diff --git a/.gitignore b/.gitignore
index bcbf1d7..6ddd769 100644
--- a/.gitignore
+++ b/.gitignore
@@ -40,8 +40,6 @@
 src/backend/target/
 src/backend/gen/
 src-tauri/
-target_test/
-src/target_test/
 
 # Binaries & DLLs
 bin/*.exe
@@ -64,6 +62,8 @@
 src/backend/test_output.log
 src/backend/bundled_resources
 src/backend/tmp/
+src/backend/target_test/
+target_test/
 
 # Build Assets
 src/backend/build_assets/
diff --git a/.scripts/RCa05076 b/.scripts/RCa05076
new file mode 100644
index 0000000..a531828
--- /dev/null
+++ b/.scripts/RCa05076
Binary files differ
diff --git a/.scripts/check_toolchain.ps1 b/.scripts/check_toolchain.ps1
new file mode 100644
index 0000000..8c19193
--- /dev/null
+++ b/.scripts/check_toolchain.ps1
@@ -0,0 +1,14 @@
+$names = 'rc.exe','cvtres.exe','link.exe'
+foreach ($n in $names) {
+  Write-Host "---- $n ----"
+  $paths = @()
+  try { $paths = & where.exe $n } catch { }
+  if (-not $paths) { Write-Host "Not found"; continue }
+  foreach ($p in $paths) {
+    Write-Host $p
+    $v = (Get-Item $p).VersionInfo
+    Write-Host "  FileVersion: $($v.FileVersion)"
+    Write-Host "  ProductVersion: $($v.ProductVersion)"
+    Write-Host "  CompanyName: $($v.CompanyName)"
+  }
+}
diff --git a/.scripts/find_toolchain.ps1 b/.scripts/find_toolchain.ps1
new file mode 100644
index 0000000..b83524f
--- /dev/null
+++ b/.scripts/find_toolchain.ps1
@@ -0,0 +1,29 @@
+$names = 'rc.exe','cvtres.exe','link.exe'
+$roots = @(
+  'C:\Program Files (x86)\Windows Kits',
+  'C:\Program Files\Windows Kits',
+  'C:\Program Files (x86)\Microsoft Visual Studio',
+  'C:\Program Files\Microsoft Visual Studio'
+)
+foreach ($n in $names) {
+  Write-Host "==== Searching for $n ===="
+  $foundAny = $false
+  foreach ($r in $roots) {
+    if (-not (Test-Path $r)) { continue }
+    Write-Host "Scanning: $r"
+    try {
+      $hits = Get-ChildItem -Path $r -Filter $n -Recurse -ErrorAction SilentlyContinue -Force -File | Select-Object -First 5
+    } catch {
+      $hits = @()
+    }
+    foreach ($h in $hits) {
+      $foundAny = $true
+      Write-Host $h.FullName
+      $v = (Get-Item $h.FullName).VersionInfo
+      Write-Host "  FileVersion: $($v.FileVersion)"
+      Write-Host "  ProductVersion: $($v.ProductVersion)"
+      Write-Host "  CompanyName: $($v.CompanyName)"
+    }
+  }
+  if (-not $foundAny) { Write-Host "No matches under standard roots." }
+}
diff --git a/.scripts/show_version.ps1 b/.scripts/show_version.ps1
new file mode 100644
index 0000000..a0d5005
--- /dev/null
+++ b/.scripts/show_version.ps1
@@ -0,0 +1,7 @@
+$p = Get-Item 'target\release\telos-db.exe'
+if (-not $p) { Write-Host 'file not found'; exit }
+$v = $p.VersionInfo
+Write-Host "FileDescription: $($v.FileDescription)"
+Write-Host "ProductName: $($v.ProductName)"
+Write-Host "FileVersion: $($v.FileVersion)"
+Write-Host "ProductVersion: $($v.ProductVersion)"
diff --git a/.scripts/windows.res b/.scripts/windows.res
new file mode 100644
index 0000000..bd9e370
--- /dev/null
+++ b/.scripts/windows.res
Binary files differ
diff --git a/.scripts/windows.res.obj b/.scripts/windows.res.obj
new file mode 100644
index 0000000..2737611
--- /dev/null
+++ b/.scripts/windows.res.obj
Binary files differ
diff --git a/document/03_database_specification.md b/document/03_database_specification.md
index bfa183f..2cd26a9 100644
--- a/document/03_database_specification.md
+++ b/document/03_database_specification.md
@@ -20,7 +20,7 @@
     
     vec_items {
         integer id PK "items.id と同一"
-        blob embedding "384-dim Vector (f32 LE)"
+        blob embedding "768-dim Vector (f32 LE)"
     }
 ```
 
@@ -42,8 +42,8 @@
 
 - **ID**: `items.id` と同期。
 - **ベクトル構成**:
-  - **次元数**: 384次元 (Gemma 3 300M モデルに準拠)
-  - **データ型**: `FLOAT[384]` (内部的には BLOB 表現)
+  - **次元数**: 768次元 (Gemma 3 300M モデルに準拠)
+  - **データ型**: `FLOAT[768]` (内部的には BLOB 表現)
   - **保存形式**: IEEE 754 32bit Float (Little Endian) バイト列
 
 ## 4. 検索仕様
diff --git a/package-lock.json b/package-lock.json
deleted file mode 100644
index fd7a676..0000000
--- a/package-lock.json
+++ /dev/null
@@ -1,1794 +0,0 @@
-{
-  "name": "sqlitevector",
-  "version": "0.1.1",
-  "lockfileVersion": 3,
-  "requires": true,
-  "packages": {
-    "": {
-      "name": "sqlitevector",
-      "version": "0.1.1",
-      "license": "ISC",
-      "dependencies": {
-        "@modelcontextprotocol/sdk": "^1.26.0",
-        "better-sqlite3": "^12.6.2",
-        "sqlite-vec-windows-x64": "^0.1.7-alpha.2"
-      },
-      "devDependencies": {
-        "@tauri-apps/cli": "^2.10.0",
