Fix typos and enhance README content

Improved clarity in the README.
Add MIT License to the project
2026-03-06 03:52:47 -05:00 · 2026-02-25 18:50:59 -05:00 · 2026-02-24 21:11:24 -05:00 · 2026-02-24 21:10:51 -05:00 · 2026-02-24 21:04:56 -05:00 · 2026-02-24 21:02:43 -05:00
16 changed files with 672 additions and 448 deletions
--- a/21
+++ b/21
@@ -0,0 +1,21 @@
 MIT License
 Copyright (c) 2026 Steven Jannette
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
 in the Software without restriction, including without limitation the rights
 to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 copies of the Software, and to permit persons to whom the Software is
 furnished to do so, subject to the following conditions:
 The above copyright notice and this permission notice shall be included in all
 copies or substantial portions of the Software.
 THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 SOFTWARE.
--- a/README.md
+++ b/README.md
@@ -1,10 +1,10 @@
 # kongruity
-kongruity pulls in the unstructured artifacts of the creative-engineering process -- to-dos, action items, agile tickets, Jira comment threads, retrospective notes -- and synthesizes them into semantically coherent, prioritized clusters ready for implementation planning.
+kongruity pulls in unstructured artifacts of the creative-engineering process -- to-dos, action items, agile tickets, Jira thread comments, Slack thread comments, retrospective notes -- and synthesizes them into semantically coherent, prioritized clusters that can be incorporated into implementation planning.
-In kongruity world, these artifacts are "sticky notes." A board full of them looks chaotic. With one click, an LLM analyzes their meaning and groups them into thematic clusters, each with a descriptive header. 
+In kongruity world, the artifacts become "sticky notes." A board full of them looks chaotic. With a click, the LLM analyzes their semantic meaning and groups them into thematic clusters, each with a descriptive header. 
-An independent embedding-based evaluation scores clustering quality, so the output is data-backed. From there, teams can cimply drag-and-rank clusters by implementation priority, turning a wall of noise into an actionable workflow.
+An independent embedding-based evaluation model scores clustering quality, so the output is qualitatively refined. From there, teams can drag-and-rank related task clusters by implementation priority - turning noise into an actionable workflow.
 ## How it works
@@ -14,22 +14,28 @@ An independent embedding-based evaluation scores clustering quality, so the outp
 4. **Validate** — Structural checks confirm every note is assigned to exactly one cluster, no clusters are empty, and labels are present.
 5. **Prioritize** — Clusters appear ranked and are drag-reorderable. Teams set implementation priority by dragging clusters into position.
-## Dev implementation note
+## Dev implementation notes 
-Developers may swap in other LLM SDKs/APIs and alter prompt syntax in `backend/services/clustering.service.js` to experiment with any model or platform.
+As of 03.04.2026, two of the above-described features are in the planning and implementation phase:
 1. **Ingestion** - The implementation goal is a system for easily tagging items/issues mentioned in Slack, Jira comments, etc. (similar to hashtagging), and running batch "pulls" of these tagged items into kongruity via REST API interface.
 2. **Prioritization** -- The final prioritization and planning stage will ultimately result in "pushing" these ordered items back **out** into Jira, Asana, Rally (etc.), for incorporation into Epic/Sprint workflows. 
 Also, developers may swap in other LLM SDKs/APIs and alter prompt syntax in `backend/services/clustering.service.js` to experiment with any model or platform of their choice.
 ## Prerequisites
 - Node.js (v18 or later recommended)
 - PostgreSQL (v14 or later recommended)
 - An [Anthropic API key](https://console.anthropic.com/) (or other LLM platform, for clustering)
 - A [Voyage AI API key](https://dash.voyageai.com/) (for embedding-based evaluation)
 ## Setup
-### 1. Unzip the project
+### 1. Clone the repository
 ```bash
-unzip kongruity.zip
+git clone https://github.com/kjannette/kongruity_
 cd kongruity
 ```
@@ -39,14 +45,36 @@ The backend expects a `.env` file in the `backend/` directory. This file is git-
 ```bash
 cat > backend/.env << 'EOF'
-ANTHROPIC_API_KEY=<your Anthropic API key>
+ANTHROPIC_API_KEY=<your Anthropic API key> (or other LLM platform key)
 VOYAGEAI_API_KEY=<your Voyage AI API key>
 DATABASE_URL=postgresql://<user>:<password>@localhost:5432/kongruity
 EOF
 ```
-Replace placeholder values with your actual keys.
+Replace placeholder values with your actual keys and database credentials.
-### 3. Install dependencies
+### 3. Set up the database
 Create a PostgreSQL database for the project:
 ```bash
 createdb kongruity
 ```
 Run the migration to create tables:
 ```bash
 cd backend
 npm run db:migrate
 ```
 Seed the database with the sample sticky notes:
 ```bash
 npm run db:seed
 ```
 ### 4. Install dependencies
 ```bash
 cd backend
@@ -121,3 +149,5 @@ This runs Vitest with jsdom. For watch mode during development:
 ```bash
 npm run test:watch
 ```
--- a/backend/data/notes.json
+++ b/backend/data/notes.json
@@ -1,402 +0,0 @@
 [
  {
    "id": "note_038",
    "text": "Live follow mode frequently breaks",
    "x": 710,
    "y": 579,
    "author": "user_9",
    "color": "yellow"
  },
  {
    "id": "note_005",
    "text": "SSO login loops back to the sign-in page",
    "x": 184,
    "y": 124,
    "author": "user_7",
    "color": "yellow"
  },
  {
    "id": "note_023",
    "text": "Undo/redo sometimes lags and applies late",
    "x": 236,
    "y": 687,
    "author": "user_9",
    "color": "purple"
  },
  {
    "id": "note_017",
    "text": "Exported file names are inconsistent and hard to track",
    "x": 676,
    "y": 201,
    "author": "user_4",
    "color": "blue"
  },
  {
    "id": "note_049",
    "text": "Need better controls for aligning and distributing notes",
    "x": 462,
    "y": 487,
    "author": "user_7",
    "color": "green"
  },
  {
    "id": "note_010",
    "text": "OAuth consent screen appears every time I sign in",
    "x": 228,
    "y": 124,
    "author": "user_9",
    "color": "yellow"
  },
  {
    "id": "note_036",
    "text": "Cursor presence is distracting and overlaps content",
    "x": 788,
    "y": 605,
    "author": "user_5",
    "color": "yellow"
  },
  {
    "id": "note_011",
    "text": "Need better export options (PDF quality is too low)",
    "x": 748,
    "y": 212,
    "author": "user_9",
    "color": "green"
  },
  {
    "id": "note_012",
    "text": "Exported PDF cuts off content near the edges",
    "x": 733,
    "y": 159,
    "author": "user_6",
    "color": "blue"
  },
  {
    "id": "note_019",
    "text": "Embedded exports don’t update when the board changes",
