>
               {availableSuggestions.slice(0, 10).map((kw) => (
@@ -435,7 +469,11 @@ export const BaseProjectForm: React.FC<{
                   color="blue"
                   style={{ cursor: 'pointer', marginBottom: 4 }}
                   onClick={() => {
-                    form.setFieldValue('keywords', [...watchedKeywords, kw]);
+                    const current: string[] =
+                      form.getFieldValue('keywords') || [];
+                    if (!current.includes(kw)) {
+                      form.setFieldValue('keywords', [...current, kw]);
+                    }
                   }}
                 >
                   {kw}
@@ -445,31 +483,7 @@ export const BaseProjectForm: React.FC<{
           )}
         </Form.Item>
       )}
-      <Form.Item label="Project Description" required>
-        What is this project about? How can data in this project be reused? How
-        is this project unique? Who is the audience? Description must be between
-        50 and 5000 characters in length.
-        <Form.Item
-          name="description"
-          rules={[
-            {
-              required: true,
-              message: 'Please enter a description',
-            },
-            {
-              min: 50,
-              message: 'Description must be at least 50 characters long',
-            },
-            {
-              max: 5000,
-              message: 'Description cannot be longer than 5000 characters',
-            },
-          ]}
-          className="inner-form-item"
-        >
-          <Input.TextArea autoSize={{ minRows: 4 }} />
-        </Form.Item>
-      </Form.Item>
+
       {hasValidationErrors && (
         <Alert
           type="error"

From 7c2285d8883fc42ba6e57f2f50c61ae7aeedf044 Mon Sep 17 00:00:00 2001
From: Van Go <35277477+van-go@users.noreply.github.com>
Date: Mon, 20 Oct 2025 11:08:20 -0500
Subject: [PATCH 15/16] New <KeywordSuggestor /> component

---
 .../src/datafiles/useKeywordSuggestions.ts    |  10 +-
 .../src/projects/forms/BaseProjectForm.tsx    |  77 +------
 .../src/projects/forms/KeywordSuggestor.tsx   |  95 ++++++++
 .../projects/forms/PublishableEntityForm.tsx  | 208 +++++++++++-------
 4 files changed, 233 insertions(+), 157 deletions(-)
 create mode 100644 client/modules/datafiles/src/projects/forms/KeywordSuggestor.tsx

diff --git a/client/modules/_hooks/src/datafiles/useKeywordSuggestions.ts b/client/modules/_hooks/src/datafiles/useKeywordSuggestions.ts
index 0bd144abb..799de6e17 100644
--- a/client/modules/_hooks/src/datafiles/useKeywordSuggestions.ts
+++ b/client/modules/_hooks/src/datafiles/useKeywordSuggestions.ts
@@ -14,7 +14,12 @@ export function useKeywordSuggestions(
   searchParams: TGetKeywordSuggestionsParams
 ) {
   return useQuery({
-    queryKey: ['keywordSuggestions', searchParams],
+    queryKey: [
+      'keywordSuggestions',
+      ,
+      searchParams.title.trim(),
+      searchParams.description.trim(),
+    ],
     queryFn: async () => {
       const res = await apiClient.get<KeywordSuggestionResponse>(
         '/api/keyword-suggestions/',
@@ -23,7 +28,6 @@ export function useKeywordSuggestions(
       return res.data.response;
     },
     enabled: !!searchParams.title.trim() && !!searchParams.description.trim(),
-    staleTime: Infinity,
-    placeholderData: (prev) => prev ?? [],
+    staleTime: 0,
   });
 }
diff --git a/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx b/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
index f86de8371..e6960f331 100644
--- a/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
+++ b/client/modules/datafiles/src/projects/forms/BaseProjectForm.tsx
@@ -19,14 +19,12 @@ import { TProjectUser } from './_fields/UserSelect';
 import {
   TBaseProjectValue,
   useAuthenticatedUser,
-  useKeywordSuggestions,
   useProjectDetail,
-  useDebounceValue,
-  TGetKeywordSuggestionsParams,
 } from '@client/hooks';
 import { customRequiredMark } from './_common';
 import { AuthorSelect } from './_fields/AuthorSelect';
 import { ProjectTypeRadioSelect } from '../modals/ProjectTypeRadioSelect';
+import { KeywordSuggestor } from './KeywordSuggestor';
 