-        "@types/bun": "latest",
-        "@types/express": "^5.0.6"
-      },
-      "peerDependencies": {
-        "typescript": "^5"
-      }
-    },
-    "node_modules/@hono/node-server": {
-      "version": "1.19.9",
-      "resolved": "https://registry.npmjs.org/@hono/node-server/-/node-server-1.19.9.tgz",
-      "integrity": "sha512-vHL6w3ecZsky+8P5MD+eFfaGTyCeOHUIFYMGpQGbrBTSmNNoxv0if69rEZ5giu36weC5saFuznL411gRX7bJDw==",
-      "engines": {
-        "node": ">=18.14.1"
-      },
-      "peerDependencies": {
-        "hono": "^4"
-      }
-    },
-    "node_modules/@modelcontextprotocol/sdk": {
-      "version": "1.26.0",
-      "resolved": "https://registry.npmjs.org/@modelcontextprotocol/sdk/-/sdk-1.26.0.tgz",
-      "integrity": "sha512-Y5RmPncpiDtTXDbLKswIJzTqu2hyBKxTNsgKqKclDbhIgg1wgtf1fRuvxgTnRfcnxtvvgbIEcqUOzZrJ6iSReg==",
-      "dependencies": {
-        "@hono/node-server": "^1.19.9",
-        "ajv": "^8.17.1",
-        "ajv-formats": "^3.0.1",
-        "content-type": "^1.0.5",
-        "cors": "^2.8.5",
-        "cross-spawn": "^7.0.5",
-        "eventsource": "^3.0.2",
-        "eventsource-parser": "^3.0.0",
-        "express": "^5.2.1",
-        "express-rate-limit": "^8.2.1",
-        "hono": "^4.11.4",
-        "jose": "^6.1.3",
-        "json-schema-typed": "^8.0.2",
-        "pkce-challenge": "^5.0.0",
-        "raw-body": "^3.0.0",
-        "zod": "^3.25 || ^4.0",
-        "zod-to-json-schema": "^3.25.1"
-      },
-      "engines": {
-        "node": ">=18"
-      },
-      "peerDependencies": {
-        "@cfworker/json-schema": "^4.1.1",
-        "zod": "^3.25 || ^4.0"
-      },
-      "peerDependenciesMeta": {
-        "@cfworker/json-schema": {
-          "optional": true
-        },
-        "zod": {
-          "optional": false
-        }
-      }
-    },
-    "node_modules/@tauri-apps/cli": {
-      "version": "2.10.0",
-      "resolved": "https://registry.npmjs.org/@tauri-apps/cli/-/cli-2.10.0.tgz",
-      "integrity": "sha512-ZwT0T+7bw4+DPCSWzmviwq5XbXlM0cNoleDKOYPFYqcZqeKY31KlpoMW/MOON/tOFBPgi31a2v3w9gliqwL2+Q==",
-      "dev": true,
-      "bin": {
-        "tauri": "tauri.js"
-      },
-      "engines": {
-        "node": ">= 10"
-      },
-      "funding": {
-        "type": "opencollective",
-        "url": "https://opencollective.com/tauri"
-      },
-      "optionalDependencies": {
-        "@tauri-apps/cli-darwin-arm64": "2.10.0",
-        "@tauri-apps/cli-darwin-x64": "2.10.0",
-        "@tauri-apps/cli-linux-arm-gnueabihf": "2.10.0",
-        "@tauri-apps/cli-linux-arm64-gnu": "2.10.0",
-        "@tauri-apps/cli-linux-arm64-musl": "2.10.0",
-        "@tauri-apps/cli-linux-riscv64-gnu": "2.10.0",
-        "@tauri-apps/cli-linux-x64-gnu": "2.10.0",
-        "@tauri-apps/cli-linux-x64-musl": "2.10.0",
-        "@tauri-apps/cli-win32-arm64-msvc": "2.10.0",
-        "@tauri-apps/cli-win32-ia32-msvc": "2.10.0",
-        "@tauri-apps/cli-win32-x64-msvc": "2.10.0"
-      }
-    },
-    "node_modules/@tauri-apps/cli-darwin-arm64": {
-      "version": "2.10.0",
-      "resolved": "https://registry.npmjs.org/@tauri-apps/cli-darwin-arm64/-/cli-darwin-arm64-2.10.0.tgz",
-      "integrity": "sha512-avqHD4HRjrMamE/7R/kzJPcAJnZs0IIS+1nkDP5b+TNBn3py7N2aIo9LIpy+VQq0AkN8G5dDpZtOOBkmWt/zjA==",
-      "cpu": [
-        "arm64"
-      ],
-      "dev": true,
-      "optional": true,
-      "os": [
-        "darwin"
-      ],
-      "engines": {
-        "node": ">= 10"
-      }
-    },
-    "node_modules/@tauri-apps/cli-darwin-x64": {
-      "version": "2.10.0",
-      "resolved": "https://registry.npmjs.org/@tauri-apps/cli-darwin-x64/-/cli-darwin-x64-2.10.0.tgz",
-      "integrity": "sha512-keDmlvJRStzVFjZTd0xYkBONLtgBC9eMTpmXnBXzsHuawV2q9PvDo2x6D5mhuoMVrJ9QWjgaPKBBCFks4dK71Q==",
-      "cpu": [
-        "x64"
-      ],
-      "dev": true,
-      "optional": true,
-      "os": [
-        "darwin"
-      ],
-      "engines": {
-        "node": ">= 10"
-      }
-    },
-    "node_modules/@tauri-apps/cli-linux-arm-gnueabihf": {
-      "version": "2.10.0",
-      "resolved": "https://registry.npmjs.org/@tauri-apps/cli-linux-arm-gnueabihf/-/cli-linux-arm-gnueabihf-2.10.0.tgz",
-      "integrity": "sha512-e5u0VfLZsMAC9iHaOEANumgl6lfnJx0Dtjkd8IJpysZ8jp0tJ6wrIkto2OzQgzcYyRCKgX72aKE0PFgZputA8g==",
-      "cpu": [
-        "arm"
-      ],
-      "dev": true,
-      "optional": true,
-      "os": [
-        "linux"
-      ],
-      "engines": {
-        "node": ">= 10"
-      }
-    },
-    "node_modules/@tauri-apps/cli-linux-arm64-gnu": {
