diff --git a/.versionrc.json b/.versionrc.json
index c379839b..34038002 100644
--- a/.versionrc.json
+++ b/.versionrc.json
@@ -12,9 +12,9 @@
     {"type": "ci", "section": "Continuous Integration", "hidden": true}
   ],
   "releaseCommitMessageFormat": "chore(release): {{currentTag}} [skip ci]",
-  "commitUrlFormat": "https://github.com/soulcraft-research/brainy/commit/{{hash}}",
-  "compareUrlFormat": "https://github.com/soulcraft-research/brainy/compare/{{previousTag}}...{{currentTag}}",
-  "issueUrlFormat": "https://github.com/soulcraft-research/brainy/issues/{{id}}",
+  "commitUrlFormat": "https://github.com/soulcraftlabs/brainy/commit/{{hash}}",
+  "compareUrlFormat": "https://github.com/soulcraftlabs/brainy/compare/{{previousTag}}...{{currentTag}}",
+  "issueUrlFormat": "https://github.com/soulcraftlabs/brainy/issues/{{id}}",
   "userUrlFormat": "https://github.com/{{user}}",
   "skip": {
     "tag": false
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 80f84ac0..65e9dad6 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,7 +2,7 @@
 
 All notable changes to this project will be documented in this file. See [standard-version](https://github.com/conventional-changelog/standard-version) for commit guidelines.
 
-## [0.57.0](https://github.com/soulcraft-research/brainy/compare/v0.56.0...v0.57.0) (2025-08-08)
+## [0.57.0](https://github.com/soulcraftlabs/brainy/compare/v0.56.0...v0.57.0) (2025-08-08)
 
 ### ⚠ BREAKING CHANGES
 
@@ -50,7 +50,7 @@ import { CortexSenseAugmentation } from '@soulcraft/brainy'
 2. **Better Metaphor**: Cortex (brain's processing layer) better represents AI intelligence than generic "neural"
 3. **Clearer Architecture**: CLI = brainy, AI = Cortex, Database = BrainyData
 
-## [0.56.0](https://github.com/soulcraft-research/brainy/compare/v0.55.0...v0.56.0) (2025-08-08)
+## [0.56.0](https://github.com/soulcraftlabs/brainy/compare/v0.55.0...v0.56.0) (2025-08-08)
 
 ### Added
 
@@ -104,7 +104,7 @@ import { CortexSenseAugmentation } from '@soulcraft/brainy'
 * Added .gitignore rules to prevent future sensitive file commits
 * Implemented proper error handling for secure operations
 
-## [0.55.0](https://github.com/soulcraft-research/brainy/compare/v0.52.0...v0.55.0) (2025-08-08)
+## [0.55.0](https://github.com/soulcraftlabs/brainy/compare/v0.52.0...v0.55.0) (2025-08-08)
 
 ### Added
 
@@ -112,41 +112,41 @@ import { CortexSenseAugmentation } from '@soulcraft/brainy'
   - Basic structure and configuration management
   - Atomic age inspired UI with retro terminal aesthetics
 
-## [0.52.0](https://github.com/soulcraft-research/brainy/compare/v0.49.0...v0.52.0) (2025-08-07)
+## [0.52.0](https://github.com/soulcraftlabs/brainy/compare/v0.49.0...v0.52.0) (2025-08-07)
 
 
 ### Fixed
 
-* restore Brainy logo in README header ([59d6344](https://github.com/soulcraft-research/brainy/commit/59d6344b8d38a8a5c6431701f8c62c05b5022238))
+* restore Brainy logo in README header ([59d6344](https://github.com/soulcraftlabs/brainy/commit/59d6344b8d38a8a5c6431701f8c62c05b5022238))
 
 
 ### Changed
 
-* bump version to 0.50.0 ([1964607](https://github.com/soulcraft-research/brainy/commit/196460724222dbfd77ba24bd825304657797b1ed))
-* bump version to 0.51.0 ([cef71a9](https://github.com/soulcraft-research/brainy/commit/cef71a96edd8e3b9f65a0a0993d54a04ded73b85))
-* bump version to 0.51.1 ([e0cbe2e](https://github.com/soulcraft-research/brainy/commit/e0cbe2e4f8c42397f655f0180f56f748b6949cfa))
-* bump version to 0.51.2 ([82f20b0](https://github.com/soulcraft-research/brainy/commit/82f20b054b8e19123966eeaca53e744a17dd2eac))
-* remove unused rollup dependencies ([e197c1e](https://github.com/soulcraft-research/brainy/commit/e197c1e0c3ece998547177f95325749c401d8e1f))
+* bump version to 0.50.0 ([1964607](https://github.com/soulcraftlabs/brainy/commit/196460724222dbfd77ba24bd825304657797b1ed))
+* bump version to 0.51.0 ([cef71a9](https://github.com/soulcraftlabs/brainy/commit/cef71a96edd8e3b9f65a0a0993d54a04ded73b85))
+* bump version to 0.51.1 ([e0cbe2e](https://github.com/soulcraftlabs/brainy/commit/e0cbe2e4f8c42397f655f0180f56f748b6949cfa))
+* bump version to 0.51.2 ([82f20b0](https://github.com/soulcraftlabs/brainy/commit/82f20b054b8e19123966eeaca53e744a17dd2eac))
+* remove unused rollup dependencies ([e197c1e](https://github.com/soulcraftlabs/brainy/commit/e197c1e0c3ece998547177f95325749c401d8e1f))
 