    "x": 662,
    "y": 132,
    "author": "user_1",
    "color": "blue"
  },
  {
    "id": "note_020",
    "text": "Can’t export comments and reactions with the content",
    "x": 739,
    "y": 139,
    "author": "user_7",
    "color": "green"
  },
  {
    "id": "note_039",
    "text": "Guest collaborators can’t see updates without refreshing",
    "x": 759,
    "y": 711,
    "author": "user_9",
    "color": "yellow"
  },
  {
    "id": "note_024",
    "text": "App crashes when opening a large board",
    "x": 239,
    "y": 597,
    "author": "user_10",
    "color": "purple"
  },
  {
    "id": "note_041",
    "text": "Hard to find the right template quickly",
    "x": 536,
    "y": 394,
    "author": "user_4",
    "color": "orange"
  },
  {
    "id": "note_040",
    "text": "Activity feed lacks context about what changed",
    "x": 710,
    "y": 771,
    "author": "user_7",
    "color": "yellow"
  },
  {
    "id": "note_014",
    "text": "Export takes too long and sometimes never finishes",
    "x": 798,
    "y": 211,
    "author": "user_2",
    "color": "green"
  },
  {
    "id": "note_031",
    "text": "Hard to tell who is editing what in real time",
    "x": 761,
    "y": 704,
    "author": "user_8",
    "color": "yellow"
  },
  {
    "id": "note_032",
    "text": "Comments get lost — no clear thread view",
    "x": 818,
    "y": 641,
    "author": "user_5",
    "color": "yellow"
  },
  {
    "id": "note_050",
    "text": "Can’t lock sections to prevent accidental edits during workshops",
    "x": 521,
    "y": 471,
    "author": "user_6",
    "color": "orange"
  },
  {
    "id": "note_001",
    "text": "Login flow feels confusing",
    "x": 193,
    "y": 191,
    "author": "user_5",
    "color": "yellow"
  },
  {
    "id": "note_025",
    "text": "Saving indicator spins but changes aren’t saved",
    "x": 129,
    "y": 781,
    "author": "user_3",
    "color": "purple"
  },
  {
    "id": "note_021",
    "text": "Board feels slow when there are many sticky notes",
    "x": 341,
    "y": 695,
    "author": "user_10",
    "color": "purple"
  },
  {
    "id": "note_002",
    "text": "Login flow is broken on mobile",
    "x": 214,
    "y": 281,
    "author": "user_9",
    "color": "yellow"
  },
  {
    "id": "note_046",
    "text": "Tags are missing — I need better categorization",
    "x": 472,
    "y": 435,
    "author": "user_6",
    "color": "green"
  },
  {
    "id": "note_018",
    "text": "No way to schedule recurring exports for stakeholders",
    "x": 661,
    "y": 229,
    "author": "user_9",
    "color": "blue"
  },
  {
    "id": "note_034",
    "text": "Too many notification emails for minor edits",
    "x": 769,
    "y": 739,
    "author": "user_9",
    "color": "yellow"
  },
  {
    "id": "note_003",
    "text": "When I enter my username and password I get an unknown error",
    "x": 189,
    "y": 193,
    "author": "user_2",
    "color": "yellow"
  },
  {
    "id": "note_008",
    "text": "Cannot change my password — save button does nothing",
    "x": 244,
    "y": 188,
    "author": "user_2",
    "color": "orange"
  },
  {
    "id": "note_015",
    "text": "Sharing link permissions are confusing",
    "x": 688,
    "y": 290,
    "author": "user_6",
    "color": "blue"
  },
  {
    "id": "note_033",
    "text": "Mentions (@) don’t notify the right people",
    "x": 696,
    "y": 669,
    "author": "user_5",
    "color": "yellow"
  },
  {
    "id": "note_006",
    "text": "Two-factor code is rejected even when correct",
    "x": 162,
    "y": 213,
    "author": "user_1",
    "color": "yellow"
  },
  {
    "id": "note_028",
    "text": "High CPU usage even when idle on a board",
    "x": 190,
    "y": 695,
    "author": "user_8",
    "color": "purple"
  },
  {
    "id": "note_009",
    "text": "Account gets locked too quickly after one failed attempt",
    "x": 280,
    "y": 255,
    "author": "user_10",
    "color": "orange"
  },
  {
    "id": "note_029",
    "text": "Offline mode loses edits when reconnecting",
    "x": 338,
    "y": 632,
    "author": "user_1",
    "color": "pink"
  },
  {
    "id": "note_035",
    "text": "No notification when someone resolves my comment",
    "x": 673,
    "y": 636,
    "author": "user_2",
    "color": "blue"
  },
  {
    "id": "note_037",
    "text": "Can’t easily hand off facilitation to another user",
    "x": 816,
    "y": 707,
    "author": "user_2",
    "color": "yellow"
  },
  {
    "id": "note_013",
    "text": "Cannot export selected area — only full board exports",
    "x": 696,
    "y": 205,
    "author": "user_4",
    "color": "green"
  },
  {
    "id": "note_016",
    "text": "Downloaded image is blurry compared to the canvas",
    "x": 677,
    "y": 245,
    "author": "user_5",
    "color": "blue"
  },
  {
    "id": "note_043",
    "text": "Can’t organize boards into folders the way I need",
    "x": 504,
    "y": 398,
    "author": "user_4",
    "color": "green"
  },
  {
    "id": "note_022",
    "text": "Canvas freezes for a few seconds when zooming",
    "x": 254,
    "y": 707,
    "author": "user_8",
    "color": "pink"
  },
  {
    "id": "note_026",
    "text": "Search is slow on boards with lots of content",
    "x": 253,
    "y": 658,
    "author": "user_2",
    "color": "pink"
  },
  {
    "id": "note_048",
    "text": "Duplicating a board loses some formatting",
    "x": 382,
    "y": 410,
    "author": "user_10",
    "color": "orange"
  },
  {
    "id": "note_007",
    "text": "I’m logged out unexpectedly after a few minutes",
    "x": 185,
    "y": 157,
    "author": "user_3",
    "color": "yellow"
  },
  {
    "id": "note_045",
    "text": "No bulk rename for multiple sticky notes",
    "x": 455,
    "y": 427,
    "author": "user_1",
    "color": "green"
  },
  {
    "id": "note_042",
    "text": "Template search results feel irrelevant",
    "x": 400,
    "y": 474,
    "author": "user_6",
    "color": "orange"
  },
  {
    "id": "note_044",
    "text": "Naming conventions aren’t enforced and things get messy",
    "x": 469,
    "y": 434,
    "author": "user_9",
    "color": "green"
  },
  {
    "id": "note_004",
    "text": "Password reset email never arrives",
    "x": 207,
    "y": 267,
    "author": "user_9",
    "color": "yellow"
  },
  {
    "id": "note_047",
    "text": "Hard to keep consistent styles across boards",
    "x": 420,
    "y": 426,
    "author": "user_8",
    "color": "green"
  },
  {
    "id": "note_030",
    "text": "I see random 'something went wrong' banners with no details",
    "x": 214,
    "y": 594,
    "author": "user_5",
    "color": "purple"
  },
  {
    "id": "note_027",
    "text": "Scrolling stutters on older laptops",
    "x": 178,
    "y": 586,
    "author": "user_7",
    "color": "pink"
  }
 ]
--- a/backend/db/README.md
+++ b/backend/db/README.md
@@ -0,0 +1,131 @@
 # Database — kongruity backend
 PostgreSQL database layer for the kongruity backend. All database modules live in this directory.