-      "version": "2.10.0",
-      "resolved": "https://registry.npmjs.org/@tauri-apps/cli-linux-arm64-gnu/-/cli-linux-arm64-gnu-2.10.0.tgz",
-      "integrity": "sha512-YrYYk2dfmBs5m+OIMCrb+JH/oo+4FtlpcrTCgiFYc7vcs6m3QDd1TTyWu0u01ewsCtK2kOdluhr/zKku+KP7HA==",
-      "cpu": [
-        "arm64"
-      ],
-      "dev": true,
-      "optional": true,
-      "os": [
-        "linux"
-      ],
-      "engines": {
-        "node": ">= 10"
-      }
-    },
-    "node_modules/@tauri-apps/cli-linux-arm64-musl": {
-      "version": "2.10.0",
-      "resolved": "https://registry.npmjs.org/@tauri-apps/cli-linux-arm64-musl/-/cli-linux-arm64-musl-2.10.0.tgz",
-      "integrity": "sha512-GUoPdVJmrJRIXFfW3Rkt+eGK9ygOdyISACZfC/bCSfOnGt8kNdQIQr5WRH9QUaTVFIwxMlQyV3m+yXYP+xhSVA==",
-      "cpu": [
-        "arm64"
-      ],
-      "dev": true,
-      "optional": true,
-      "os": [
-        "linux"
-      ],
-      "engines": {
-        "node": ">= 10"
-      }
-    },
-    "node_modules/@tauri-apps/cli-linux-riscv64-gnu": {
-      "version": "2.10.0",
-      "resolved": "https://registry.npmjs.org/@tauri-apps/cli-linux-riscv64-gnu/-/cli-linux-riscv64-gnu-2.10.0.tgz",
-      "integrity": "sha512-JO7s3TlSxshwsoKNCDkyvsx5gw2QAs/Y2GbR5UE2d5kkU138ATKoPOtxn8G1fFT1aDW4LH0rYAAfBpGkDyJJnw==",
-      "cpu": [
-        "riscv64"
-      ],
-      "dev": true,
-      "optional": true,
-      "os": [
-        "linux"
-      ],
-      "engines": {
-        "node": ">= 10"
-      }
-    },
-    "node_modules/@tauri-apps/cli-linux-x64-gnu": {
-      "version": "2.10.0",
-      "resolved": "https://registry.npmjs.org/@tauri-apps/cli-linux-x64-gnu/-/cli-linux-x64-gnu-2.10.0.tgz",
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-      "cpu": [
-        "x64"
-      ],
-      "dev": true,
-      "optional": true,
-      "os": [
-        "linux"
-      ],
-      "engines": {
-        "node": ">= 10"
-      }
-    },
-    "node_modules/@tauri-apps/cli-linux-x64-musl": {
-      "version": "2.10.0",
-      "resolved": "https://registry.npmjs.org/@tauri-apps/cli-linux-x64-musl/-/cli-linux-x64-musl-2.10.0.tgz",
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-      "cpu": [
-        "x64"
-      ],
-      "dev": true,
-      "optional": true,
-      "os": [
-        "linux"
-      ],
-      "engines": {
-        "node": ">= 10"
-      }
-    },
-    "node_modules/@tauri-apps/cli-win32-arm64-msvc": {
-      "version": "2.10.0",
-      "resolved": "https://registry.npmjs.org/@tauri-apps/cli-win32-arm64-msvc/-/cli-win32-arm64-msvc-2.10.0.tgz",
-      "integrity": "sha512-97DXVU3dJystrq7W41IX+82JEorLNY+3+ECYxvXWqkq7DBN6FsA08x/EFGE8N/b0LTOui9X2dvpGGoeZKKV08g==",
-      "cpu": [
-        "arm64"
-      ],
-      "dev": true,
-      "optional": true,
-      "os": [
-        "win32"
-      ],
-      "engines": {
-        "node": ">= 10"
-      }
-    },
-    "node_modules/@tauri-apps/cli-win32-ia32-msvc": {
-      "version": "2.10.0",
-      "resolved": "https://registry.npmjs.org/@tauri-apps/cli-win32-ia32-msvc/-/cli-win32-ia32-msvc-2.10.0.tgz",
-      "integrity": "sha512-EHyQ1iwrWy1CwMalEm9z2a6L5isQ121pe7FcA2xe4VWMJp+GHSDDGvbTv/OPdkt2Lyr7DAZBpZHM6nvlHXEc4A==",
-      "cpu": [
-        "ia32"
-      ],
-      "dev": true,
-      "optional": true,
-      "os": [
-        "win32"
-      ],
-      "engines": {
-        "node": ">= 10"
-      }
-    },
-    "node_modules/@tauri-apps/cli-win32-x64-msvc": {
-      "version": "2.10.0",
-      "resolved": "https://registry.npmjs.org/@tauri-apps/cli-win32-x64-msvc/-/cli-win32-x64-msvc-2.10.0.tgz",
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-      "cpu": [
-        "x64"
-      ],
-      "dev": true,
-      "optional": true,
-      "os": [
-        "win32"
-      ],
-      "engines": {
-        "node": ">= 10"
-      }
-    },
-    "node_modules/@types/body-parser": {
-      "version": "1.19.6",
-      "resolved": "https://registry.npmjs.org/@types/body-parser/-/body-parser-1.19.6.tgz",
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-      "dev": true,
-      "dependencies": {
-        "@types/connect": "*",
-        "@types/node": "*"
-      }
-    },
-    "node_modules/@types/bun": {
-      "version": "1.3.8",
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-      "dependencies": {
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-    },
-    "node_modules/@types/connect": {
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-        "@types/express-serve-static-core": "^5.0.0",
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-      }