 
 ### Added
 
-* add automatic high-volume handling for S3 storage adapter ([680ee10](https://github.com/soulcraft-research/brainy/commit/680ee103e2810a3771b33e3191b4863a056d47c8))
-* add intelligent verb scoring system for automatic relationship weighting ([bf89b01](https://github.com/soulcraft-research/brainy/commit/bf89b01cb7b774f3d4948b0b6d7e80d108088426))
-* add zero-configuration Brainy service template with augmentation-first architecture ([b605d8a](https://github.com/soulcraft-research/brainy/commit/b605d8a133fd3915309a5a6fdcdbb6ca69bcab04))
-* establish Brainy as world's only true Vector + Graph database ([c5e2f2c](https://github.com/soulcraft-research/brainy/commit/c5e2f2c72af8df83aa0cb38014d954517a39775b))
-* restore comprehensive feature sections to README ([5541c0a](https://github.com/soulcraft-research/brainy/commit/5541c0afc4759a89707d110715a03f84271828aa))
-* restore developer-friendly sections and personality ([0481b76](https://github.com/soulcraft-research/brainy/commit/0481b763b840e234b864418e43e5bbce171ba99b))
-* revolutionize README with problem-focused approach ([afbeccd](https://github.com/soulcraft-research/brainy/commit/afbeccd6d9f91e5857d7e814361dbb6815dbecf8))
+* add automatic high-volume handling for S3 storage adapter ([680ee10](https://github.com/soulcraftlabs/brainy/commit/680ee103e2810a3771b33e3191b4863a056d47c8))
+* add intelligent verb scoring system for automatic relationship weighting ([bf89b01](https://github.com/soulcraftlabs/brainy/commit/bf89b01cb7b774f3d4948b0b6d7e80d108088426))
+* add zero-configuration Brainy service template with augmentation-first architecture ([b605d8a](https://github.com/soulcraftlabs/brainy/commit/b605d8a133fd3915309a5a6fdcdbb6ca69bcab04))
+* establish Brainy as world's only true Vector + Graph database ([c5e2f2c](https://github.com/soulcraftlabs/brainy/commit/c5e2f2c72af8df83aa0cb38014d954517a39775b))
+* restore comprehensive feature sections to README ([5541c0a](https://github.com/soulcraftlabs/brainy/commit/5541c0afc4759a89707d110715a03f84271828aa))
+* restore developer-friendly sections and personality ([0481b76](https://github.com/soulcraftlabs/brainy/commit/0481b763b840e234b864418e43e5bbce171ba99b))
+* revolutionize README with problem-focused approach ([afbeccd](https://github.com/soulcraftlabs/brainy/commit/afbeccd6d9f91e5857d7e814361dbb6815dbecf8))
 
-## [0.48.0](https://github.com/soulcraft-research/brainy/compare/v0.47.0...v0.48.0) (2025-08-06)
+## [0.48.0](https://github.com/soulcraftlabs/brainy/compare/v0.47.0...v0.48.0) (2025-08-06)
 
 
 ### Added
 
-* add GPU acceleration for embeddings with smart device auto-detection ([56c5641](https://github.com/soulcraft-research/brainy/commit/56c564143dda512c59da87c3108bf40c311c06c0))
+* add GPU acceleration for embeddings with smart device auto-detection ([56c5641](https://github.com/soulcraftlabs/brainy/commit/56c564143dda512c59da87c3108bf40c311c06c0))
 
-## [0.47.0](https://github.com/soulcraft-research/brainy/compare/v0.46.0...v0.47.0) (2025-08-06)
+## [0.47.0](https://github.com/soulcraftlabs/brainy/compare/v0.46.0...v0.47.0) (2025-08-06)
 
 
 ### ⚠ BREAKING CHANGES
@@ -191,45 +191,45 @@ Testing:
 
 This migration resolves production issues with Docker egress limitations and provides a more robust, performant foundation for vector operations.
 
-* feat\!: migrate from TensorFlow.js to Transformers.js with ONNX Runtime ([79b1d5e](https://github.com/soulcraft-research/brainy/commit/79b1d5eafb28b242ff2597623c439c1eaadcf20b))
+* feat\!: migrate from TensorFlow.js to Transformers.js with ONNX Runtime ([79b1d5e](https://github.com/soulcraftlabs/brainy/commit/79b1d5eafb28b242ff2597623c439c1eaadcf20b))
 
 
 ### Fixed
 
-* resolve test failures and browser environment issues ([c368864](https://github.com/soulcraft-research/brainy/commit/c368864416c9c5f68016a5f49e2265bcb8d7a792))
+* resolve test failures and browser environment issues ([c368864](https://github.com/soulcraftlabs/brainy/commit/c368864416c9c5f68016a5f49e2265bcb8d7a792))
 
-## [0.46.0](https://github.com/soulcraft-research/brainy/compare/v0.45.0...v0.46.0) (2025-08-06)
+## [0.46.0](https://github.com/soulcraftlabs/brainy/compare/v0.45.0...v0.46.0) (2025-08-06)
 
 
 ### Fixed
 
-* improve local model loading with USE-lite tokenizer support ([5eaf306](https://github.com/soulcraft-research/brainy/commit/5eaf306e76743096d1ad959e5459e0c8a886db57))
+* improve local model loading with USE-lite tokenizer support ([5eaf306](https://github.com/soulcraftlabs/brainy/commit/5eaf306e76743096d1ad959e5459e0c8a886db57))
 
 
 ### Added
 
-* add brainy-models-package v0.8.0 with USE-lite model ([334b469](https://github.com/soulcraft-research/brainy/commit/334b46927b8c867a751da2a536017ab09f187161))
+* add brainy-models-package v0.8.0 with USE-lite model ([334b469](https://github.com/soulcraftlabs/brainy/commit/334b46927b8c867a751da2a536017ab09f187161))
 
 
 ### Changed
 
-* add models-download to gitignore ([6e31a3c](https://github.com/soulcraft-research/brainy/commit/6e31a3c4d4d7d2bc2953b940588fc68f433530b7))
+* add models-download to gitignore ([6e31a3c](https://github.com/soulcraftlabs/brainy/commit/6e31a3c4d4d7d2bc2953b940588fc68f433530b7))
 
-## [0.45.0](https://github.com/soulcraft-research/brainy/compare/v0.44.0...v0.45.0) (2025-08-06)
+## [0.45.0](https://github.com/soulcraftlabs/brainy/compare/v0.44.0...v0.45.0) (2025-08-06)
 