 ## Prerequisites
 - PostgreSQL v14 or later
 - The `DATABASE_URL` environment variable set in `backend/.env`
 ## Configuration
 ### Environment variable
 The connection pool reads a single env var:
 ```
 DATABASE_URL=postgresql://<user>:<password>@localhost:5432/kongruity
 ```
 This is loaded via `dotenv` from `backend/.env` (git-ignored). The pool is created once in `index.js` and shared across the application.
 ### Connection pool (`index.js`)
 | Export      | Description                                      |
 |-------------|--------------------------------------------------|
 | `query`     | Execute a parameterized SQL statement             |
 | `getPool`   | Return the underlying `pg.Pool` instance          |
 | `close`     | Gracefully shut down the pool (`pool.end()`)      |
 | `default`   | The pool itself (default export)                  |
 ## Schema
 ### `notes` table
 Created by the migration in `migrate.js`. The DDL is idempotent (`CREATE TABLE IF NOT EXISTS`).
 | Column        | Type           | Constraints / Defaults       |
 |---------------|----------------|------------------------------|
 | `id`          | `VARCHAR(64)`  | `PRIMARY KEY`                |
 | `text`        | `TEXT`         | `NOT NULL`                   |
 | `x`           | `INTEGER`      | `DEFAULT 0`                  |
 | `y`           | `INTEGER`      | `DEFAULT 0`                  |
 | `author`      | `VARCHAR(128)` |                              |
 | `color`       | `VARCHAR(32)`  | `DEFAULT 'yellow'`           |
 | `source_meta` | `JSONB`        | `DEFAULT '{}'`               |
 | `created_at`  | `TIMESTAMPTZ`  | `DEFAULT NOW()`              |
 | `updated_at`  | `TIMESTAMPTZ`  | `DEFAULT NOW()`              |
 ## npm scripts
 Run these from the `backend/` directory.
 ### Migrate
 Creates the `notes` table (safe to re-run):
 ```bash
 npm run db:migrate
 ```
 ### Seed
 Inserts 50 sample sticky notes. Uses `ON CONFLICT (id) DO NOTHING`, so re-running is safe and will not duplicate data:
 ```bash
 npm run db:seed
 ```
 ## Data access layer (`notes.dao.js`)
 | Function                  | Description                                                        |
 |---------------------------|--------------------------------------------------------------------|
 | `getAllNotes()`           | Returns all notes ordered by `id`                                   |
 | `getNoteById(id)`        | Returns a single note by primary key, or `null` if not found        |
 | `createNote(note)`       | Inserts one note and returns the created row                        |
 | `createNotes(notes)`     | Bulk-inserts an array of notes in a single query and returns rows   |
 All functions return plain objects with columns: `id`, `text`, `x`, `y`, `author`, `color`.
 ## File overview
 ```
 db/
 ├── index.js         # Connection pool and query helper
 ├── migrate.js       # Table creation (run via npm run db:migrate)
 ├── notes.dao.js     # Data access functions for the notes table
 ├── seed.js          # Sample data seeder (run via npm run db:seed)
 └── README.md        # This file
 ```
 ## Useful psql commands
 Connect to the database:
 ```bash
 psql kongruity
 ```
 Quick checks:
 ```sql
 -- Row count
 SELECT count(*) FROM notes;
 -- Preview data
 SELECT id, text, color FROM notes LIMIT 10;
 -- Full schema info
 \d notes
 -- Drop and re-seed (destructive)
 TRUNCATE notes;
 ```
 Then re-seed:
 ```bash
 npm run db:seed
 ```
 ## Resetting the database
 To start completely fresh:
 ```bash
 dropdb kongruity
 createdb kongruity
 cd backend
 npm run db:migrate
 npm run db:seed
 ```
--- a/backend/db/index.js
+++ b/backend/db/index.js
@@ -0,0 +1,13 @@
 import pg from 'pg';
 const pool = new pg.Pool({
  connectionString: process.env.DATABASE_URL,
 });
 export const query = (text, params) => pool.query(text, params);
 export const getPool = () => pool;
 export const close = () => pool.end();
 export default pool;
--- a/backend/db/migrate.js
+++ b/backend/db/migrate.js
@@ -0,0 +1,30 @@
 import 'dotenv/config';
 import { query, close } from './index.js';
 const up = `
 CREATE TABLE IF NOT EXISTS notes (
  id          VARCHAR(64) PRIMARY KEY,
  text        TEXT NOT NULL,
  x           INTEGER DEFAULT 0,
  y           INTEGER DEFAULT 0,
  author      VARCHAR(128),
  color       VARCHAR(32) DEFAULT 'yellow',
  source_meta JSONB DEFAULT '{}',
  created_at  TIMESTAMPTZ DEFAULT NOW(),
  updated_at  TIMESTAMPTZ DEFAULT NOW()
 );
 `;
 const run = async () => {
  try {
    await query(up);
    console.log('Migration complete — notes table ready.');
  } catch (err) {
    console.error('Migration failed:', err.message);
    process.exit(1);
  } finally {
    await close();
  }
 };
 run();
--- a/backend/db/notes.dao.js
+++ b/backend/db/notes.dao.js
@@ -0,0 +1,54 @@
 import { query } from './index.js';
 export const getAllNotes = async () => {
  const { rows } = await query(
    'SELECT id, text, x, y, author, color FROM notes ORDER BY id'
  );
  return rows;
 };
 export const getNoteById = async (id) => {
  const { rows } = await query(
    'SELECT id, text, x, y, author, color FROM notes WHERE id = $1',
    [id]
  );
  return rows[0] || null;
 };
 export const createNote = async (note) => {
  const { rows } = await query(
    `INSERT INTO notes (id, text, x, y, author, color)
     VALUES ($1, $2, $3, $4, $5, $6)
     RETURNING id, text, x, y, author, color`,
    [note.id, note.text, note.x ?? 0, note.y ?? 0, note.author, note.color ?? 'yellow']
  );
  return rows[0];
 };
