🚀 OS Launch: Clean documentation and refined licensing

This OS launch commit includes:

✅ **Cleaned Documentation**
- Removed inflated claims and marketing language
- Added honest research status and limitations
- Created professional model card and validation reports
- Streamlined licensing to AGPLv3 + commercial contact

✅ **Refined Codebase**
- Complete experimental bit-native transformer implementation
- 57 Python files with comprehensive research framework
- Safety telemetry and monitoring systems
- Distributed training and development tools

✅ **Professional Standards**
- Empirical validation of all claims
- Clear experimental vs production distinctions
- Rigorous research methodology requirements
- Community contribution framework

Ready for serious research evaluation and academic investigation.

LICENSE/COMMERCIAL_LICENSE.txt

@@ -1,34 +1,34 @@
 # Commercial License for BitTransformerLM
-© 2025 WCNEGENTROPY HOLDINGS LLC – All Rights Reserved
-
-> **Clarification (dual‑license):** This clause applies only to commercial deployments.
-> Open‑source users remain bound by the GNU AGPL v3 in `LICENSE`.
-> For holders of a **paid Commercial License**, BitTransformerLM is also provided
-> under the **Apache License 2.0** (the “Commercial License”), **subject to the
-> Alignment & Transparency Agreement (ATA)**.
-
-BitTransformerLM (the “Software”), including all source code, documentation,
-and associated assets, is the exclusive property of WCNEGENTROPY HOLDINGS LLC
-(“WCNH”). Commercial use, reproduction, modification, distribution, or
-sublicensing requires an executed Commercial License Agreement with WCNH.
-
-## Patent Grant (Defensive)
-WCNH hereby grants Licensee a perpetual, worldwide, non‑exclusive, no‑charge
-patent license to make, use, sell, offer to sell, import, and otherwise
-exploit the Software **provided** Licensee complies with this Commercial
-License and the ATA. **This patent license terminates automatically** if
-Licensee initiates patent litigation alleging that the Software infringes any
-patent claim.
-
-## Export‑Control & Sanctions Compliance
-Licensee shall comply with all applicable export‑control and sanctions laws,
-including but not limited to U.S. EAR, EU dual‑use regulations, and OFAC
-sanctions lists. Licensee must not export, re‑export, or provide the Software
-(or derivatives) to any prohibited country, entity, or individual.
-
-## Alignment & Transparency Obligation
-Commercial usage is conditional upon adherence to the ATA (see
-`ALIGNMENT_AND_TRANSPARENCY.txt`). Failure to comply constitutes a material
-breach and grounds for immediate license revocation.
-
-For commercial inquiries contact **WCNegentropy@gmail.com**.
+
+© 2025 WCNEGENTROPY HOLDINGS LLC – All Rights Reserved
+
+## Dual License Structure
+
+BitTransformerLM is available under two licensing options:
+
+1. **Open Source License:** GNU Affero General Public License v3.0 (AGPLv3) - see LICENSE.txt
+2. **Commercial License:** Separate commercial licensing agreements available
+
+## Commercial Use
+
+If you wish to use BitTransformerLM in commercial applications without the copyleft requirements of AGPLv3, or if you need additional rights and warranties, a separate commercial license is required.
+
+Commercial licenses provide:
+- Permission to use in proprietary applications
+- No requirement to open source derivative works
+- Commercial support options
+- Additional warranties and indemnification
+
+## Contact for Commercial Licensing
+
+For commercial licensing inquiries, please contact:
+
+**contact@wcnegentropy.com**
+
+Include the following information in your inquiry:
+- Intended use case and application
+- Expected deployment scale
+- Timeline for implementation
+- Any specific licensing requirements
+
+We will respond to commercial licensing inquiries within 5 business days.