 
 ### Fixed
 
-* improve model loading reliability with better error handling and updated fallback URLs ([933f305](https://github.com/soulcraft-research/brainy/commit/933f30543784458f340c9b867263bc4cec6e7973))
+* improve model loading reliability with better error handling and updated fallback URLs ([933f305](https://github.com/soulcraftlabs/brainy/commit/933f30543784458f340c9b867263bc4cec6e7973))
 
-## [0.44.0](https://github.com/soulcraft-research/brainy/compare/v0.43.0...v0.44.0) (2025-08-05)
+## [0.44.0](https://github.com/soulcraftlabs/brainy/compare/v0.43.0...v0.44.0) (2025-08-05)
 
 
 ### Fixed
 
-* include all JavaScript modules in npm package ([b37debb](https://github.com/soulcraft-research/brainy/commit/b37debb33c45e8ca50c70434bfdc5ae75c7c7797))
+* include all JavaScript modules in npm package ([b37debb](https://github.com/soulcraftlabs/brainy/commit/b37debb33c45e8ca50c70434bfdc5ae75c7c7797))
 
-## [0.43.0](https://github.com/soulcraft-research/brainy/compare/v0.41.0...v0.43.0) (2025-08-05)
+## [0.43.0](https://github.com/soulcraftlabs/brainy/compare/v0.41.0...v0.43.0) (2025-08-05)
 
 
 ### ⚠ BREAKING CHANGES
@@ -238,145 +238,145 @@ This migration resolves production issues with Docker egress limitations and pro
 
 ### Added
 
-* **package:** add initial package.json for test consumer setup ([f50e220](https://github.com/soulcraft-research/brainy/commit/f50e220263a7bdfa050fcb265e244a097f7a0088))
-* **reliability:** implement automatic offline model detection for production ([042a545](https://github.com/soulcraft-research/brainy/commit/042a5454a27e7d023fb97a363f51f10d537d02d5))
-* **test:** add test script for BrainyData functionality ([b7859e4](https://github.com/soulcraft-research/brainy/commit/b7859e4ab7e5680b801323c9eea90d088ad5c967))
+* **package:** add initial package.json for test consumer setup ([f50e220](https://github.com/soulcraftlabs/brainy/commit/f50e220263a7bdfa050fcb265e244a097f7a0088))
+* **reliability:** implement automatic offline model detection for production ([042a545](https://github.com/soulcraftlabs/brainy/commit/042a5454a27e7d023fb97a363f51f10d537d02d5))
+* **test:** add test script for BrainyData functionality ([b7859e4](https://github.com/soulcraftlabs/brainy/commit/b7859e4ab7e5680b801323c9eea90d088ad5c967))
 
 
 ### Documentation
 
-* **readme:** add security and enterprise benefits for offline models ([5b022cf](https://github.com/soulcraft-research/brainy/commit/5b022cf4c97228f79500a4e0c7086f7e73d869dd))
-* **readme:** improve user engagement flow and add advanced features ([2acd2e0](https://github.com/soulcraft-research/brainy/commit/2acd2e08331b75d4bee703918ba25b6c352d3542))
+* **readme:** add security and enterprise benefits for offline models ([5b022cf](https://github.com/soulcraftlabs/brainy/commit/5b022cf4c97228f79500a4e0c7086f7e73d869dd))
+* **readme:** improve user engagement flow and add advanced features ([2acd2e0](https://github.com/soulcraftlabs/brainy/commit/2acd2e08331b75d4bee703918ba25b6c352d3542))
 
 
 ### Changed
 
-* clean up deprecated functions and unused code ([0214168](https://github.com/soulcraft-research/brainy/commit/02141682804ab36efa56b4fbdbfad72cda2a8d43))
-* clean up project for release ([d429a62](https://github.com/soulcraft-research/brainy/commit/d429a623e3af53d041306734e332608e3f23a8c1))
-* **gitignore:** add node_modules directory for test consumer to .gitignore ([45eef34](https://github.com/soulcraft-research/brainy/commit/45eef34067a1667b6891ba63c231a428ba5e7daf))
-* **gitignore:** ignore npm package artifacts ([6ed3ac5](https://github.com/soulcraft-research/brainy/commit/6ed3ac56fe94d4ab92e1ba2fc829769fbdf4e668))
-* **release:** 1.0.0 ([53edf16](https://github.com/soulcraft-research/brainy/commit/53edf16166f45b3be80c1aab48f9c3be3916ed9d))
-* simplify build system and improve model loading flexibility ([3d4c759](https://github.com/soulcraft-research/brainy/commit/3d4c7596938316d1046e9bf7eb97f1e2ec712523))
+* clean up deprecated functions and unused code ([0214168](https://github.com/soulcraftlabs/brainy/commit/02141682804ab36efa56b4fbdbfad72cda2a8d43))
+* clean up project for release ([d429a62](https://github.com/soulcraftlabs/brainy/commit/d429a623e3af53d041306734e332608e3f23a8c1))
+* **gitignore:** add node_modules directory for test consumer to .gitignore ([45eef34](https://github.com/soulcraftlabs/brainy/commit/45eef34067a1667b6891ba63c231a428ba5e7daf))
+* **gitignore:** ignore npm package artifacts ([6ed3ac5](https://github.com/soulcraftlabs/brainy/commit/6ed3ac56fe94d4ab92e1ba2fc829769fbdf4e668))
+* **release:** 1.0.0 ([53edf16](https://github.com/soulcraftlabs/brainy/commit/53edf16166f45b3be80c1aab48f9c3be3916ed9d))
+* simplify build system and improve model loading flexibility ([3d4c759](https://github.com/soulcraftlabs/brainy/commit/3d4c7596938316d1046e9bf7eb97f1e2ec712523))
 
