diff --git a/src/core/postgres-engine.ts b/src/core/postgres-engine.ts
index e74c06bfc..066e3bc0d 100644
--- a/src/core/postgres-engine.ts
+++ b/src/core/postgres-engine.ts
@@ -25,6 +25,22 @@ import { validateSlug, contentHash, rowToPage, rowToChunk, rowToSearchResult, pa
 import { resolveBoostMap, resolveHardExcludes } from './search/source-boost.ts';
 import { buildSourceFactorCase, buildHardExcludeClause, buildVisibilityClause } from './search/sql-ranking.ts';
 
+function escapeSqlStringLiteral(value: string): string {
+  return value.replace(/'/g, "''");
+}
+
+export function getPostgresSchema(dims: number = 1536, model: string = 'text-embedding-3-large'): string {
+  const parsedDims = Number(dims);
+  if (!Number.isInteger(parsedDims) || parsedDims <= 0) {
+    throw new Error(`Invalid embedding dimensions: ${dims}`);
+  }
+  const sanitizedModel = escapeSqlStringLiteral(String(model));
+  return applyChunkEmbeddingIndexPolicy(SCHEMA_SQL, parsedDims)
+    .replace(/vector\(1536\)/g, `vector(${parsedDims})`)
+    .replace(/'text-embedding-3-large'/g, `'${sanitizedModel}'`)
+    .replace(/\('embedding_dimensions', '1536'\)/g, `('embedding_dimensions', '${parsedDims}')`);
+}
+
 // CONNECTION_ERROR_PATTERNS / isConnectionError were used by the per-call
 // executeRaw retry that #406 originally shipped. Eng-review D3 dropped that
 // retry as unsound (regex idempotence-boundary doesn't hold for writable
@@ -111,9 +127,7 @@ export class PostgresEngine implements BrainEngine {
       model = gw.getEmbeddingModel().split(':').slice(1).join(':') || model;
     } catch { /* gateway not yet configured — use defaults */ }
 
-    const sql = applyChunkEmbeddingIndexPolicy(SCHEMA_SQL, dims)
-      .replace(/vector\(1536\)/g, `vector(${dims})`)
-      .replace(/'text-embedding-3-large'/g, `'${model}'`);
+    const sql = getPostgresSchema(dims, model);
 
     // Advisory lock prevents concurrent initSchema() calls from deadlocking
     // on DDL statements (DROP TRIGGER + CREATE TRIGGER acquire AccessExclusiveLock).
diff --git a/test/ai/schema-templating.test.ts b/test/ai/schema-templating.test.ts
index 2b6092875..c19f80eaa 100644
--- a/test/ai/schema-templating.test.ts
+++ b/test/ai/schema-templating.test.ts
@@ -1,5 +1,6 @@
 import { describe, test, expect } from 'bun:test';
 import { getPGLiteSchema, PGLITE_SCHEMA_SQL } from '../../src/core/pglite-schema.ts';
+import { getPostgresSchema } from '../../src/core/postgres-engine.ts';
 
 describe('getPGLiteSchema', () => {
   test('default produces v0.13-compatible schema (1536d + text-embedding-3-large)', () => {
@@ -41,3 +42,19 @@ describe('getPGLiteSchema', () => {
     expect(PGLITE_SCHEMA_SQL).toBe(getPGLiteSchema());
   });
 });
+
+describe('getPostgresSchema', () => {
+  test('Voyage 2048d updates vector column and seeded config but skips HNSW', () => {
+    const sql = getPostgresSchema(2048, 'voyage-4-large');
+    expect(sql).toMatch(/vector\(2048\)/);
+    expect(sql).toMatch(/\('embedding_model', 'voyage-4-large'\)/);
+    expect(sql).toMatch(/\('embedding_dimensions', '2048'\)/);
+    expect(sql).not.toContain('idx_chunks_embedding ON content_chunks USING hnsw');
+  });
+
+  test('escapes configured model before inserting into schema SQL literals', () => {
+    const sql = getPostgresSchema(1024, "voyage-weird'quoted");
+    expect(sql).toContain("'voyage-weird''quoted'");
+    expect(sql).not.toContain("'voyage-weird'quoted'");
+  });
+});