-    },
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-        "@types/qs": "*",
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-    },
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-      "dev": true,
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-    "node_modules/@types/serve-static": {
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-      "dev": true,
-      "dependencies": {
-        "@types/http-errors": "*",
-        "@types/node": "*"
-      }
-    },
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-      "dependencies": {
-        "bl": "^4.0.3",
-        "end-of-stream": "^1.4.1",
-        "fs-constants": "^1.0.0",
-        "inherits": "^2.0.3",
-        "readable-stream": "^3.1.1"
-      },
-      "engines": {
-        "node": ">=6"
-      }
-    },
-    "node_modules/toidentifier": {
-      "version": "1.0.1",
-      "resolved": "https://registry.npmjs.org/toidentifier/-/toidentifier-1.0.1.tgz",
-      "integrity": "sha512-o5sSPKEkg/DIQNmH43V0/uerLrpzVedkUh8tGNvaeXpfpuwjKenlSox/2O/BTlZUtEe+JG7s5YhEz608PlAHRA==",
-      "engines": {
-        "node": ">=0.6"
-      }
-    },
-    "node_modules/tunnel-agent": {
-      "version": "0.6.0",
-      "resolved": "https://registry.npmjs.org/tunnel-agent/-/tunnel-agent-0.6.0.tgz",
-      "integrity": "sha512-McnNiV1l8RYeY8tBgEpuodCC1mLUdbSN+CYBL7kJsJNInOP8UjDDEwdk6Mw60vdLLrr5NHKZhMAOSrR2NZuQ+w==",
-      "dependencies": {
-        "safe-buffer": "^5.0.1"
-      },
-      "engines": {
-        "node": "*"
-      }
-    },
-    "node_modules/type-is": {
-      "version": "2.0.1",
-      "resolved": "https://registry.npmjs.org/type-is/-/type-is-2.0.1.tgz",
-      "integrity": "sha512-OZs6gsjF4vMp32qrCbiVSkrFmXtG/AZhY3t0iAMrMBiAZyV9oALtXO8hsrHbMXF9x6L3grlFuwW2oAz7cav+Gw==",
-      "dependencies": {
-        "content-type": "^1.0.5",
-        "media-typer": "^1.1.0",
-        "mime-types": "^3.0.0"
-      },
-      "engines": {
-        "node": ">= 0.6"
-      }
-    },
-    "node_modules/typescript": {
-      "version": "5.9.3",
-      "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.9.3.tgz",
-      "integrity": "sha512-jl1vZzPDinLr9eUt3J/t7V6FgNEw9QjvBPdysz9KfQDD41fQrC2Y4vKQdiaUpFT4bXlb1RHhLpp8wtm6M5TgSw==",
-      "peer": true,
-      "bin": {
-        "tsc": "bin/tsc",
-        "tsserver": "bin/tsserver"
-      },
-      "engines": {
-        "node": ">=14.17"
-      }
-    },
-    "node_modules/undici-types": {
-      "version": "7.16.0",
-      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-7.16.0.tgz",
-      "integrity": "sha512-Zz+aZWSj8LE6zoxD+xrjh4VfkIG8Ya6LvYkZqtUQGJPZjYl53ypCaUwWqo7eI0x66KBGeRo+mlBEkMSeSZ38Nw==",
-      "dev": true
-    },
-    "node_modules/unpipe": {
-      "version": "1.0.0",
-      "resolved": "https://registry.npmjs.org/unpipe/-/unpipe-1.0.0.tgz",
-      "integrity": "sha512-pjy2bYhSsufwWlKwPc+l3cN7+wuJlK6uz0YdJEOlQDbl6jo/YlPi4mb8agUkVC8BF7V8NuzeyPNqRksA3hztKQ==",
-      "engines": {
-        "node": ">= 0.8"
-      }
-    },
-    "node_modules/util-deprecate": {
-      "version": "1.0.2",
-      "resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
-      "integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw=="
-    },
-    "node_modules/vary": {
-      "version": "1.1.2",
-      "resolved": "https://registry.npmjs.org/vary/-/vary-1.1.2.tgz",
-      "integrity": "sha512-BNGbWLfd0eUPabhkXUVm0j8uuvREyTh5ovRa/dyow/BqAbZJyC+5fU+IzQOzmAKzYqYRAISoRhdQr3eIZ/PXqg==",
-      "engines": {
-        "node": ">= 0.8"
-      }
-    },
-    "node_modules/which": {
-      "version": "2.0.2",
-      "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
-      "integrity": "sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==",
-      "dependencies": {
-        "isexe": "^2.0.0"
-      },
-      "bin": {
-        "node-which": "bin/node-which"
-      },
-      "engines": {
-        "node": ">= 8"
-      }
-    },
-    "node_modules/wrappy": {
-      "version": "1.0.2",
-      "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
-      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ=="
-    },
-    "node_modules/zod": {
-      "version": "4.3.6",
-      "resolved": "https://registry.npmjs.org/zod/-/zod-4.3.6.tgz",
-      "integrity": "sha512-rftlrkhHZOcjDwkGlnUtZZkvaPHCsDATp4pGpuOOMDaTdDDXF91wuVDJoWoPsKX/3YPQ5fHuF3STjcYyKr+Qhg==",
-      "funding": {
-        "url": "https://github.com/sponsors/colinhacks"
-      }
-    },
-    "node_modules/zod-to-json-schema": {
-      "version": "3.25.1",