-## [0.41.0](https://github.com/soulcraft-research/brainy/compare/v0.40.0...v0.41.0) (2025-08-05)
+## [0.41.0](https://github.com/soulcraftlabs/brainy/compare/v0.40.0...v0.41.0) (2025-08-05)
 
 
 ### Added
 
-* **tools:** update feature description for clarity ([5e15dab](https://github.com/soulcraft-research/brainy/commit/5e15dabb54e9e5616cf49b759222a24734c58fbc))
+* **tools:** update feature description for clarity ([5e15dab](https://github.com/soulcraftlabs/brainy/commit/5e15dabb54e9e5616cf49b759222a24734c58fbc))
 
 
 ### Fixed
 
-* **security:** resolve critical vulnerability in form-data dependency ([8450af5](https://github.com/soulcraft-research/brainy/commit/8450af5d9289391dd516d23779fb675ae81bf5f6))
-* **storage:** resolve pagination warnings and improve S3 adapter performance ([d7a1c1b](https://github.com/soulcraft-research/brainy/commit/d7a1c1bd27257522e0986e2e882eb169bc7e1d14))
+* **security:** resolve critical vulnerability in form-data dependency ([8450af5](https://github.com/soulcraftlabs/brainy/commit/8450af5d9289391dd516d23779fb675ae81bf5f6))
+* **storage:** resolve pagination warnings and improve S3 adapter performance ([d7a1c1b](https://github.com/soulcraftlabs/brainy/commit/d7a1c1bd27257522e0986e2e882eb169bc7e1d14))
 
-## [0.40.0](https://github.com/soulcraft-research/brainy/compare/v0.39.0...v0.40.0) (2025-08-05)
+## [0.40.0](https://github.com/soulcraftlabs/brainy/compare/v0.39.0...v0.40.0) (2025-08-05)
 
 
 ### Fixed
 
-* **core:** resolve TypeScript compilation errors and test failures ([67db734](https://github.com/soulcraft-research/brainy/commit/67db73461124c33bb6fc11cb5f8daf3ddbfd9f09))
+* **core:** resolve TypeScript compilation errors and test failures ([67db734](https://github.com/soulcraftlabs/brainy/commit/67db73461124c33bb6fc11cb5f8daf3ddbfd9f09))
 
-## [0.39.0](https://github.com/soulcraft-research/brainy/compare/v0.38.0...v0.39.0) (2025-08-04)
+## [0.39.0](https://github.com/soulcraftlabs/brainy/compare/v0.38.0...v0.39.0) (2025-08-04)
 
 
 ### Added
 
-* **pagination:** implement cursor-based pagination and enhance search caching ([0f538f3](https://github.com/soulcraft-research/brainy/commit/0f538f39ba7897d2efb0fadd39fc7218b1bbe72d))
+* **pagination:** implement cursor-based pagination and enhance search caching ([0f538f3](https://github.com/soulcraftlabs/brainy/commit/0f538f39ba7897d2efb0fadd39fc7218b1bbe72d))
 
 
 ### Documentation
 
-* add comprehensive performance docs and rebrand to Zero-to-Smart™ ([80ca8e3](https://github.com/soulcraft-research/brainy/commit/80ca8e35d257723853d0f9d6c95f49937b71aceb))
+* add comprehensive performance docs and rebrand to Zero-to-Smart™ ([80ca8e3](https://github.com/soulcraftlabs/brainy/commit/80ca8e35d257723853d0f9d6c95f49937b71aceb))
 
-## [0.38.0](https://github.com/soulcraft-research/brainy/compare/v0.37.0...v0.38.0) (2025-08-04)
+## [0.38.0](https://github.com/soulcraftlabs/brainy/compare/v0.37.0...v0.38.0) (2025-08-04)
 
 
 ### Documentation
 
-* add distributed deployment architecture and enhancement proposals ([4bb7a9f](https://github.com/soulcraft-research/brainy/commit/4bb7a9f431edaf85e782144057d77b4b20b16b44))
-* add revised distributed implementation plan with practical phases ([e3978e5](https://github.com/soulcraft-research/brainy/commit/e3978e570dcee9b9c7757e75d3fe2c2f55cd99e4))
-* streamline README for better readability and user engagement ([2492fe4](https://github.com/soulcraft-research/brainy/commit/2492fe4f30099dc1b9f9cf0e435b83d5ffc34dce))
+* add distributed deployment architecture and enhancement proposals ([4bb7a9f](https://github.com/soulcraftlabs/brainy/commit/4bb7a9f431edaf85e782144057d77b4b20b16b44))
+* add revised distributed implementation plan with practical phases ([e3978e5](https://github.com/soulcraftlabs/brainy/commit/e3978e570dcee9b9c7757e75d3fe2c2f55cd99e4))
+* streamline README for better readability and user engagement ([2492fe4](https://github.com/soulcraftlabs/brainy/commit/2492fe4f30099dc1b9f9cf0e435b83d5ffc34dce))
 