 export const createNotes = async (notes) => {
  const values = [];
  const placeholders = [];
  notes.forEach((note, i) => {
    const offset = i * 6;
    placeholders.push(
      `($${offset + 1}, $${offset + 2}, $${offset + 3}, $${offset + 4}, $${offset + 5}, $${offset + 6})`
    );
    values.push(
      note.id,
      note.text,
      note.x ?? 0,
      note.y ?? 0,
      note.author,
      note.color ?? 'yellow'
    );
  });
  const { rows } = await query(
    `INSERT INTO notes (id, text, x, y, author, color)
     VALUES ${placeholders.join(', ')}
     RETURNING id, text, x, y, author, color`,
    values
  );
  return rows;
 };
--- a/backend/db/seed.js
+++ b/backend/db/seed.js
@@ -0,0 +1,87 @@
 import 'dotenv/config';
 import { query, close } from './index.js';
 const notes = [
  { id: 'note_001', text: 'Login flow feels confusing', x: 193, y: 191, author: 'user_5', color: 'yellow' },
  { id: 'note_002', text: 'Login flow is broken on mobile', x: 214, y: 281, author: 'user_9', color: 'yellow' },
  { id: 'note_003', text: 'When I enter my username and password I get an unknown error', x: 189, y: 193, author: 'user_2', color: 'yellow' },
  { id: 'note_004', text: 'Password reset email never arrives', x: 207, y: 267, author: 'user_9', color: 'yellow' },
  { id: 'note_005', text: 'SSO login loops back to the sign-in page', x: 184, y: 124, author: 'user_7', color: 'yellow' },
  { id: 'note_006', text: 'Two-factor code is rejected even when correct', x: 162, y: 213, author: 'user_1', color: 'yellow' },
  { id: 'note_007', text: "I'm logged out unexpectedly after a few minutes", x: 185, y: 157, author: 'user_3', color: 'yellow' },
  { id: 'note_008', text: 'Cannot change my password — save button does nothing', x: 244, y: 188, author: 'user_2', color: 'orange' },
  { id: 'note_009', text: 'Account gets locked too quickly after one failed attempt', x: 280, y: 255, author: 'user_10', color: 'orange' },
  { id: 'note_010', text: 'OAuth consent screen appears every time I sign in', x: 228, y: 124, author: 'user_9', color: 'yellow' },
  { id: 'note_011', text: 'Need better export options (PDF quality is too low)', x: 748, y: 212, author: 'user_9', color: 'green' },
  { id: 'note_012', text: 'Exported PDF cuts off content near the edges', x: 733, y: 159, author: 'user_6', color: 'blue' },
  { id: 'note_013', text: 'Cannot export selected area — only full board exports', x: 696, y: 205, author: 'user_4', color: 'green' },
  { id: 'note_014', text: 'Export takes too long and sometimes never finishes', x: 798, y: 211, author: 'user_2', color: 'green' },
  { id: 'note_015', text: 'Sharing link permissions are confusing', x: 688, y: 290, author: 'user_6', color: 'blue' },
  { id: 'note_016', text: 'Downloaded image is blurry compared to the canvas', x: 677, y: 245, author: 'user_5', color: 'blue' },
  { id: 'note_017', text: 'Exported file names are inconsistent and hard to track', x: 676, y: 201, author: 'user_4', color: 'blue' },
  { id: 'note_018', text: 'No way to schedule recurring exports for stakeholders', x: 661, y: 229, author: 'user_9', color: 'blue' },
  { id: 'note_019', text: "Embedded exports don't update when the board changes", x: 662, y: 132, author: 'user_1', color: 'blue' },
  { id: 'note_020', text: "Can't export comments and reactions with the content", x: 739, y: 139, author: 'user_7', color: 'green' },
  { id: 'note_021', text: 'Board feels slow when there are many sticky notes', x: 341, y: 695, author: 'user_10', color: 'purple' },
  { id: 'note_022', text: 'Canvas freezes for a few seconds when zooming', x: 254, y: 707, author: 'user_8', color: 'pink' },
  { id: 'note_023', text: 'Undo/redo sometimes lags and applies late', x: 236, y: 687, author: 'user_9', color: 'purple' },
  { id: 'note_024', text: 'App crashes when opening a large board', x: 239, y: 597, author: 'user_10', color: 'purple' },
  { id: 'note_025', text: "Saving indicator spins but changes aren't saved", x: 129, y: 781, author: 'user_3', color: 'purple' },
  { id: 'note_026', text: 'Search is slow on boards with lots of content', x: 253, y: 658, author: 'user_2', color: 'pink' },
  { id: 'note_027', text: 'Scrolling stutters on older laptops', x: 178, y: 586, author: 'user_7', color: 'pink' },
  { id: 'note_028', text: 'High CPU usage even when idle on a board', x: 190, y: 695, author: 'user_8', color: 'purple' },
  { id: 'note_029', text: 'Offline mode loses edits when reconnecting', x: 338, y: 632, author: 'user_1', color: 'pink' },
  { id: 'note_030', text: "I see random 'something went wrong' banners with no details", x: 214, y: 594, author: 'user_5', color: 'purple' },
  { id: 'note_031', text: 'Hard to tell who is editing what in real time', x: 761, y: 704, author: 'user_8', color: 'yellow' },
  { id: 'note_032', text: 'Comments get lost — no clear thread view', x: 818, y: 641, author: 'user_5', color: 'yellow' },
  { id: 'note_033', text: "Mentions (@) don't notify the right people", x: 696, y: 669, author: 'user_5', color: 'yellow' },
  { id: 'note_034', text: 'Too many notification emails for minor edits', x: 769, y: 739, author: 'user_9', color: 'yellow' },
  { id: 'note_035', text: 'No notification when someone resolves my comment', x: 673, y: 636, author: 'user_2', color: 'blue' },
  { id: 'note_036', text: 'Cursor presence is distracting and overlaps content', x: 788, y: 605, author: 'user_5', color: 'yellow' },
  { id: 'note_037', text: "Can't easily hand off facilitation to another user", x: 816, y: 707, author: 'user_2', color: 'yellow' },