 export const ProjectTypeInput: React.FC<{
   projectType: TBaseProjectValue['projectType'];
@@ -150,42 +148,6 @@ export const BaseProjectForm: React.FC<{
     [watchedPi, watchedCoPis, watchedMembers, watchedGuestMembers]
   );
 
-  // Watch title, description, and keywords for AI keyword suggestions
-  const watchedTitle: string = Form.useWatch('title', form) ?? '';
-  const watchedDescription: string = Form.useWatch('description', form) ?? '';
-  const watchedKeywords: string[] = Form.useWatch('keywords', form) ?? [];
-
-  const titleMemo = useMemo(() => watchedTitle, [watchedTitle]);
-  const descriptionMemo = useMemo(
-    () => watchedDescription,
-    [watchedDescription]
-  );
-  const keywordsMemo = useMemo(() => watchedKeywords, [watchedKeywords]);
-
-  const [searchTerms, setSearchTerms] = useState<TGetKeywordSuggestionsParams>({
-    title: watchedTitle,
-    description: watchedDescription,
-  });
-
-  // Debounce search terms to avoid excessive API calls
-  const debouncedSearchTerms = useDebounceValue<TGetKeywordSuggestionsParams>(
-    searchTerms,
-    1000
-  );
-
-  const { data: suggestedKeywords = [] } =
-    useKeywordSuggestions(debouncedSearchTerms);
-  const availableSuggestions = suggestedKeywords.filter(
-    (kw: string) => !keywordsMemo.includes(kw)
-  );
-
-  useEffect(() => {
-    setSearchTerms({
-      title: titleMemo,
-      description: descriptionMemo,
-    });
-  }, [titleMemo, descriptionMemo, keywordsMemo]);
-
   const { user } = useAuthenticatedUser();
   const [showConfirm, setShowConfirm] = useState(false);
   const onFormSubmit = (
@@ -450,37 +412,14 @@ export const BaseProjectForm: React.FC<{
               mode="tags"
               notFoundContent={null}
               tokenSeparators={[',']}
-            ></Select>
+            />
           </Form.Item>
-          {availableSuggestions.length === 0 ? (
-            <div style={{ marginTop: 8 }}>
-              <span>Suggested Keywords: </span>
-              <em style={{ color: 'rgba(0,0,0,.45)' }}>
-                Enter a project <strong>title</strong> and{' '}
-                <strong>description</strong> to see keyword suggestions.
-              </em>
-            </div>
-          ) : (
-            <div style={{ marginTop: 8 }}>
-              <p>Suggested Keywords:</p>
-              {availableSuggestions.slice(0, 10).map((kw) => (
-                <Tag
-                  key={kw}
-                  color="blue"
-                  style={{ cursor: 'pointer', marginBottom: 4 }}
-                  onClick={() => {
-                    const current: string[] =
-                      form.getFieldValue('keywords') || [];
-                    if (!current.includes(kw)) {
-                      form.setFieldValue('keywords', [...current, kw]);
-                    }
-                  }}
-                >
-                  {kw}
-                </Tag>
-              ))}
-            </div>
-          )}
+          <KeywordSuggestor
+            form={form}
+            titlePath={['title']}
+            descriptionPath={['description']}
+            keywordsPath={['keywords']}
+          />
         </Form.Item>
       )}
 