 
 ### Added
 
-* **distributed:** add distributed mode with multi-instance coordination ([8e4b0ef](https://github.com/soulcraft-research/brainy/commit/8e4b0ef7d8b9c3a4de2b776adc25da3c0a7fc971))
-* **docs:** add S3 migration guide for optimized data transfer strategies ([7b4c779](https://github.com/soulcraft-research/brainy/commit/7b4c7794f3a587e2038452ab0d2c908272cf9556))
-* **safety:** enhance claude-commit with mandatory review and safety features ([c20cc39](https://github.com/soulcraft-research/brainy/commit/c20cc392620ebded69732c62a07295dc212de001))
-* **tools:** add claude-commit AI-powered git commit tool ([d05e320](https://github.com/soulcraft-research/brainy/commit/d05e320a52486c5b5620869940df5b7330fa1067))
-* **tools:** propagate safety features to all projects ([8854b37](https://github.com/soulcraft-research/brainy/commit/8854b3735fac75e695e76ec62edde2160c065f55))
+* **distributed:** add distributed mode with multi-instance coordination ([8e4b0ef](https://github.com/soulcraftlabs/brainy/commit/8e4b0ef7d8b9c3a4de2b776adc25da3c0a7fc971))
+* **docs:** add S3 migration guide for optimized data transfer strategies ([7b4c779](https://github.com/soulcraftlabs/brainy/commit/7b4c7794f3a587e2038452ab0d2c908272cf9556))
+* **safety:** enhance claude-commit with mandatory review and safety features ([c20cc39](https://github.com/soulcraftlabs/brainy/commit/c20cc392620ebded69732c62a07295dc212de001))
+* **tools:** add claude-commit AI-powered git commit tool ([d05e320](https://github.com/soulcraftlabs/brainy/commit/d05e320a52486c5b5620869940df5b7330fa1067))
+* **tools:** propagate safety features to all projects ([8854b37](https://github.com/soulcraftlabs/brainy/commit/8854b3735fac75e695e76ec62edde2160c065f55))
 
-## [0.37.0](https://github.com/soulcraft-research/brainy/compare/v0.36.0...v0.37.0) (2025-08-04)
+## [0.37.0](https://github.com/soulcraftlabs/brainy/compare/v0.36.0...v0.37.0) (2025-08-04)
 
 
 ### Fixed
 
-* **build:** resolve TypeScript compilation errors in optimization modules ([0e2bce1](https://github.com/soulcraft-research/brainy/commit/0e2bce19251f7ea5008695f058272ca4271805f8))
-* **types:** add explicit ArrayBuffer type assertions for compression ([7196fe2](https://github.com/soulcraft-research/brainy/commit/7196fe2d6b756a4e9401cf87585db688145e46fe))
-* **types:** resolve remaining ArrayBuffer type issues in compression methods ([eb8c95e](https://github.com/soulcraft-research/brainy/commit/eb8c95ef3720afa52acc45af2c3dcc896d67decc))
+* **build:** resolve TypeScript compilation errors in optimization modules ([0e2bce1](https://github.com/soulcraftlabs/brainy/commit/0e2bce19251f7ea5008695f058272ca4271805f8))
+* **types:** add explicit ArrayBuffer type assertions for compression ([7196fe2](https://github.com/soulcraftlabs/brainy/commit/7196fe2d6b756a4e9401cf87585db688145e46fe))
+* **types:** resolve remaining ArrayBuffer type issues in compression methods ([eb8c95e](https://github.com/soulcraftlabs/brainy/commit/eb8c95ef3720afa52acc45af2c3dcc896d67decc))
 
 
 ### Added
 
-* **auto-configuration:** implement automatic configuration system for optimal settings ([aa64f49](https://github.com/soulcraft-research/brainy/commit/aa64f490cbad98bc6c95c1f212b8f049d41aa32f))
-* **docs:** add comprehensive user guides and installation instructions for Brainy ([d4dafbf](https://github.com/soulcraft-research/brainy/commit/d4dafbf598a49c7b1b005f7773f14b47fe65bffa))
-* **docs:** update README and add large-scale optimizations guide for v0.36.0 ([ae01bea](https://github.com/soulcraft-research/brainy/commit/ae01bea1aa5d7f3a042f67fa6123c17e59310d68))
-* **hnsw:** implement comprehensive large-scale search optimizations ([c39eee6](https://github.com/soulcraft-research/brainy/commit/c39eee624d40c4ee4d5112c26283c17b133dc3e1))
-* **partitioning:** simplify partition strategies and enable auto-tuning of semantic clusters ([1015c33](https://github.com/soulcraft-research/brainy/commit/1015c33004c248dd45fdb9c37edc6b15ad95a5f8))
+* **auto-configuration:** implement automatic configuration system for optimal settings ([aa64f49](https://github.com/soulcraftlabs/brainy/commit/aa64f490cbad98bc6c95c1f212b8f049d41aa32f))
+* **docs:** add comprehensive user guides and installation instructions for Brainy ([d4dafbf](https://github.com/soulcraftlabs/brainy/commit/d4dafbf598a49c7b1b005f7773f14b47fe65bffa))
+* **docs:** update README and add large-scale optimizations guide for v0.36.0 ([ae01bea](https://github.com/soulcraftlabs/brainy/commit/ae01bea1aa5d7f3a042f67fa6123c17e59310d68))
+* **hnsw:** implement comprehensive large-scale search optimizations ([c39eee6](https://github.com/soulcraftlabs/brainy/commit/c39eee624d40c4ee4d5112c26283c17b133dc3e1))
+* **partitioning:** simplify partition strategies and enable auto-tuning of semantic clusters ([1015c33](https://github.com/soulcraftlabs/brainy/commit/1015c33004c248dd45fdb9c37edc6b15ad95a5f8))
 
-## [0.36.0](https://github.com/soulcraft-research/brainy/compare/v0.35.0...v0.36.0) (2025-08-03)
+## [0.36.0](https://github.com/soulcraftlabs/brainy/compare/v0.35.0...v0.36.0) (2025-08-03)
 
 
 ### Changed
 
-* add CLAUDE.md to .gitignore ([4c0b920](https://github.com/soulcraft-research/brainy/commit/4c0b9200c5304cb5bb4c888bf057927095012c55))
+* add CLAUDE.md to .gitignore ([4c0b920](https://github.com/soulcraftlabs/brainy/commit/4c0b9200c5304cb5bb4c888bf057927095012c55))
 
 
 ### Documentation
 
-* add guidelines for Conventional Commit format and structured commit messages ([f9a8595](https://github.com/soulcraft-research/brainy/commit/f9a859587802dfd294b2eaeefcf251f75a460db4))
+* add guidelines for Conventional Commit format and structured commit messages ([f9a8595](https://github.com/soulcraftlabs/brainy/commit/f9a859587802dfd294b2eaeefcf251f75a460db4))
 
