From aa1774320aa8ae53fac82283f931b7d14665ddba Mon Sep 17 00:00:00 2001
From: Andy Charlwood <andrew.charlwood@gmail.com>
Date: Sun, 15 Feb 2026 17:55:53 +0000
Subject: [PATCH] feat: US-003 - Generate and commit embeddings.json

---
 Ralph/prd.json                 |     2 +-
 Ralph/progress.txt             |    17 +
 scripts/generate-embeddings.ts |    22 +-
 src/data/embeddings.json       | 16340 +++++++++++++++++++++++++++++++
 4 files changed, 16374 insertions(+), 7 deletions(-)
 create mode 100644 src/data/embeddings.json

diff --git a/Ralph/prd.json b/Ralph/prd.json
index 00fbe3c..0276a32 100644
--- a/Ralph/prd.json
+++ b/Ralph/prd.json
@@ -53,7 +53,7 @@
         "Typecheck passes"
       ],
       "priority": 3,
-      "passes": false,
+      "passes": true,
       "notes": "The pipeline returns a Tensor — use .tolist() or .data to extract the raw float array. Mean-pool across the token dimension (dim 1) to get a single 384-d vector per input. Process items sequentially to avoid OOM in Node. The output file will be ~200KB for ~40 items with 384 floats each."
     },
     {
diff --git a/Ralph/progress.txt b/Ralph/progress.txt
index 30ec1e7..881027b 100644
--- a/Ralph/progress.txt
+++ b/Ralph/progress.txt
@@ -9,6 +9,7 @@
 - Project uses `"type": "module"` in package.json
 - Palette item IDs: `exp-{consultation.id}`, `skill-{skill.id}`, `proj-{investigation.id}`, `ach-{0-3}`, `edu-{0-3}`, `action-{0-3}`
 - `buildEmbeddingTexts()` in `src/lib/search.ts` returns `Array<{ id: string, text: string }>` with IDs matching PaletteItem IDs — use this for both embedding generation and chat context
+- `src/data/embeddings.json` is an array of `{ id: string, embedding: number[] }` — 42 items, 384-d vectors, IDs match PaletteItem IDs. Vite imports JSON natively.
 
 ---
 
@@ -45,3 +46,19 @@
   - Quick action items are `action-0` through `action-3`
   - `documents.ts` is imported but wasn't previously used in `search.ts` — now used for education embedding text
 ---
+
+## 2026-02-15 - US-003
+- Updated `scripts/generate-embeddings.ts` to import `buildEmbeddingTexts()` and generate full embeddings
+- Script embeds all 42 palette items sequentially using `Xenova/all-MiniLM-L6-v2`
+- Outputs `src/data/embeddings.json` as `Array<{ id: string, embedding: number[] }>`
+- Each embedding is a 384-dimensional float array
+- File is ~453KB (42 items × 384 floats with pretty-printed JSON)
+- `npm run generate-embeddings` regenerates the file successfully
+- Typecheck and lint pass
+- Files changed: `scripts/generate-embeddings.ts`, `src/data/embeddings.json`
+- **Learnings for future iterations:**
+  - `import.meta.dirname` works in tsx/Node ESM scripts — use it instead of `__dirname` (which isn't available in ESM)
+  - `@/` path alias works in `npx tsx` scripts because tsx resolves tsconfig paths automatically
+  - The embeddings file is ~450KB with pretty-print; could be reduced with compact JSON but readability is preferred for now
+  - Processing 42 items takes ~10-15 seconds on first run (model cached after first download)
+---
diff --git a/scripts/generate-embeddings.ts b/scripts/generate-embeddings.ts
index 549d38c..2116094 100644
--- a/scripts/generate-embeddings.ts
+++ b/scripts/generate-embeddings.ts
@@ -1,17 +1,27 @@
+import { writeFileSync } from 'node:fs'
+import { resolve } from 'node:path'
 import { pipeline } from '@xenova/transformers'
+import { buildEmbeddingTexts } from '@/lib/search'
 
 async function main() {
+  const items = buildEmbeddingTexts()
+  console.log(`Found ${items.length} items to embed.`)
+
   console.log('Loading all-MiniLM-L6-v2 model...')
   const extractor = await pipeline('feature-extraction', 'Xenova/all-MiniLM-L6-v2')
 
-  const testString = 'This is a test string for embedding generation.'
-  console.log(`Embedding test string: "${testString}"`)
+  const embeddings: Array<{ id: string; embedding: number[] }> = []
 
-  const output = await extractor(testString, { pooling: 'mean', normalize: true })
-  const vector = Array.from(output.data as Float32Array)
+  for (const item of items) {
+    const output = await extractor(item.text, { pooling: 'mean', normalize: true })
+    const vector = Array.from(output.data as Float32Array)
+    embeddings.push({ id: item.id, embedding: vector })
+    console.log(`  [${embeddings.length}/${items.length}] ${item.id} (${vector.length}d)`)
+  }
 
-  console.log(`Vector length: ${vector.length}`)
-  console.log('Done.')
+  const outPath = resolve(import.meta.dirname, '..', 'src', 'data', 'embeddings.json')
+  writeFileSync(outPath, JSON.stringify(embeddings, null, 2))
+  console.log(`\nWrote ${embeddings.length} embeddings to ${outPath}`)
 }
 
 main().catch((err) => {
diff --git a/src/data/embeddings.json b/src/data/embeddings.json
new file mode 100644
index 0000000..5e53af4
--- /dev/null
+++ b/src/data/embeddings.json
@@ -0,0 +1,16340 @@
+[
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\ No newline at end of file