diff --git a/client/modules/datafiles/src/projects/forms/KeywordSuggestor.tsx b/client/modules/datafiles/src/projects/forms/KeywordSuggestor.tsx
new file mode 100644
index 000000000..4a04f3153
--- /dev/null
+++ b/client/modules/datafiles/src/projects/forms/KeywordSuggestor.tsx
@@ -0,0 +1,95 @@
+// KeywordSuggestor.tsx
+import React, { useMemo } from 'react';
+import { Form, Tag, Spin } from 'antd';
+import type { FormInstance } from 'antd';
+import { useDebounceValue, useKeywordSuggestions } from '@client/hooks';
+
+type Props = {
+  form: FormInstance;
+  titlePath: (string | number)[];
+  descriptionPath: (string | number)[];
+  keywordsPath: (string | number)[];
+};
+
+export const KeywordSuggestor: React.FC<Props> = ({
+  form,
+  titlePath,
+  descriptionPath,
+  keywordsPath,
+}) => {
+  const title: string = Form.useWatch(titlePath, form) ?? '';
+  const description: string = Form.useWatch(descriptionPath, form) ?? '';
+  const keywords: string[] = Form.useWatch(keywordsPath, form) ?? [];
+
+  const debounced = useDebounceValue(
+    { title: title.trim(), description: description.trim() },
+    800
+  );
+
+  const {
+    data: suggestions = [],
+    isLoading,
+    isFetching,
+    error,
+  } = useKeywordSuggestions(debounced);
+
+  const available = useMemo(
+    () => suggestions.filter((kw) => !keywords.includes(kw)),
+    [suggestions, keywords]
+  );
+
+  const hasText =
+    debounced.title.length > 0 && debounced.description.length > 0;
+
+  if (!hasText) {
+    return (
+      <div style={{ marginTop: 8 }}>
+        <span>Suggested Keywords: </span>
+        <em style={{ color: 'rgba(0,0,0,.45)' }}>
+          Enter a project <strong>title</strong> and{' '}
+          <strong>description</strong> to see keyword suggestions.
+        </em>
+      </div>
+    );
+  }
+
+  if (error) return null;
+
+  const list = available.slice(0, 10);
+  const loading = isLoading || isFetching;
+
+  return (
+    <div style={{ marginTop: 8 }}>
+      <p style={{ marginBottom: 6 }}>Suggested Keywords:</p>
+
+      {/* While loading and nothing cached yet, show a friendly status instead of an empty area */}
+      {loading && list.length === 0 ? (
+        <div
+          aria-live="polite"
+          style={{ display: 'inline-flex', gap: 8, alignItems: 'center' }}
+        >
+          <Spin size="small" />
+          <em style={{ color: 'rgba(0,0,0,.45)' }}>Finding suggestions…</em>
+        </div>
+      ) : list.length === 0 ? (
+        <em style={{ color: 'rgba(0,0,0,.45)' }}>No suggestions yet.</em>
+      ) : (
+        list.map((kw) => (
+          <Tag
+            key={kw}
+            color="blue"
+            style={{ cursor: 'pointer', marginBottom: 4 }}
+            onClick={() => {
+              const current: string[] = form.getFieldValue(keywordsPath) || [];
+              if (!current.includes(kw)) {
+                form.setFieldValue(keywordsPath, [...current, kw]);
+              }
+            }}
+          >
+            {kw}
+          </Tag>
+        ))
+      )}
+    </div>
+  );
+};
diff --git a/client/modules/datafiles/src/projects/forms/PublishableEntityForm.tsx b/client/modules/datafiles/src/projects/forms/PublishableEntityForm.tsx
index 511025601..b2ea7b29b 100644
--- a/client/modules/datafiles/src/projects/forms/PublishableEntityForm.tsx
+++ b/client/modules/datafiles/src/projects/forms/PublishableEntityForm.tsx
@@ -7,7 +7,7 @@ import {
   simulationTypeOptions,
   HybridSimTypeOptions,
 } from './ProjectFormDropdowns';
-
+import { KeywordSuggestor } from './KeywordSuggestor';
 import {
   TBaseProjectValue,
   TProjectUser,
@@ -128,22 +128,6 @@ const ExperimentFormFields: React.FC<{
         <RelatedWorkInput name={['value', 'relatedWork']} />
       </Form.Item>
 