  { id: 'note_038', text: 'Live follow mode frequently breaks', x: 710, y: 579, author: 'user_9', color: 'yellow' },
  { id: 'note_039', text: "Guest collaborators can't see updates without refreshing", x: 759, y: 711, author: 'user_9', color: 'yellow' },
  { id: 'note_040', text: 'Activity feed lacks context about what changed', x: 710, y: 771, author: 'user_7', color: 'yellow' },
  { id: 'note_041', text: 'Hard to find the right template quickly', x: 536, y: 394, author: 'user_4', color: 'orange' },
  { id: 'note_042', text: 'Template search results feel irrelevant', x: 400, y: 474, author: 'user_6', color: 'orange' },
  { id: 'note_043', text: "Can't organize boards into folders the way I need", x: 504, y: 398, author: 'user_4', color: 'green' },
  { id: 'note_044', text: "Naming conventions aren't enforced and things get messy", x: 469, y: 434, author: 'user_9', color: 'green' },
  { id: 'note_045', text: 'No bulk rename for multiple sticky notes', x: 455, y: 427, author: 'user_1', color: 'green' },
  { id: 'note_046', text: 'Tags are missing — I need better categorization', x: 472, y: 435, author: 'user_6', color: 'green' },
  { id: 'note_047', text: 'Hard to keep consistent styles across boards', x: 420, y: 426, author: 'user_8', color: 'green' },
  { id: 'note_048', text: 'Duplicating a board loses some formatting', x: 382, y: 410, author: 'user_10', color: 'orange' },
  { id: 'note_049', text: 'Need better controls for aligning and distributing notes', x: 462, y: 487, author: 'user_7', color: 'green' },
  { id: 'note_050', text: "Can't lock sections to prevent accidental edits during workshops", x: 521, y: 471, author: 'user_6', color: 'orange' },
 ];
 const run = async () => {
  try {
    const insertQuery = `
      INSERT INTO notes (id, text, x, y, author, color)
      VALUES ($1, $2, $3, $4, $5, $6)
      ON CONFLICT (id) DO NOTHING
    `;
    let inserted = 0;
    for (const note of notes) {
      const result = await query(insertQuery, [
        note.id,
        note.text,
        note.x,
        note.y,
        note.author,
        note.color,
      ]);
      inserted += result.rowCount;
    }
    console.log(`Seed complete — ${inserted} notes inserted (${notes.length - inserted} already existed).`);
  } catch (err) {
    console.error('Seed failed:', err.message);
    process.exit(1);
  } finally {
    await close();
  }
 };
 run();
--- a/backend/package-lock.json
+++ b/backend/package-lock.json
@@ -12,6 +12,7 @@
                "cors": "^2.8.5",
                "dotenv": "^16.4.7",
                "express": "^4.21.2",
                "pg": "^8.18.0",
                "voyageai": "^0.1.0"
            },
            "devDependencies": {
@@ -2297,6 +2298,96 @@
            "dev": true,
            "license": "MIT"
        },
        "node_modules/pg": {
            "version": "8.18.0",
            "resolved": "https://registry.npmjs.org/pg/-/pg-8.18.0.tgz",
            "integrity": "sha512-xqrUDL1b9MbkydY/s+VZ6v+xiMUmOUk7SS9d/1kpyQxoJ6U9AO1oIJyUWVZojbfe5Cc/oluutcgFG4L9RDP1iQ==",
            "license": "MIT",
            "peer": true,
            "dependencies": {
                "pg-connection-string": "^2.11.0",
                "pg-pool": "^3.11.0",
                "pg-protocol": "^1.11.0",
                "pg-types": "2.2.0",
                "pgpass": "1.0.5"
            },
            "engines": {
                "node": ">= 16.0.0"
            },
            "optionalDependencies": {
                "pg-cloudflare": "^1.3.0"
            },
            "peerDependencies": {
                "pg-native": ">=3.0.1"
            },
            "peerDependenciesMeta": {
                "pg-native": {
                    "optional": true
                }
            }
        },
        "node_modules/pg-cloudflare": {
            "version": "1.3.0",
            "resolved": "https://registry.npmjs.org/pg-cloudflare/-/pg-cloudflare-1.3.0.tgz",
            "integrity": "sha512-6lswVVSztmHiRtD6I8hw4qP/nDm1EJbKMRhf3HCYaqud7frGysPv7FYJ5noZQdhQtN2xJnimfMtvQq21pdbzyQ==",
            "license": "MIT",
            "optional": true
        },
        "node_modules/pg-connection-string": {
            "version": "2.11.0",
            "resolved": "https://registry.npmjs.org/pg-connection-string/-/pg-connection-string-2.11.0.tgz",
            "integrity": "sha512-kecgoJwhOpxYU21rZjULrmrBJ698U2RxXofKVzOn5UDj61BPj/qMb7diYUR1nLScCDbrztQFl1TaQZT0t1EtzQ==",
            "license": "MIT"
        },
        "node_modules/pg-int8": {
            "version": "1.0.1",
            "resolved": "https://registry.npmjs.org/pg-int8/-/pg-int8-1.0.1.tgz",
            "integrity": "sha512-WCtabS6t3c8SkpDBUlb1kjOs7l66xsGdKpIPZsg4wR+B3+u9UAum2odSsF9tnvxg80h4ZxLWMy4pRjOsFIqQpw==",
            "license": "ISC",
            "engines": {
                "node": ">=4.0.0"
            }
        },
        "node_modules/pg-pool": {
            "version": "3.11.0",
            "resolved": "https://registry.npmjs.org/pg-pool/-/pg-pool-3.11.0.tgz",
            "integrity": "sha512-MJYfvHwtGp870aeusDh+hg9apvOe2zmpZJpyt+BMtzUWlVqbhFmMK6bOBXLBUPd7iRtIF9fZplDc7KrPN3PN7w==",
            "license": "MIT",
            "peerDependencies": {
                "pg": ">=8.0"
            }
        },
        "node_modules/pg-protocol": {
            "version": "1.11.0",
            "resolved": "https://registry.npmjs.org/pg-protocol/-/pg-protocol-1.11.0.tgz",
            "integrity": "sha512-pfsxk2M9M3BuGgDOfuy37VNRRX3jmKgMjcvAcWqNDpZSf4cUmv8HSOl5ViRQFsfARFn0KuUQTgLxVMbNq5NW3g==",