 
 ### Added
 
-* add verb and noun metadata handling in storage adapters ([9778f1b](https://github.com/soulcraft-research/brainy/commit/9778f1bbf46de06bb71d87333f3861210558024e))
-* refactor verb storage to use HNSWVerb for improved performance ([75ccf0f](https://github.com/soulcraft-research/brainy/commit/75ccf0f7472f94cc7a76a9b64b377fb7bdc02624))
+* add verb and noun metadata handling in storage adapters ([9778f1b](https://github.com/soulcraftlabs/brainy/commit/9778f1bbf46de06bb71d87333f3861210558024e))
+* refactor verb storage to use HNSWVerb for improved performance ([75ccf0f](https://github.com/soulcraftlabs/brainy/commit/75ccf0f7472f94cc7a76a9b64b377fb7bdc02624))
 
-## [0.35.0](https://github.com/soulcraft-research/brainy/compare/v0.34.0...v0.35.0) (2025-08-02)
+## [0.35.0](https://github.com/soulcraftlabs/brainy/compare/v0.34.0...v0.35.0) (2025-08-02)
 
-## [0.34.0](https://github.com/soulcraft-research/brainy/compare/v0.1.0...v0.34.0) (2025-08-02)
+## [0.34.0](https://github.com/soulcraftlabs/brainy/compare/v0.1.0...v0.34.0) (2025-08-02)
 
 
 ### Changed
 
-* **release:** 0.2.0 [skip ci] ([c9ca141](https://github.com/soulcraft-research/brainy/commit/c9ca14146ba5376812823185e55fc8b38be3785c))
-* **release:** 0.3.0 [skip ci] ([437360c](https://github.com/soulcraft-research/brainy/commit/437360c2570632204cf951001aa7a0228479255d))
-* **release:** 0.4.0 [skip ci] ([be3a108](https://github.com/soulcraft-research/brainy/commit/be3a108971f0407dd526e355bd9b8e6083575f50))
-* **release:** 0.5.0 ([a05ebb5](https://github.com/soulcraft-research/brainy/commit/a05ebb5ef44084974d544e84b67f37b1ac26a1de))
-* **release:** 0.6.0 ([26cb41a](https://github.com/soulcraft-research/brainy/commit/26cb41ae9459555ec1f16d672f514d0dd2f41a85))
-* **release:** 0.7.0 ([153abe8](https://github.com/soulcraft-research/brainy/commit/153abe8fcda1559f7ee796184e4d5e4f3c2fc833))
+* **release:** 0.2.0 [skip ci] ([c9ca141](https://github.com/soulcraftlabs/brainy/commit/c9ca14146ba5376812823185e55fc8b38be3785c))
+* **release:** 0.3.0 [skip ci] ([437360c](https://github.com/soulcraftlabs/brainy/commit/437360c2570632204cf951001aa7a0228479255d))
+* **release:** 0.4.0 [skip ci] ([be3a108](https://github.com/soulcraftlabs/brainy/commit/be3a108971f0407dd526e355bd9b8e6083575f50))
+* **release:** 0.5.0 ([a05ebb5](https://github.com/soulcraftlabs/brainy/commit/a05ebb5ef44084974d544e84b67f37b1ac26a1de))
+* **release:** 0.6.0 ([26cb41a](https://github.com/soulcraftlabs/brainy/commit/26cb41ae9459555ec1f16d672f514d0dd2f41a85))
+* **release:** 0.7.0 ([153abe8](https://github.com/soulcraftlabs/brainy/commit/153abe8fcda1559f7ee796184e4d5e4f3c2fc833))
 
-## [0.33.0](https://github.com/soulcraft-research/brainy/compare/v0.32.0...v0.33.0) (2025-08-01)
+## [0.33.0](https://github.com/soulcraftlabs/brainy/compare/v0.32.0...v0.33.0) (2025-08-01)
 
-## [0.32.0](https://github.com/soulcraft-research/brainy/compare/v0.31.0...v0.32.0) (2025-08-01)
+## [0.32.0](https://github.com/soulcraftlabs/brainy/compare/v0.31.0...v0.32.0) (2025-08-01)
 
-## [0.31.0](https://github.com/soulcraft-research/brainy/compare/v0.30.0...v0.31.0) (2025-07-31)
+## [0.31.0](https://github.com/soulcraftlabs/brainy/compare/v0.30.0...v0.31.0) (2025-07-31)
 
-## [0.30.0](https://github.com/soulcraft-research/brainy/compare/v0.29.0...v0.30.0) (2025-07-31)
+## [0.30.0](https://github.com/soulcraftlabs/brainy/compare/v0.29.0...v0.30.0) (2025-07-31)
 
-## [0.29.0](https://github.com/soulcraft-research/brainy/compare/v0.28.0...v0.29.0) (2025-07-31)
+## [0.29.0](https://github.com/soulcraftlabs/brainy/compare/v0.28.0...v0.29.0) (2025-07-31)
 
-## [0.28.0](https://github.com/soulcraft-research/brainy/compare/v0.27.1...v0.28.0) (2025-07-31)
+## [0.28.0](https://github.com/soulcraftlabs/brainy/compare/v0.27.1...v0.28.0) (2025-07-31)
 
-### [0.27.1](https://github.com/soulcraft-research/brainy/compare/v0.27.0...v0.27.1) (2025-07-31)
+### [0.27.1](https://github.com/soulcraftlabs/brainy/compare/v0.27.0...v0.27.1) (2025-07-31)
 
 
 ### Changed
 
-* **changelog:** remove manual changelog update script ([72a649e](https://github.com/soulcraft-research/brainy/commit/72a649e174e7ada6ec7fee8c046bf233835cd8d8))
-* **versioning:** switch to standard-version for automated changelog generation ([1f6a70d](https://github.com/soulcraft-research/brainy/commit/1f6a70dbc52547aafe5761d9e03878d485c1ec26))
+* **changelog:** remove manual changelog update script ([72a649e](https://github.com/soulcraftlabs/brainy/commit/72a649e174e7ada6ec7fee8c046bf233835cd8d8))
+* **versioning:** switch to standard-version for automated changelog generation ([1f6a70d](https://github.com/soulcraftlabs/brainy/commit/1f6a70dbc52547aafe5761d9e03878d485c1ec26))
 