-      <Form.Item label="Keywords" required>
-        Choose informative words that indicate the content of the project.
-        Keywords should be comma-separated.
-        <Form.Item
-          name={['value', 'keywords']}
-          rules={[{ required: true }]}
-          className="inner-form-item"
-        >
-          <Select
-            mode="tags"
-            notFoundContent={null}
-            tokenSeparators={[',']}
-          ></Select>
-        </Form.Item>
-      </Form.Item>
-
       <Form.Item label="Experiment Description" required>
         What was under investigation? How was it tested? What was the outcome?
         How can the data be reused? Description must be between 50 and 5000
@@ -170,6 +154,28 @@ const ExperimentFormFields: React.FC<{
         </Form.Item>
       </Form.Item>
 
+      <Form.Item label="Keywords" required>
+        Choose informative words that indicate the content of the project.
+        Keywords should be comma-separated.
+        <Form.Item
+          name={['value', 'keywords']}
+          rules={[{ required: true }]}
+          className="inner-form-item"
+        >
+          <Select
+            mode="tags"
+            notFoundContent={null}
+            tokenSeparators={[',']}
+          ></Select>
+        </Form.Item>
+        <KeywordSuggestor
+          form={form}
+          titlePath={['value', 'title']}
+          descriptionPath={['value', 'description']}
+          keywordsPath={['value', 'keywords']}
+        />
+      </Form.Item>
+
       <Form.Item label="Assign Authorship" required>
         You can order the authors during the publication process.
         <Form.Item
@@ -193,9 +199,10 @@ const ExperimentFormFields: React.FC<{
 };
 
 const SimulationFormFields: React.FC<{
+  form: FormInstance;
   projectUsers: TProjectUser[];
   currentAuthors?: TProjectUser[];
-}> = ({ projectUsers, currentAuthors = [] }) => {
+}> = ({ form, projectUsers, currentAuthors = [] }) => {
   return (
     <>
       <Form.Item label="Simulation Title" required>
@@ -259,22 +266,6 @@ const SimulationFormFields: React.FC<{
         <RelatedWorkInput name={['value', 'relatedWork']} />
       </Form.Item>
 
-      <Form.Item label="Keywords" required>
-        Choose informative words that indicate the content of the project.
-        Keywords should be comma-separated.
-        <Form.Item
-          name={['value', 'keywords']}
-          rules={[{ required: true }]}
-          className="inner-form-item"
-        >
-          <Select
-            mode="tags"
-            notFoundContent={null}
-            tokenSeparators={[',']}
-          ></Select>
-        </Form.Item>
-      </Form.Item>
-
       <Form.Item label="Simulation Description" required>
         What was under investigation? How was it tested? What was the outcome?
         How can the data be reused? Description must be between 50 and 5000
@@ -301,6 +292,28 @@ const SimulationFormFields: React.FC<{
         </Form.Item>
       </Form.Item>
 
+      <Form.Item label="Keywords" required>
+        Choose informative words that indicate the content of the project.
+        Keywords should be comma-separated.
+        <Form.Item
+          name={['value', 'keywords']}
+          rules={[{ required: true }]}
+          className="inner-form-item"
+        >
+          <Select
+            mode="tags"
+            notFoundContent={null}
+            tokenSeparators={[',']}
+          ></Select>
+        </Form.Item>
+        <KeywordSuggestor
+          form={form}
+          titlePath={['value', 'title']}
+          descriptionPath={['value', 'description']}
+          keywordsPath={['value', 'keywords']}
+        />
+      </Form.Item>
+
       <Form.Item label="Assign Authorship" required>
         You can order the authors during the publication process.
         <Form.Item
@@ -324,9 +337,10 @@ const SimulationFormFields: React.FC<{
 };
 
 const HybridSimFormFields: React.FC<{
+  form: FormInstance;
   projectUsers: TProjectUser[];
   currentAuthors?: TProjectUser[];
-}> = ({ projectUsers, currentAuthors = [] }) => {
+}> = ({ form, projectUsers, currentAuthors = [] }) => {
   return (
     <>
       <Form.Item label="Hybrid Simulation Title" required>
@@ -390,22 +404,6 @@ const HybridSimFormFields: React.FC<{
         <RelatedWorkInput name={['value', 'relatedWork']} />
       </Form.Item>
 