            "license": "MIT"
        },
        "node_modules/pg-types": {
            "version": "2.2.0",
            "resolved": "https://registry.npmjs.org/pg-types/-/pg-types-2.2.0.tgz",
            "integrity": "sha512-qTAAlrEsl8s4OiEQY69wDvcMIdQN6wdz5ojQiOy6YRMuynxenON0O5oCpJI6lshc6scgAY8qvJ2On/p+CXY0GA==",
            "license": "MIT",
            "dependencies": {
                "pg-int8": "1.0.1",
                "postgres-array": "~2.0.0",
                "postgres-bytea": "~1.0.0",
                "postgres-date": "~1.0.4",
                "postgres-interval": "^1.1.0"
            },
            "engines": {
                "node": ">=4"
            }
        },
        "node_modules/pgpass": {
            "version": "1.0.5",
            "resolved": "https://registry.npmjs.org/pgpass/-/pgpass-1.0.5.tgz",
            "integrity": "sha512-FdW9r/jQZhSeohs1Z3sI1yxFQNFvMcnmfuj4WBMUTxOrAyLMaTcE1aAMBiTlbMNaXvBCQuVi0R7hd8udDSP7ug==",
            "license": "MIT",
            "dependencies": {
                "split2": "^4.1.0"
            }
        },
        "node_modules/picocolors": {
            "version": "1.1.1",
            "resolved": "https://registry.npmjs.org/picocolors/-/picocolors-1.1.1.tgz",
@@ -2346,6 +2437,45 @@
                "node": "^10 || ^12 || >=14"
            }
        },
        "node_modules/postgres-array": {
            "version": "2.0.0",
            "resolved": "https://registry.npmjs.org/postgres-array/-/postgres-array-2.0.0.tgz",
            "integrity": "sha512-VpZrUqU5A69eQyW2c5CA1jtLecCsN2U/bD6VilrFDWq5+5UIEVO7nazS3TEcHf1zuPYO/sqGvUvW62g86RXZuA==",
            "license": "MIT",
            "engines": {
                "node": ">=4"
            }
        },
        "node_modules/postgres-bytea": {
            "version": "1.0.1",
            "resolved": "https://registry.npmjs.org/postgres-bytea/-/postgres-bytea-1.0.1.tgz",
            "integrity": "sha512-5+5HqXnsZPE65IJZSMkZtURARZelel2oXUEO8rH83VS/hxH5vv1uHquPg5wZs8yMAfdv971IU+kcPUczi7NVBQ==",
            "license": "MIT",
            "engines": {
                "node": ">=0.10.0"
            }
        },
        "node_modules/postgres-date": {
            "version": "1.0.7",
            "resolved": "https://registry.npmjs.org/postgres-date/-/postgres-date-1.0.7.tgz",
            "integrity": "sha512-suDmjLVQg78nMK2UZ454hAG+OAW+HQPZ6n++TNDUX+L0+uUlLywnoxJKDou51Zm+zTCjrCl0Nq6J9C5hP9vK/Q==",
            "license": "MIT",
            "engines": {
                "node": ">=0.10.0"
            }
        },
        "node_modules/postgres-interval": {
            "version": "1.2.0",
            "resolved": "https://registry.npmjs.org/postgres-interval/-/postgres-interval-1.2.0.tgz",
            "integrity": "sha512-9ZhXKM/rw350N1ovuWHbGxnGh/SNJ4cnxHiM0rxE4VN41wsg8P8zWn9hv/buK00RP4WvlOyr/RBDiptyxVbkZQ==",
            "license": "MIT",
            "dependencies": {
                "xtend": "^4.0.0"
            },
            "engines": {
                "node": ">=0.10.0"
            }
        },
        "node_modules/process": {
            "version": "0.11.10",
            "resolved": "https://registry.npmjs.org/process/-/process-0.11.10.tgz",
@@ -2680,6 +2810,15 @@
                "node": ">=0.10.0"
            }
        },
        "node_modules/split2": {
            "version": "4.2.0",
            "resolved": "https://registry.npmjs.org/split2/-/split2-4.2.0.tgz",
            "integrity": "sha512-UcjcJOWknrNkF6PLX83qcHM6KHgVKNkV62Y8a5uYDVv9ydGQVwAHMKqHdJje1VTWpljG0WYpCDhrCdAOYH4TWg==",
            "license": "ISC",
            "engines": {
                "node": ">= 10.x"
            }
        },
        "node_modules/stackback": {
            "version": "0.0.2",
            "resolved": "https://registry.npmjs.org/stackback/-/stackback-0.0.2.tgz",
@@ -3250,6 +3389,15 @@
            "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==",
            "dev": true,
            "license": "ISC"
        },
        "node_modules/xtend": {
            "version": "4.0.2",
            "resolved": "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz",
            "integrity": "sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ==",
            "license": "MIT",
            "engines": {
                "node": ">=0.4"
            }
        }
    }
 }
--- a/backend/package.json
+++ b/backend/package.json
@@ -7,13 +7,16 @@
    "scripts": {
        "start": "node server.js",
        "dev": "nodemon server.js",
-        "test": "vitest run"
+        "test": "vitest run",
        "db:migrate": "node db/migrate.js",
        "db:seed": "node db/seed.js"
    },
    "dependencies": {
        "@anthropic-ai/sdk": "^0.74.0",
        "cors": "^2.8.5",
        "dotenv": "^16.4.7",
        "express": "^4.21.2",
        "pg": "^8.18.0",
        "voyageai": "^0.1.0"
    },
    "devDependencies": {
--- a/backend/routes/notes.routes.js
+++ b/backend/routes/notes.routes.js
@@ -1,18 +1,12 @@
 import { Router } from 'express';
-import { readFile } from 'fs/promises';
+import { getAllNotes } from '../db/notes.dao.js';
 import { clusterNotes } from '../services/clustering.service.js';
 const router = Router();
 const DATA_PATH = new URL('../data/notes.json', import.meta.url);
 const loadNotes = async () => {
  const raw = await readFile(DATA_PATH, 'utf-8');
  return JSON.parse(raw);
 };
 router.get('/', async (req, res) => {
  try {
-    const notes = await loadNotes();
+    const notes = await getAllNotes();