-      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.25.1.tgz",
-      "integrity": "sha512-pM/SU9d3YAggzi6MtR4h7ruuQlqKtad8e9S0fmxcMi+ueAK5Korys/aWcV9LIIHTVbj01NdzxcnXSN+O74ZIVA==",
-      "peerDependencies": {
-        "zod": "^3.25 || ^4"
-      }
-    }
-  }
-}
diff --git a/scripts/verify_dim.cjs b/scripts/verify_dim.cjs
new file mode 100644
index 0000000..6c2c805
--- /dev/null
+++ b/scripts/verify_dim.cjs
@@ -0,0 +1,106 @@
+const { spawn } = require('child_process');
+const http = require('http');
+const path = require('path');
+
+const projectRoot = path.resolve(__dirname, '..');
+const llamaServerPath = path.join(projectRoot, 'bin', 'llama-server-x86_64-pc-windows-msvc.exe');
+const modelPath = path.join(projectRoot, 'models', 'embeddinggemma-300m-q4_0.gguf');
+
+console.log(`Starting llama-server with model: ${modelPath}`);
+
+const server = spawn(llamaServerPath, [
+    '-m', modelPath,
+    '--embedding',
+    '--port', '8081', // Use a different port to avoid conflicts
+    '--host', '127.0.0.1'
+], {
+    cwd: path.join(projectRoot, 'bin'),
+    env: { ...process.env, PATH: `${path.join(projectRoot, 'bin')};${process.env.PATH}` }
+});
+
+server.stdout.on('data', (data) => {
+    // console.log(`stdout: ${data}`);
+});
+
+server.stderr.on('data', (data) => {
+    // console.log(`stderr: ${data}`);
+});
+
+async function checkHealth() {
+    return new Promise((resolve) => {
+        const req = http.get('http://127.0.0.1:8081/health', (res) => {
+            resolve(res.statusCode === 200);
+        });
+        req.on('error', () => resolve(false));
+    });
+}
+
+async function getEmbedding() {
+    return new Promise((resolve, reject) => {
+        const data = JSON.stringify({
+            content: "This is a test to verify embedding dimension."
+        });
+
+        const options = {
+            hostname: '127.0.0.1',
+            port: 8081,
+            path: '/embeddings',
+            method: 'POST',
+            headers: {
+                'Content-Type': 'application/json',
+                'Content-Length': data.length
+            }
+        };
+
+        const req = http.request(options, (res) => {
+            let body = '';
+            res.on('data', (chunk) => body += chunk);
+            res.on('end', () => {
+                try {
+                    const json = JSON.parse(body);
+                    // llama-server can return either {results: [...]} or directly [...]
+                    // And the embedding itself can be nested as [[...]]
+                    let embedding = json.results ? json.results[0].embedding : (Array.isArray(json) ? json[0].embedding : json.embedding);
+                    if (Array.isArray(embedding[0])) {
+                        embedding = embedding[0];
+                    }
+                    resolve(embedding);
+                } catch (e) {
+                    reject(new Error(`Failed to parse response: ${body}`));
+                }
+            });
+        });
+
+        req.on('error', reject);
+        req.write(data);
+        req.end();
+    });
+}
+
+(async () => {
+    let attempts = 0;
+    while (!(await checkHealth()) && attempts < 20) {
+        attempts++;
+        console.log(`Waiting for server to be ready... (${attempts}/20)`);
+        await new Promise(r => setTimeout(r, 2000));
+    }
+
+    if (attempts === 20) {
+        console.error("Server failed to start.");
+        server.kill();
+        process.exit(1);
+    }
+
+    console.log("Server is ready. Requesting embedding...");
+    try {
+        const embedding = await getEmbedding();
+        console.log(`\n========================================`);
+        console.log(`RESULT: Embedding Dimension is ${embedding.length}`);
+        console.log(`========================================\n`);
+    } catch (e) {
+        console.error("Error getting embedding:", e.message);
+    } finally {
+        server.kill();
+        process.exit(0);
+    }
+})();
diff --git a/src/backend/Cargo.lock b/src/backend/Cargo.lock
index 740ad06..1cde1d8 100644
--- a/src/backend/Cargo.lock
+++ b/src/backend/Cargo.lock
@@ -101,11 +101,12 @@
 
 [[package]]
 name = "app"
-version = "0.1.1"
+version = "0.2.0"
 dependencies = [
  "anyhow",
  "axum",
  "dotenvy",
+ "embed-resource 1.8.0",
  "futures",
  "log",
  "mockito",
@@ -121,6 +122,8 @@
  "tauri-plugin-shell",
  "tokio",
  "tower-http 0.5.2",
+ "which",
+ "winres",
 ]
 
 [[package]]
@@ -1012,6 +1015,19 @@
 
 [[package]]
 name = "embed-resource"