-      <Form.Item label="Keywords" required>
-        Choose informative words that indicate the content of the project.
-        Keywords should be comma-separated.
-        <Form.Item
-          name={['value', 'keywords']}
-          rules={[{ required: true }]}
-          className="inner-form-item"
-        >
-          <Select
-            mode="tags"
-            notFoundContent={null}
-            tokenSeparators={[',']}
-          ></Select>
-        </Form.Item>
-      </Form.Item>
-
       <Form.Item label="Hybrid Simulation Description" required>
         What was under investigation? How was it tested? What was the outcome?
         How can the data be reused? Description must be between 50 and 5000
@@ -432,6 +430,28 @@ const HybridSimFormFields: React.FC<{
         </Form.Item>
       </Form.Item>
 
+      <Form.Item label="Keywords" required>
+        Choose informative words that indicate the content of the project.
+        Keywords should be comma-separated.
+        <Form.Item
+          name={['value', 'keywords']}
+          rules={[{ required: true }]}
+          className="inner-form-item"
+        >
+          <Select
+            mode="tags"
+            notFoundContent={null}
+            tokenSeparators={[',']}
+          ></Select>
+        </Form.Item>
+        <KeywordSuggestor
+          form={form}
+          titlePath={['value', 'title']}
+          descriptionPath={['value', 'description']}
+          keywordsPath={['value', 'keywords']}
+        />
+      </Form.Item>
+
       <Form.Item label="Assign Authorship" required>
         You can order the authors during the publication process.
         <Form.Item
@@ -455,9 +475,10 @@ const HybridSimFormFields: React.FC<{
 };
 
 const MissionFormFields: React.FC<{
+  form: FormInstance;
   projectUsers: TProjectUser[];
   currentAuthors?: TProjectUser[];
-}> = ({ projectUsers, currentAuthors = [] }) => {
+}> = ({ form, projectUsers, currentAuthors = [] }) => {
   return (
     <>
       <Form.Item label="Mission Title" required>
@@ -575,22 +596,6 @@ const MissionFormFields: React.FC<{
         </div>
       </Form.Item>
 
-      <Form.Item label="Keywords" required>
-        Choose informative words that indicate the content of the project.
-        Keywords should be comma-separated.
-        <Form.Item
-          name={['value', 'keywords']}
-          rules={[{ required: true }]}
-          className="inner-form-item"
-        >
-          <Select
-            mode="tags"
-            notFoundContent={null}
-            tokenSeparators={[',']}
-          ></Select>
-        </Form.Item>
-      </Form.Item>
-
       <Form.Item label="Mission Description" required>
         What was under investigation? How was it tested? What was the outcome?
         How can the data be reused? Description must be between 50 and 5000
@@ -616,14 +621,37 @@ const MissionFormFields: React.FC<{
           <Input.TextArea autoSize={{ minRows: 4 }} />
         </Form.Item>
       </Form.Item>
+
+      <Form.Item label="Keywords" required>
+        Choose informative words that indicate the content of the project.
+        Keywords should be comma-separated.
+        <Form.Item
+          name={['value', 'keywords']}
+          rules={[{ required: true }]}
+          className="inner-form-item"
+        >
+          <Select
+            mode="tags"
+            notFoundContent={null}
+            tokenSeparators={[',']}
+          ></Select>
+        </Form.Item>
+        <KeywordSuggestor
+          form={form}
+          titlePath={['value', 'title']}
+          descriptionPath={['value', 'description']}
+          keywordsPath={['value', 'keywords']}
+        />
+      </Form.Item>
     </>
   );
 };
 
 const DocumentFormFields: React.FC<{
+  form: FormInstance;
   projectUsers: TProjectUser[];
   currentAuthors?: TProjectUser[];
-}> = ({ projectUsers, currentAuthors = [] }) => {
+}> = ({ form, projectUsers, currentAuthors = [] }) => {
   return (
     <>
       <Form.Item label="Document Title" required>
@@ -686,22 +714,6 @@ const DocumentFormFields: React.FC<{
         </Form.Item>
       </Form.Item>
 