    res.json(notes);
  } catch (err) {
    console.error(`Error loading notes: ${err}`);
@@ -22,7 +16,7 @@ router.get('/', async (req, res) => {
 router.post('/cluster', async (req, res) => {
  try {
-    const notes = await loadNotes();
+    const notes = await getAllNotes();
    const result = await clusterNotes(notes);
    res.json(result);
  } catch (err) {
--- a/backend/services/embedding.service.js
+++ b/backend/services/embedding.service.js
@@ -13,7 +13,7 @@ export const embedNotes = async (notes) => {
  const response = await client.embed({
    input: texts,
-    model: "voyage-3-lite",
+    model: "voyage-3",
  });
  const embeddingMap = new Map();
--- a/backend/tests/Notes.test.js
+++ b/backend/tests/Notes.test.js
@@ -2,16 +2,16 @@ import { describe, it, expect, vi, beforeEach } from 'vitest';
 import request from 'supertest';
 import app from '../app.js';
 vi.mock('../db/notes.dao.js', () => ({
  getAllNotes: vi.fn(),
 }));
 vi.mock('../services/clustering.service.js', () => ({
  clusterNotes: vi.fn(),
 }));
-vi.mock('fs/promises', () => ({
+import { getAllNotes } from '../db/notes.dao.js';
  readFile: vi.fn(),
 }));
 import { clusterNotes } from '../services/clustering.service.js';
 import { readFile } from 'fs/promises';
 const MOCK_NOTES = [
  { id: 'note_001', text: 'Login flow feels confusing', x: 193, y: 191, author: 'user_5', color: 'yellow' },
@@ -31,7 +31,7 @@ describe('GET /v1/notes', () => {
  });
  it('should return 200 and an array of notes', async () => {
-    readFile.mockResolvedValue(JSON.stringify(MOCK_NOTES));
+    getAllNotes.mockResolvedValue(MOCK_NOTES);
    const res = await request(app).get('/v1/notes');
@@ -41,7 +41,7 @@ describe('GET /v1/notes', () => {
  });
  it('should return notes with expected properties', async () => {
-    readFile.mockResolvedValue(JSON.stringify(MOCK_NOTES));
+    getAllNotes.mockResolvedValue(MOCK_NOTES);
    const res = await request(app).get('/v1/notes');
    const note = res.body[0];
@@ -54,8 +54,8 @@ describe('GET /v1/notes', () => {
    expect(note).toHaveProperty('color');
  });
-  it('should return 500 when the data file cannot be read', async () => {
+  it('should return 500 when the database query fails', async () => {
-    readFile.mockRejectedValue(new Error('ENOENT: file not found'));
+    getAllNotes.mockRejectedValue(new Error('connection refused'));
    const res = await request(app).get('/v1/notes');
@@ -63,15 +63,6 @@ describe('GET /v1/notes', () => {
    expect(res.body).toHaveProperty('error');
    expect(res.body.error).toBe('Failed to load notes');
  });
  it('should return 500 when data file is invalid JSON', async () => {
    readFile.mockResolvedValue('{ this is not valid json }');
    const res = await request(app).get('/v1/notes');
    expect(res.status).toBe(500);
    expect(res.body).toHaveProperty('error');
  });
 });
 describe('POST /v1/notes/cluster', () => {
@@ -81,7 +72,7 @@ describe('POST /v1/notes/cluster', () => {
  });
  it('should return 200 and clustered results', async () => {
-    readFile.mockResolvedValue(JSON.stringify(MOCK_NOTES));
+    getAllNotes.mockResolvedValue(MOCK_NOTES);
    clusterNotes.mockResolvedValue(MOCK_CLUSTERS);
    const res = await request(app).post('/v1/notes/cluster');
@@ -91,7 +82,7 @@ describe('POST /v1/notes/cluster', () => {
  });
  it('should return clusters with the expected shape (label, noteIds)', async () => {
-    readFile.mockResolvedValue(JSON.stringify(MOCK_NOTES));
+    getAllNotes.mockResolvedValue(MOCK_NOTES);
    clusterNotes.mockResolvedValue(MOCK_CLUSTERS);
    const res = await request(app).post('/v1/notes/cluster');
@@ -104,7 +95,7 @@ describe('POST /v1/notes/cluster', () => {
  });
  it('should pass the loaded notes to clusterNotes', async () => {
-    readFile.mockResolvedValue(JSON.stringify(MOCK_NOTES));
+    getAllNotes.mockResolvedValue(MOCK_NOTES);
    clusterNotes.mockResolvedValue(MOCK_CLUSTERS);
    await request(app).post('/v1/notes/cluster');
@@ -114,7 +105,7 @@ describe('POST /v1/notes/cluster', () => {
  });
  it('should return 500 when clusterNotes (API call) fails', async () => {
-    readFile.mockResolvedValue(JSON.stringify(MOCK_NOTES));
+    getAllNotes.mockResolvedValue(MOCK_NOTES);
    clusterNotes.mockRejectedValue(new Error('LLM API error'));
    const res = await request(app).post('/v1/notes/cluster');
@@ -124,8 +115,8 @@ describe('POST /v1/notes/cluster', () => {
    expect(res.body.error).toMatch(/^Clustering failed/);
  });
-  it('should return 500 when the data file cannot be read', async () => {
+  it('should return 500 when the database query fails', async () => {
-    readFile.mockRejectedValue(new Error('ENOENT: file not found'));
+    getAllNotes.mockRejectedValue(new Error('connection refused'));
    const res = await request(app).post('/v1/notes/cluster');
--- a/backend/tests/notes.dao.test.js
+++ b/backend/tests/notes.dao.test.js
@@ -0,0 +1,113 @@
 import { describe, it, expect, vi, beforeEach } from 'vitest';
 const { mockQuery } = vi.hoisted(() => ({
  mockQuery: vi.fn(),
 }));
 vi.mock('../db/index.js', () => ({
  query: mockQuery,
 }));
 import { getAllNotes, getNoteById, createNote, createNotes } from '../db/notes.dao.js';
 const MOCK_ROWS = [
  { id: 'note_001', text: 'Login flow feels confusing', x: 193, y: 191, author: 'user_5', color: 'yellow' },
  { id: 'note_002', text: 'Login flow is broken on mobile', x: 214, y: 281, author: 'user_9', color: 'yellow' },
 ];
 describe('notes.dao', () => {
  beforeEach(() => {
