feat: add optional Q8 quantized model support

- Add Q8 quantized models (75% smaller than FP32)
- Enhance download scripts with model variant selection
- Add smart model loading with availability detection
- Implement runtime warnings for Q8 compatibility
- Update documentation with Q8 usage examples
- Maintain 100% backward compatibility (FP32 default)

BREAKING CHANGE: None - FP32 remains default

🧠 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <noreply@anthropic.com>

package-lock.json

@@ -1,12 +1,12 @@
 {
   "name": "@soulcraft/brainy",
-  "version": "2.7.4",
+  "version": "2.8.0",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "name": "@soulcraft/brainy",
-      "version": "2.7.4",
+      "version": "2.8.0",
       "license": "MIT",
       "dependencies": {
         "@aws-sdk/client-s3": "^3.540.0",