+version = "1.8.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e62abb876c07e4754fae5c14cafa77937841f01740637e17d78dc04352f32a5e"
+dependencies = [
+ "cc",
+ "rustc_version",
+ "toml 0.5.11",
+ "vswhom",
+ "winreg 0.10.1",
+]
+
+[[package]]
+name = "embed-resource"
 version = "3.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "55a075fc573c64510038d7ee9abc7990635863992f83ebc52c8b433b8411a02e"
@@ -1021,7 +1037,7 @@
  "rustc_version",
  "toml 0.9.11+spec-1.1.0",
  "vswhom",
- "winreg",
+ "winreg 0.55.0",
 ]
 
 [[package]]
@@ -2309,6 +2325,12 @@
 
 [[package]]
 name = "linux-raw-sys"
+version = "0.4.15"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d26c52dbd32dccf2d10cac7725f8eae5296885fb5703b261f7d0a0739ec807ab"
+
+[[package]]
+name = "linux-raw-sys"
 version = "0.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "df1d3c3b53da64cf5760482273a98e575c651a67eec7f77df96b5b642de8f039"
@@ -3800,6 +3822,19 @@
 
 [[package]]
 name = "rustix"
+version = "0.38.44"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fdb5bc1ae2baa591800df16c9ca78619bf65c0488b41b96ccec5d11220d8c154"
+dependencies = [
+ "bitflags 2.10.0",
+ "errno",
+ "libc",
+ "linux-raw-sys 0.4.15",
+ "windows-sys 0.59.0",
+]
+
+[[package]]
+name = "rustix"
 version = "1.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "146c9e247ccc180c1f61615433868c99f3de3ae256a30a43b49f67c2d9171f34"
@@ -3807,7 +3842,7 @@
  "bitflags 2.10.0",
  "errno",
  "libc",
- "linux-raw-sys",
+ "linux-raw-sys 0.11.0",
  "windows-sys 0.61.2",
 ]
 
@@ -5157,7 +5192,7 @@
 checksum = "1087b111fe2b005e42dbdc1990fc18593234238d47453b0c99b7de1c9ab2c1e0"
 dependencies = [
  "dunce",
- "embed-resource",
+ "embed-resource 3.0.6",
  "toml 0.9.11+spec-1.1.0",
 ]
 
@@ -5170,7 +5205,7 @@
  "fastrand",
  "getrandom 0.3.4",
  "once_cell",
- "rustix",
+ "rustix 1.1.3",
  "windows-sys 0.61.2",
 ]
 
@@ -5357,6 +5392,15 @@
 
 [[package]]
 name = "toml"
+version = "0.5.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f4f7f0dd8d50a853a531c426359045b1998f04219d88799810762cd4ad314234"
+dependencies = [
+ "serde",
+]
+
+[[package]]
+name = "toml"
 version = "0.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "185d8ab0dfbb35cf1399a6344d8484209c088f75f8f68230da55d48d95d43e3d"
@@ -5997,6 +6041,18 @@
 ]
 
 [[package]]
+name = "which"
+version = "4.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "87ba24419a2078cd2b0f2ede2691b6c66d8e47836da3b6db8265ebad47afbfc7"
+dependencies = [
+ "either",
+ "home",
+ "once_cell",
+ "rustix 0.38.44",
+]
+
+[[package]]
 name = "whoami"
 version = "1.6.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
@@ -6537,6 +6593,15 @@
 
 [[package]]
 name = "winreg"
+version = "0.10.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "80d0f4e272c85def139476380b12f9ac60926689dd2e01d4923222f40580869d"
+dependencies = [
+ "winapi",
+]
+
+[[package]]
+name = "winreg"
 version = "0.55.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "cb5a765337c50e9ec252c2069be9bf91c7df47afb103b642ba3a53bf8101be97"
@@ -6546,6 +6611,15 @@
 ]
 
 [[package]]
+name = "winres"
+version = "0.1.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b68db261ef59e9e52806f688020631e987592bd83619edccda9c47d42cde4f6c"
+dependencies = [
+ "toml 0.5.11",
+]
+
+[[package]]
 name = "wit-bindgen"
 version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
diff --git a/src/backend/Cargo.toml b/src/backend/Cargo.toml
index 12fcdc7..937487a 100644
--- a/src/backend/Cargo.toml
+++ b/src/backend/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "app"
-version = "0.1.1"
+version = "0.2.0"
 description = "A Tauri App"
 authors = ["you"]
 license = ""
@@ -14,8 +14,15 @@
 name = "app_lib"
 crate-type = ["staticlib", "cdylib", "rlib"]
 
+[[bin]]
+name = "telos-db"
+path = "src/main.rs"
+
 [build-dependencies]
 tauri-build = { version = "2.5.4", features = [] }
+embed-resource = "1.6"
+winres = "0.1.11"
+which = "4"
 
 [dependencies]
 serde_json = "1.0"
diff --git a/src/backend/build.rs b/src/backend/build.rs
index d860e1e..61b17c9 100644
--- a/src/backend/build.rs
+++ b/src/backend/build.rs
@@ -1,3 +1,179 @@
 fn main() {
+    // Compile Windows resources (version info) when building on Windows
+    #[cfg(windows)]
+    {
+        // Robust resource compile: invoke rc.exe -> cvtres.exe -> lib.exe with proper SDK include paths.
+        use std::env;
+        use std::path::{Path, PathBuf};
+        use std::process::Command;
+
+        fn latest_subdir(parent: &Path) -> Option<PathBuf> {
+            let mut versions = std::fs::read_dir(parent)
+                .ok()?