    vi.clearAllMocks();
  });
  describe('getAllNotes', () => {
    it('should return all notes ordered by id', async () => {
      mockQuery.mockResolvedValue({ rows: MOCK_ROWS });
      const result = await getAllNotes();
      expect(result).toEqual(MOCK_ROWS);
      expect(mockQuery).toHaveBeenCalledWith(
        'SELECT id, text, x, y, author, color FROM notes ORDER BY id'
      );
    });
    it('should return an empty array when no notes exist', async () => {
      mockQuery.mockResolvedValue({ rows: [] });
      const result = await getAllNotes();
      expect(result).toEqual([]);
    });
    it('should propagate database errors', async () => {
      mockQuery.mockRejectedValue(new Error('connection refused'));
      await expect(getAllNotes()).rejects.toThrow('connection refused');
    });
  });
  describe('getNoteById', () => {
    it('should return a single note when found', async () => {
      mockQuery.mockResolvedValue({ rows: [MOCK_ROWS[0]] });
      const result = await getNoteById('note_001');
      expect(result).toEqual(MOCK_ROWS[0]);
      expect(mockQuery).toHaveBeenCalledWith(
        'SELECT id, text, x, y, author, color FROM notes WHERE id = $1',
        ['note_001']
      );
    });
    it('should return null when note is not found', async () => {
      mockQuery.mockResolvedValue({ rows: [] });
      const result = await getNoteById('note_999');
      expect(result).toBeNull();
    });
  });
  describe('createNote', () => {
    it('should insert a note and return it', async () => {
      const input = { id: 'note_003', text: 'Export fails', x: 100, y: 200, author: 'user_1', color: 'blue' };
      mockQuery.mockResolvedValue({ rows: [input] });
      const result = await createNote(input);
      expect(result).toEqual(input);
      expect(mockQuery).toHaveBeenCalledOnce();
      const [sql, params] = mockQuery.mock.calls[0];
      expect(sql).toContain('INSERT INTO notes');
      expect(params).toEqual(['note_003', 'Export fails', 100, 200, 'user_1', 'blue']);
    });
    it('should use defaults for missing x, y, and color', async () => {
      const input = { id: 'note_004', text: 'Needs fixing', author: 'user_2' };
      mockQuery.mockResolvedValue({ rows: [{ ...input, x: 0, y: 0, color: 'yellow' }] });
      await createNote(input);
      const params = mockQuery.mock.calls[0][1];
      expect(params[2]).toBe(0);
      expect(params[3]).toBe(0);
      expect(params[5]).toBe('yellow');
    });
  });
  describe('createNotes', () => {
    it('should batch-insert multiple notes and return them', async () => {
      mockQuery.mockResolvedValue({ rows: MOCK_ROWS });
      const result = await createNotes(MOCK_ROWS);
      expect(result).toEqual(MOCK_ROWS);
      expect(mockQuery).toHaveBeenCalledOnce();
      const [sql, params] = mockQuery.mock.calls[0];
      expect(sql).toContain('INSERT INTO notes');
      expect(params).toHaveLength(12);
    });
  });
 });
--- a/frontend/src/components/stickies.tsx
+++ b/frontend/src/components/stickies.tsx
@@ -109,6 +109,9 @@ const Stickies = () => {
                <span className="cluster-rank" aria-label={`Priority ${group.rank}`}>
                  {group.rank}
                </span>
                {group.rank === 1 && (
                  <span className="cluster-reorder-hint">Drag and drop to reorganize cluster priority</span>
                )}
                <h3 className="cluster-label">{group.label}</h3>
                <span className="cluster-drag-handle" aria-hidden="true">⠿</span>
              </div>
--- a/frontend/src/styles/stickies.css
+++ b/frontend/src/styles/stickies.css
@@ -60,6 +60,14 @@
  flex-shrink: 0;
 }
 .cluster-reorder-hint {
  font-size: 0.8em;
  color: #9ca3af;
  font-style: italic;
  white-space: nowrap;
  flex-shrink: 0;
 }
 .cluster-label {
  margin: 0;
  font-size: 1.2em;
Author	SHA1	Message	Date
S Jannette	9636be78c9	Fix typos and enhance README content Improved clarity in the README.	2026-03-06 03:52:47 -05:00
S Jannette	a50ca5c171	Add MIT License to the project	2026-02-25 18:50:59 -05:00
S Jannette	e271702bca	Fix typo in README.md regarding implementation planning Corrected 'incoporated in' to 'incoporated into' for clarity.	2026-02-24 21:11:24 -05:00
S Jannette	d3d76b1d0d	Refine README.md content for clarity and accuracy Updated descriptions for clarity and corrected typos.	2026-02-24 21:10:51 -05:00
S Jannette	8cae0665db	Merge pull request #16 from kjannette/refinements Refinements	2026-02-24 21:04:56 -05:00
KS Jannette	21453aab7d	UI development	2026-02-24 21:02:43 -05:00
KS Jannette	691186e02c	upgraded scoring algorithm model	2026-02-24 20:55:19 -05:00
S Jannette	fd48aaab4d	Merge pull request #15 from kjannette/test-data-xfer further DB infra buildout	2026-02-24 19:41:31 -05:00
KS Jannette	0b56d0d6c4	further DB infra buildout	2026-02-24 19:38:35 -05:00
S Jannette	0d22998c2e	Merge pull request #14 from kjannette/db-build db created, added tests -- tentative	2026-02-24 19:26:55 -05:00
KS Jannette	ce7bc2cde9	db created, added tests -- tentative	2026-02-24 19:25:42 -05:00
S Jannette	0ee426e1f3	Update README.md	2026-02-24 14:12:30 -05:00
KS Jannette	90a19e4525	edit	2026-02-24 13:51:19 -05:00
S Jannette	8b555bf729	Fix typo in README.md Corrected a typo in the README regarding 'simply'.	2026-02-24 13:48:33 -05:00
KS Jannette	c8ee194bc5	hot edit readme	2026-02-24 13:47:24 -05:00
S Jannette	f77362e684	Merge pull request #13 from kjannette/workflow-UI Add UI/logical temporal ordering feature	2026-02-24 13:32:29 -05:00