 ## [0.26.0] - 2025-07-30
 
diff --git a/brainy-models-package/README.md b/brainy-models-package/README.md
index ddf763cd..261ae6f0 100644
--- a/brainy-models-package/README.md
+++ b/brainy-models-package/README.md
@@ -366,10 +366,10 @@ MIT
 
 ## 🤝 Contributing
 
-Contributions are welcome! Please see the main [Brainy repository](https://github.com/soulcraft-research/brainy) for contribution guidelines.
+Contributions are welcome! Please see the main [Brainy repository](https://github.com/soulcraftlabs/brainy) for contribution guidelines.
 
 ## 💬 Support
 
 For issues and questions:
-- [GitHub Issues](https://github.com/soulcraft-research/brainy/issues)
-- [Documentation](https://github.com/soulcraft-research/brainy)
+- [GitHub Issues](https://github.com/soulcraftlabs/brainy/issues)
+- [Documentation](https://github.com/soulcraftlabs/brainy)
diff --git a/brainy-models-package/package.json b/brainy-models-package/package.json
index 414a9e2a..d79e13a5 100644
--- a/brainy-models-package/package.json
+++ b/brainy-models-package/package.json
@@ -47,13 +47,13 @@
   "publishConfig": {
     "access": "public"
   },
-  "homepage": "https://github.com/soulcraft-research/brainy",
+  "homepage": "https://github.com/soulcraftlabs/brainy",
   "bugs": {
-    "url": "https://github.com/soulcraft-research/brainy/issues"
+    "url": "https://github.com/soulcraftlabs/brainy/issues"
   },
   "repository": {
     "type": "git",
-    "url": "git+https://github.com/soulcraft-research/brainy.git",
+    "url": "git+https://github.com/soulcraftlabs/brainy.git",
     "directory": "brainy-models-package"
   },
   "files": [
diff --git a/docs/README.md b/docs/README.md
index 41ee333e..f52b67f1 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -113,8 +113,8 @@ Common issues and solutions.
 
 ## 📞 Getting Help
 
-- **[GitHub Issues](https://github.com/soulcraft-research/brainy/issues)** - Bug reports and feature requests
-- **[Discussions](https://github.com/soulcraft-research/brainy/discussions)** - Community support
+- **[GitHub Issues](https://github.com/soulcraftlabs/brainy/issues)** - Bug reports and feature requests
+- **[Discussions](https://github.com/soulcraftlabs/brainy/discussions)** - Community support
 - **[Examples](examples/)** - Code examples and tutorials
 
 ---
diff --git a/docs/api-reference/storage-adapters.md b/docs/api-reference/storage-adapters.md
index 914e1a6a..b8c179c4 100644
--- a/docs/api-reference/storage-adapters.md
+++ b/docs/api-reference/storage-adapters.md
@@ -325,7 +325,7 @@ Switch storage backends as your requirements evolve - your application code stay
 ## 💡 Need Help?
 
 - **Built-in adapters**: Use File System, S3, OPFS, or Memory storage
-- **Custom adapters**: Follow the examples above or ask in [GitHub Discussions](https://github.com/soulcraft-research/brainy/discussions)
+- **Custom adapters**: Follow the examples above or ask in [GitHub Discussions](https://github.com/soulcraftlabs/brainy/discussions)
 - **Performance tuning**: See [Storage Optimization Guide](../optimization-guides/storage-optimization.md)
 
 **The power is in your hands** - Brainy adapts to your storage, not the other way around! 🚀
\ No newline at end of file
diff --git a/docs/api/BRAINY-API-REFERENCE.md b/docs/api/BRAINY-API-REFERENCE.md
index 1fbb466c..6d353d7f 100644
--- a/docs/api/BRAINY-API-REFERENCE.md
+++ b/docs/api/BRAINY-API-REFERENCE.md
@@ -1167,7 +1167,7 @@ npm install @soulcraft/brainy-client
 pip install brainy-client
 
 # Go
-go get github.com/soulcraft-research/brainy-client-go
+go get github.com/soulcraftlabs/brainy-client-go
 
 # Java
 implementation 'com.soulcraft:brainy-client:1.0.0'
diff --git a/docs/augmentations/README.md b/docs/augmentations/README.md
index 0e71c055..5a381b77 100644
--- a/docs/augmentations/README.md
+++ b/docs/augmentations/README.md
@@ -856,8 +856,8 @@ export class ProductionDataService {
 ## Support
 
 - **Documentation**: https://soulcraft-research.com/brainy/docs
-- **Community**: https://github.com/soulcraft-research/brainy/discussions
-- **Issues**: https://github.com/soulcraft-research/brainy/issues
+- **Community**: https://github.com/soulcraftlabs/brainy/discussions
+- **Issues**: https://github.com/soulcraftlabs/brainy/issues
 - **Premium Support**: support@soulcraft-research.com (license holders)
 
 ---
diff --git a/docs/deployment/DEPLOYMENT-GUIDE.md b/docs/deployment/DEPLOYMENT-GUIDE.md
index 706cce4c..d4b6987c 100644
--- a/docs/deployment/DEPLOYMENT-GUIDE.md
+++ b/docs/deployment/DEPLOYMENT-GUIDE.md
@@ -8,7 +8,7 @@
 
 ```bash
 # 1. Clone and setup
-git clone https://github.com/soulcraft-research/brainy.git
+git clone https://github.com/soulcraftlabs/brainy.git
 cd brainy
 npm install
 
@@ -511,7 +511,7 @@ http {
 