+                .filter_map(|e| e.ok())
+                .filter(|e| e.path().is_dir())
+                .map(|e| e.path())
+                .collect::<Vec<_>>();
+            versions.sort();
+            versions.pop()
+        }
+
+        let manifest_dir = env::var("CARGO_MANIFEST_DIR").unwrap_or_else(|_| ".".into());
+        let manifest = PathBuf::from(&manifest_dir);
+        let rc_input = manifest.join("resources").join("windows.rc");
+        if !rc_input.exists() {
+            println!("cargo:warning=resources/windows.rc not found, skipping resource compile");
+        } else {
+            // Find Windows Kits include/version
+            let kits_base1 = Path::new("C:/Program Files (x86)/Windows Kits/10");
+            let kits_base2 = Path::new("C:/Program Files/Windows Kits/10");
+            let kits = if kits_base1.exists() { kits_base1 } else { kits_base2 };
+            let include_root = if kits.exists() {
+                latest_subdir(&kits.join("Include")).map(|p| p).map(|p| p)
+            } else {
+                None
+            };
+
+            // assemble include paths
+            let mut include_um = PathBuf::new();
+            let mut include_shared = PathBuf::new();
+            let mut include_ucrt = PathBuf::new();
+            if let Some(inc_ver) = include_root {
+                include_um = kits.join("Include").join(inc_ver.file_name().unwrap()).join("um");
+                include_shared = kits.join("Include").join(inc_ver.file_name().unwrap()).join("shared");
+                include_ucrt = kits.join("Include").join(inc_ver.file_name().unwrap()).join("ucrt");
+            }
+
+            // Find rc.exe under Kits bin (scan subdirs)
+            let mut rc_exe: Option<PathBuf> = None;
+            if kits.exists() {
+                if let Ok(entries) = std::fs::read_dir(kits.join("bin")) {
+                    for e in entries.filter_map(|x| x.ok()) {
+                        let p = e.path();
+                        let candidate = p.join("x64").join("rc.exe");
+                        if candidate.exists() {
+                            rc_exe = Some(candidate);
+                            break;
+                        }
+                    }
+                }
+            }
+
+            // Find MSVC tools (cvtres, lib)
+            let msvc_root = Path::new("C:/Program Files/Microsoft Visual Studio/2022/Community/VC/Tools/MSVC");
+            let mut cvtres_exe: Option<PathBuf> = None;
+            let mut lib_exe: Option<PathBuf> = None;
+            if msvc_root.exists() {
+                if let Some(msvc_ver) = latest_subdir(msvc_root) {
+                    let bin = msvc_root.join(msvc_ver.file_name().unwrap()).join("bin").join("Hostx64").join("x64");
+                    let c = bin.join("cvtres.exe");
+                    let l = bin.join("lib.exe");
+                    if c.exists() { cvtres_exe = Some(c); }
+                    if l.exists() { lib_exe = Some(l); }
+                }
+            }
+
+            // Fallback: try to find in PATH
+            if rc_exe.is_none() {
+                if let Ok(p) = which::which("rc.exe") { rc_exe = Some(p); }
+            }
+            if cvtres_exe.is_none() {
+                if let Ok(p) = which::which("cvtres.exe") { cvtres_exe = Some(p); }
+            }
+            if lib_exe.is_none() {
+                if let Ok(p) = which::which("lib.exe") { lib_exe = Some(p); }
+            }
+
+            // Prepare output paths
+            let out_dir = PathBuf::from(env::var("OUT_DIR").unwrap());
+            let res_out = out_dir.join("windows.res");
+            let obj_out = out_dir.join("windows.res.obj");
+            let lib_out = out_dir.join("resource.lib");
+
+            // Run rc.exe
+            if let Some(rc) = rc_exe {
+                println!("cargo:warning=Using rc.exe at: {}", rc.display());
+                let mut cmd = Command::new(&rc);
+                if include_um.exists() { cmd.arg("-I").arg(&include_um); }
+                if include_shared.exists() { cmd.arg("-I").arg(&include_shared); }
+                if include_ucrt.exists() { cmd.arg("-I").arg(&include_ucrt); }
+                cmd.arg("-fo").arg(&res_out).arg(&rc_input);
+                match cmd.output() {
+                    Ok(out) => {
+                        if !out.status.success() {
+                            let stderr = String::from_utf8_lossy(&out.stderr);
+                            println!("cargo:warning=rc.exe failed (status={})", out.status);
+                            for line in stderr.lines() { println!("cargo:warning=rc: {}", line); }
+                        } else {
+                            let stdout = String::from_utf8_lossy(&out.stdout);
+                            for line in stdout.lines() { println!("cargo:warning=rc: {}", line); }
+                        }
+                    }
+                    Err(e) => {
+                        println!("cargo:warning=failed to spawn rc.exe: {}", e);
+                    }
+                }
+            } else {
+                println!("cargo:warning=rc.exe not found; skipping resource compile");
+            }
+
+            // Run cvtres.exe to convert to object
+            if let Some(cvt) = cvtres_exe {
+                println!("cargo:warning=Using cvtres.exe at: {}", cvt.display());
+                match Command::new(&cvt)
+                    .arg("/machine:x64")
+                    .arg(format!("/OUT:{}", obj_out.display()))
+                    .arg(&res_out)
+                    .output()
+                {
+                    Ok(out) => {
+                        if !out.status.success() {
+                            let stderr = String::from_utf8_lossy(&out.stderr);
+                            println!("cargo:warning=cvtres.exe failed (status={})", out.status);
+                            for line in stderr.lines() { println!("cargo:warning=cvtres: {}", line); }
+                        } else {
+                            let stdout = String::from_utf8_lossy(&out.stdout);
+                            for line in stdout.lines() { println!("cargo:warning=cvtres: {}", line); }
+                        }
+                    }
+                    Err(e) => {
+                        println!("cargo:warning=failed to spawn cvtres.exe: {}", e);
+                    }
+                }
+            } else {