-      <Form.Item label="Keywords" required>
-        Choose informative words that indicate the content of the project.
-        Keywords should be comma-separated.
-        <Form.Item
-          name={['value', 'keywords']}
-          rules={[{ required: true }]}
-          className="inner-form-item"
-        >
-          <Select
-            mode="tags"
-            notFoundContent={null}
-            tokenSeparators={[',']}
-          ></Select>
-        </Form.Item>
-      </Form.Item>
-
       <Form.Item label="Document Description" required>
         What was under investigation? How was it tested? What was the outcome?
         How can the data be reused? Description must be between 50 and 5000
@@ -727,6 +739,28 @@ const DocumentFormFields: React.FC<{
           <Input.TextArea autoSize={{ minRows: 4 }} />
         </Form.Item>
       </Form.Item>
+
+      <Form.Item label="Keywords" required>
+        Choose informative words that indicate the content of the project.
+        Keywords should be comma-separated.
+        <Form.Item
+          name={['value', 'keywords']}
+          rules={[{ required: true }]}
+          className="inner-form-item"
+        >
+          <Select
+            mode="tags"
+            notFoundContent={null}
+            tokenSeparators={[',']}
+          ></Select>
+        </Form.Item>
+        <KeywordSuggestor
+          form={form}
+          titlePath={['value', 'title']}
+          descriptionPath={['value', 'description']}
+          keywordsPath={['value', 'keywords']}
+        />
+      </Form.Item>
     </>
   );
 };
@@ -790,24 +824,28 @@ export const PublishableEntityForm: React.FC<{
       )}
       {projectType === 'simulation' && (
         <SimulationFormFields
+          form={form}
           projectUsers={data.baseProject.value.users}
           currentAuthors={entity?.value.authors ?? []}
         />
       )}
       {projectType === 'hybrid_simulation' && (
         <HybridSimFormFields
+          form={form}
           projectUsers={data.baseProject.value.users}
           currentAuthors={entity?.value.authors ?? []}
         />
       )}
       {entityName === constants.FIELD_RECON_MISSION && (
         <MissionFormFields
+          form={form}
           projectUsers={data.baseProject.value.users}
           currentAuthors={entity?.value.authors ?? []}
         />
       )}
       {entityName === constants.FIELD_RECON_REPORT && (
         <DocumentFormFields
+          form={form}
           projectUsers={data.baseProject.value.users}
           currentAuthors={entity?.value.authors ?? []}
         />

From 8bb271bc275e3c003f947de92ade35c287414764 Mon Sep 17 00:00:00 2001
From: Van Go <35277477+van-go@users.noreply.github.com>
Date: Mon, 20 Oct 2025 11:56:13 -0500
Subject: [PATCH 16/16] fix linting

---
 client/modules/_hooks/src/datafiles/useKeywordSuggestions.ts | 1 -
 1 file changed, 1 deletion(-)

diff --git a/client/modules/_hooks/src/datafiles/useKeywordSuggestions.ts b/client/modules/_hooks/src/datafiles/useKeywordSuggestions.ts
index 799de6e17..6da886b0b 100644
--- a/client/modules/_hooks/src/datafiles/useKeywordSuggestions.ts
+++ b/client/modules/_hooks/src/datafiles/useKeywordSuggestions.ts
@@ -16,7 +16,6 @@ export function useKeywordSuggestions(
   return useQuery({
     queryKey: [
       'keywordSuggestions',
-      ,
       searchParams.title.trim(),
       searchParams.description.trim(),
     ],