 ```bash
 # Clone repository
-git clone https://github.com/soulcraft-research/brainy-server.git
+git clone https://github.com/soulcraftlabs/brainy-server.git
 cd brainy-server
 
 # Configure environment
@@ -945,7 +945,7 @@ sudo apt update
 sudo apt install -y docker.io docker-compose nginx certbot
 
 # 3. Clone and configure
-git clone https://github.com/soulcraft-research/brainy-server.git
+git clone https://github.com/soulcraftlabs/brainy-server.git
 cd brainy-server
 
 # 4. Configure environment
diff --git a/docs/examples/README.md b/docs/examples/README.md
index a6fc4e62..90b53f7c 100644
--- a/docs/examples/README.md
+++ b/docs/examples/README.md
@@ -402,7 +402,7 @@ setInterval(() => {
 
 ## 🎯 Example Request Guidelines
 
-**Need a specific example?** Open a [GitHub Issue](https://github.com/soulcraft-research/brainy/issues) with:
+**Need a specific example?** Open a [GitHub Issue](https://github.com/soulcraftlabs/brainy/issues) with:
 
 1. **Use Case**: What you're trying to build
 2. **Environment**: Browser, Node.js, serverless, etc.
diff --git a/docs/getting-started/installation.md b/docs/getting-started/installation.md
index 541308e9..5f32dfa7 100644
--- a/docs/getting-started/installation.md
+++ b/docs/getting-started/installation.md
@@ -309,8 +309,8 @@ if (!environment.isBrowser) {
 ### Getting Help
 
 - 📚 [Troubleshooting Guide](../troubleshooting/)
-- 🐛 [GitHub Issues](https://github.com/soulcraft-research/brainy/issues)
-- 💬 [GitHub Discussions](https://github.com/soulcraft-research/brainy/discussions)
+- 🐛 [GitHub Issues](https://github.com/soulcraftlabs/brainy/issues)
+- 💬 [GitHub Discussions](https://github.com/soulcraftlabs/brainy/discussions)
 
 ## ✅ Next Steps
 
diff --git a/docs/getting-started/quick-start.md b/docs/getting-started/quick-start.md
index 86220a84..603172e1 100644
--- a/docs/getting-started/quick-start.md
+++ b/docs/getting-started/quick-start.md
@@ -227,8 +227,8 @@ Now that you have Brainy running:
 
 ### Get Help
 - **[Troubleshooting](../troubleshooting/)** - Common issues and solutions
-- **[GitHub Issues](https://github.com/soulcraft-research/brainy/issues)** - Bug reports
-- **[GitHub Discussions](https://github.com/soulcraft-research/brainy/discussions)** - Community support
+- **[GitHub Issues](https://github.com/soulcraftlabs/brainy/issues)** - Bug reports
+- **[GitHub Discussions](https://github.com/soulcraftlabs/brainy/discussions)** - Community support
 
 ## 💡 Pro Tips
 
diff --git a/docs/guides/offline-model-reliability.md b/docs/guides/offline-model-reliability.md
index 38c2794b..02d844fc 100644
--- a/docs/guides/offline-model-reliability.md
+++ b/docs/guides/offline-model-reliability.md
@@ -309,7 +309,7 @@ const config = modelConfig[process.env.NODE_ENV] || modelConfig.production
 
 ## Support and Resources
 
-- **GitHub Issues**: [Report deployment issues](https://github.com/soulcraft-research/brainy/issues)
+- **GitHub Issues**: [Report deployment issues](https://github.com/soulcraftlabs/brainy/issues)
 - **Documentation**: Complete API reference and examples
 - **Community**: Join discussions about production deployments
 
diff --git a/docs/guides/optional-model-bundling.md b/docs/guides/optional-model-bundling.md
index e44f885a..a4f5dfbb 100644
--- a/docs/guides/optional-model-bundling.md
+++ b/docs/guides/optional-model-bundling.md
@@ -359,6 +359,6 @@ For optimal performance:
 
 For issues with the optional model bundling package:
 
-- [GitHub Issues](https://github.com/soulcraft-research/brainy/issues)
-- [Main Documentation](https://github.com/soulcraft-research/brainy)
+- [GitHub Issues](https://github.com/soulcraftlabs/brainy/issues)
+- [Main Documentation](https://github.com/soulcraftlabs/brainy)
 - [Model Management Guide](./model-management.md)
diff --git a/docs/user-guides/README.md b/docs/user-guides/README.md
index 8c07cd33..2f15a245 100644
--- a/docs/user-guides/README.md
+++ b/docs/user-guides/README.md
@@ -118,5 +118,5 @@ Optimize bundle size with selective model loading.
 ## 🆘 Need Help?
 
 - **[Troubleshooting](../troubleshooting/)** - Common issues and solutions
-- **[GitHub Issues](https://github.com/soulcraft-research/brainy/issues)** - Report bugs or request features
-- **[GitHub Discussions](https://github.com/soulcraft-research/brainy/discussions)** - Community support and questions
\ No newline at end of file
+- **[GitHub Issues](https://github.com/soulcraftlabs/brainy/issues)** - Report bugs or request features
+- **[GitHub Discussions](https://github.com/soulcraftlabs/brainy/discussions)** - Community support and questions
\ No newline at end of file
diff --git a/package.json b/package.json
index e83b2e16..90f4ad5c 100644
--- a/package.json
+++ b/package.json
@@ -158,13 +158,13 @@
   "publishConfig": {
     "access": "public"
   },
-  "homepage": "https://github.com/soulcraft-research/brainy",
+  "homepage": "https://github.com/soulcraftlabs/brainy",
   "bugs": {
-    "url": "https://github.com/soulcraft-research/brainy/issues"
+    "url": "https://github.com/soulcraftlabs/brainy/issues"
   },
   "repository": {
     "type": "git",
-    "url": "git+https://github.com/soulcraft-research/brainy.git"
+    "url": "git+https://github.com/soulcraftlabs/brainy.git"
   },
   "files": [
     "dist/**/*.js",