+                println!("cargo:warning=cvtres.exe not found; skipping resource conversion");
+            }
+
+            // Run lib.exe to create .lib
+            if let Some(libtool) = lib_exe {
+                println!("cargo:warning=Using lib.exe at: {}", libtool.display());
+                match Command::new(&libtool)
+                    .arg("/NOLOGO")
+                    .arg(format!("/OUT:{}", lib_out.display()))
+                    .arg(&obj_out)
+                    .output()
+                {
+                    Ok(out) => {
+                        if !out.status.success() {
+                            let stderr = String::from_utf8_lossy(&out.stderr);
+                            println!("cargo:warning=lib.exe failed (status={})", out.status);
+                            for line in stderr.lines() { println!("cargo:warning=lib: {}", line); }
+                        } else {
+                            let stdout = String::from_utf8_lossy(&out.stdout);
+                            for line in stdout.lines() { println!("cargo:warning=lib: {}", line); }
+                        }
+                    }
+                    Err(e) => {
+                        println!("cargo:warning=failed to spawn lib.exe: {}", e);
+                    }
+                }
+            } else {
+                println!("cargo:warning=lib.exe not found; skipping final lib creation");
+            }
+
+            println!("cargo:rerun-if-changed=resources/windows.rc");
+        }
+    }
+
     tauri_build::build()
 }
diff --git a/src/backend/resources/windows.rc b/src/backend/resources/windows.rc
new file mode 100644
index 0000000..0961e33
--- /dev/null
+++ b/src/backend/resources/windows.rc
@@ -0,0 +1,34 @@
+/* ASCII-only resource file (no BOM) */
+#include <windows.h>
+
+VS_VERSION_INFO VERSIONINFO
+ FILEVERSION 0,2,0,0
+ PRODUCTVERSION 0,2,0,0
+ FILEFLAGSMASK 0x3fL
+#ifdef _DEBUG
+ FILEFLAGS 0x1L
+#else
+ FILEFLAGS 0x0L
+#endif
+ FILEOS 0x4L
+ FILETYPE 0x1L
+ FILESUBTYPE 0x0L
+BEGIN
+    BLOCK "StringFileInfo"
+    BEGIN
+        BLOCK "040904B0"
+        BEGIN
+            VALUE "CompanyName", "TelosDB Project\0"
+            VALUE "FileDescription", "TelosDB Database Server\0"
+            VALUE "FileVersion", "0.2.0\0"
+            VALUE "InternalName", "telos-db.exe\0"
+            VALUE "OriginalFilename", "telos-db.exe\0"
+            VALUE "ProductName", "TelosDB\0"
+            VALUE "ProductVersion", "0.2.0\0"
+        END
+    END
+    BLOCK "VarFileInfo"
+    BEGIN
+        VALUE "Translation", 0x0409, 1200
+    END
+END
diff --git a/src/backend/src/db.rs b/src/backend/src/db.rs
index 418c06d..181db9a 100644
--- a/src/backend/src/db.rs
+++ b/src/backend/src/db.rs
@@ -51,7 +51,7 @@
         END;
         CREATE VIRTUAL TABLE IF NOT EXISTS vec_items USING vec0(
             id INTEGER PRIMARY KEY,
-            embedding FLOAT[384]
+            embedding FLOAT[768]
         );",
     ).map_err(|e| anyhow::anyhow!("Failed to initialize schema: {:?}", e))?;
 
diff --git a/src/backend/src/lib.rs b/src/backend/src/lib.rs
index 075b102..296701f 100644
--- a/src/backend/src/lib.rs
+++ b/src/backend/src/lib.rs
@@ -268,6 +268,38 @@
     "vec0.dll".to_string()
 }
 
+fn cleanup_orphaned_sidecars(_app_handle: &tauri::AppHandle) {
+    let base_dir = match env::current_exe() {
+        Ok(exe_path) => exe_path.parent().map(|p| p.to_path_buf()).unwrap_or_default(),
+        Err(_) => return,
+    };
+    
+    let base_dir_str = base_dir.to_string_lossy().replace("\\", "\\\\");
+    log::info!("Cleaning up orphaned sidecars in: {}", base_dir_str);
+
+    // Use PowerShell to surgically kill llama-server processes within our directory
+    // This avoids killing servers from other applications/projects.
+    let script = format!(
+        "Get-Process | Where-Object {{ ($_.Name -like '*llama-server*') -and ($_.Path -like '*{}*') }} | Stop-Process -Force",
+        base_dir_str
+    );
+
+    let mut cmd = std::process::Command::new("powershell");
+    cmd.args(["-NoProfile", "-Command", &script]);
+    
+    #[cfg(windows)]
+    {
+        use std::os::windows::process::CommandExt;
+        const CREATE_NO_WINDOW: u32 = 0x08000000;
+        cmd.creation_flags(CREATE_NO_WINDOW);
+    }
+
+    match cmd.output() {
+        Ok(_) => log::info!("Orphaned sidecar cleanup completed."),
+        Err(e) => log::error!("Failed to run cleanup script: {}", e),
+    }
+}
+
 fn spawn_llama_server(app_handle: &tauri::AppHandle, _config: &serde_json::Value) {
     use tauri_plugin_shell::ShellExt;
 
@@ -393,6 +425,7 @@
 
 async fn initialize_app(app_handle: tauri::AppHandle) {
     dotenv().ok();
+    cleanup_orphaned_sidecars(&app_handle);
     let config = get_config(&app_handle);
     spawn_llama_server(&app_handle, &config);
 
diff --git a/test/mcp-handlers.test.js b/test/mcp-handlers.test.js
index c861b14..187c885 100644
--- a/test/mcp-handlers.test.js
+++ b/test/mcp-handlers.test.js
@@ -16,12 +16,12 @@
 
   it("should validate embedding dimension correctly", () => {
     const testVectors = [
-      { dim: 384, valid: true },
+      { dim: 768, valid: true },
       { dim: 2, valid: false },
-      { dim: 385, valid: false },
+      { dim: 769, valid: false },
     ];
 
-    const EMBEDDING_DIM = Number(process.env.VEC_DIM ?? 384);
+    const EMBEDDING_DIM = Number(process.env.VEC_DIM ?? 768);
 
     testVectors.forEach(({ dim, valid }) => {
       const vector = new Array(dim).fill(0.5);
diff --git a/test/setup.js b/test/setup.js
index a723c8a..0ab2593 100644
--- a/test/setup.js
+++ b/test/setup.js
@@ -30,7 +30,7 @@
 
 // テスト用環境変数の設定
 export function setTestEnv() {
-  process.env.VEC_DIM = "384";
+  process.env.VEC_DIM = "768";
   process.env.LLAMA_CPP_BASE_URL = "http://127.0.0.1:8080";
   process.env.LLAMA_CPP_EMBEDDING_MODEL = "nomic-embed-text";
   process.env.LLAMA_CPP_MODEL = "mistral";
diff --git a/tmp_write_ansi.ps1 b/tmp_write_ansi.ps1
new file mode 100644
index 0000000..46c0547
--- /dev/null
+++ b/tmp_write_ansi.ps1
@@ -0,0 +1,9 @@
+$p = 'd:\develop\TelosDB\src\backend\resources\windows.rc'
+if (Test-Path $p) {
+  $c = Get-Content -Raw -LiteralPath $p
+  [System.IO.File]::WriteAllText($p, $c, [System.Text.Encoding]::GetEncoding(932))
+  Write-Output "Wrote ANSI: $p"
+  Get-Item $p | Select-Object FullName, Length
+} else {
+  Write-Output "Not found: $p"
+}
\ No newline at end of file