more

clean

README.md

@@ -4,11 +4,13 @@ kongruity employs Large Language Model ("LLM") semantic grouping functionality t
 
 (To learn more about this topic, see, e.g., [Kozlowski A., Boutyline A., Semantic Structure in Large Language Model Embeddings Aug. 2025, arXiv:2508.10003v1:04 Aug 2025](https://arxiv.org/html/2508.10003v1)).
 
-In the world of kongruity, these "to dos" are called "sticky notes."  kongruity's React/Vite UI views a board of seemingly chaotic "sticky notes".  But with one click, they are transformed into manageable, actionable groups, each with a header that explains the group semantic interrelation.
+In kongruity world, "to dos", action items, agile tickets... the myriad artifacts of the creative/engineering process, are "sticky notes."  
 
-The backend is an Express API that serves "sticky note" data and proxies semantic grouping requests to Antrhopic Claude.  
+kongruity's React/Vite UI displays a board of seemingly chaotic "sticky notes".  But with one click, they are transformed into manageable, actionable groups, each with a header that explains that group's semantic relation.
 
-Developers may feel free to install other LLM SDKs and alter the syntax at backend/services/clustering.service.js to experiment with any LLM model/platform they prefer.
+The backend is an Express API that serves "sticky note" data and proxies semantic grouping requests to Large Language Models.
+
+Developers may freeely swap in other LLM SDKs and/or APIs... and alter prompt syntax at backend/services/clustering.service.js to compliement their experimentation with any LLM model/platform they prefer.
 
 ## Prerequisites
 

backend/routes/notes.routes.js

@@ -3,7 +3,7 @@ import { readFile } from 'fs/promises';
 import { clusterNotes } from '../services/clustering.service.js';
 
 const router = Router();
-const DATA_PATH = '../data/notes.json';
+const DATA_PATH = new URL('../data/notes.json', import.meta.url);
 
 const loadNotes = async () => {
   const raw = await readFile(DATA_PATH, 'utf-8');
@@ -27,7 +27,7 @@ router.post('/cluster', async (req, res) => {
     res.json(clusters);
   } catch (err) {
     console.error(`Clustering failed: ${err}`);
-    res.status(500).json({ error: `Clustering failed: ${err}` });
+    res.status(500).json({ error: 'Clustering failed' });
   }
 });
 

frontend/src/components/stickies.tsx

@@ -24,7 +24,7 @@ const Stickies = () => {
   const stickyMap = buildStickyMap();
 
   const renderStickies = (items: StickyType[]) =>
-    items.map((sticky) => <Sticky key={sticky.id} sticky={sticky} />);
+    items?.map((sticky) => <Sticky key={sticky.id} sticky={sticky} />);
 
   return (
     <div className="stickies-container">
@@ -36,8 +36,8 @@ const Stickies = () => {
               <h3 className="cluster-label">{group.label}</h3>
               <div className="stickies-grid">
                 {renderStickies(
-                  group.noteIds
+                  group?.noteIds
-                    .map((id) => stickyMap.get(id))
+                    .map((id) => stickyMap?.get(id))
                     .filter((s): s is StickyType => !!s)
                 )}
               </div>

frontend/src/pages/Home.tsx

@@ -5,12 +5,12 @@ import '../styles/home.css'
 const Home = () => {
    return (
       <div>
-         <div>
+     
             <Navbar />
-         </div>
+        
-         <div>
+       
             <Stickies />
-         </div>
+        
       </div>
    );
 };

frontend/src/styles/home.css

@@ -1,7 +1,7 @@
 .main-head-box {
     border-radius: 8px;
     border: 1px solid #6dd6f4;
-    background-color: rgb(92, 0 91);
+    background-color: rgb(92, 0, 91);
     display: flex;
   }