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+ # NOTICE
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+
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+ **Project:** CMS Manhattan JiRack
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+ **Model:** JiRackTernary_405b
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+ **Inventor:** Konstantin Vladimirovich Grabko
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+ **Date:** February 15, 2026
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+
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+ ---
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+
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+ ## 1. Legal Ownership and Copyright
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+
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+ **Copyright Β© 2025-2026 Konstantin Vladimirovich Grabko. All rights reserved.**
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+
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+ The **JiRack architecture** and the specific weights for the **JiRackTernary_405b** model are the proprietary intellectual property of **Konstantin Vladimirovich Grabko**. Use of this software and model weights is strictly governed by the **CMS Manhattan JiRack License V.1.2**.
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+
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+ ---
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+
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+ ## 2. Derived Architecture Notice (Meta Llama)
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+
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+ This model is built upon the **Llama-3.1-405B** architecture developed by **Meta Platforms, Inc.**
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+
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+ - The structural configuration (number of layers, heads, and dimensions) is compatible with the Llama architecture to ensure integration with existing ecosystems.
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+
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+ - Users **must comply** with the [**Meta Llama 3.1 Community License Agreement**](https://github.com/meta-llama/llama-models/blob/main/models/llama3_1/LICENSE) in addition to the JiRack proprietary terms.
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+
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+ ### Dual Licensing Requirements
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+
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+ ⚠️ **IMPORTANT:** This model is subject to BOTH:
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+ 1. **Meta Llama 3.1 Community License** (for base architecture)
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+ 2. **CMS Manhattan JiRack License V.1.2** (for quantization technology and optimizations)
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+
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+ Users must obtain compliance with both licenses for any use.
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+
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+ ---
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+
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+ ## 3. Patent Pending Technologies
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+
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+ This distribution includes technologies for which patents are currently pending (filed/drafted **December 21, 2025**), specifically:
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+
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+ ### Protected Technologies
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+
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+ 1. **Ternary-Quantized Optimization with Bitwise Unpacking**
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+ - 2-bit weight packing methodology
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+ - Real-time bitwise extraction logic
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+ - Group-wise scaling mechanism ($N=128$)
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+
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+ 2. **Buffered Routing Embedding (BRE)** for HBM management
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+ - Dynamic memory pool allocation
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+ - Layer-specific buffer routing
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+ - Cross-device memory orchestration
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+
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+ 3. **SwiGLU-Attention (SWA) Fusion** for thermal and compute optimization
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+ - Fused kernel implementation
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+ - Thermal management protocols
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+ - Activation memory reduction techniques
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+
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+ **Patent Status:** [PATENT PENDING]
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+ **Prior Art Date:** December 21, 2025
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+
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+ For detailed claims, see [PATENT_NOTICE.md](./PATENT_NOTICE.md)
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+
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+ ---
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+
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+ ## 4. Attribution Requirements
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+
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+ Any distribution of this model or derivative works **must**:
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+
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+ βœ… Include this **NOTICE** file in its entirety
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+ βœ… Maintain all original **copyright notices**
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+ βœ… Preserve **patent pending** designations
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+ βœ… Include **trademark attributions**
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+ βœ… Provide clear attribution to **Konstantin Vladimirovich Grabko**
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+ βœ… Link to the original repository and documentation
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+
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+ ### Required Attribution Text
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+
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+ When using or referencing this model, include:
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+
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+ ```
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+ This model uses JiRack Ternary Quantization technology developed by
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+ Konstantin Vladimirovich Grabko (Patent Pending). Based on Meta Llama 3.1
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+ architecture. See NOTICE.md for full legal information.
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+ ```
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+
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+ ---
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+
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+ ## 5. Restrictions on Use
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+
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+ ### Prohibited Activities
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+
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+ ❌ Filing patent applications based on the disclosed technologies
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+ ❌ Removing or modifying copyright/patent notices
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+ ❌ Commercial use without explicit written authorization
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+ ❌ Reverse engineering of proprietary quantization methods
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+ ❌ Creating competitive derivative works without licensing
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+
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+ ### Permitted Activities
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+
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+ βœ… Research and academic use (with proper attribution)
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+ βœ… Personal experimentation and evaluation
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+ βœ… Contribution to the original project
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+ βœ… Commercial use **with valid license** (contact for licensing)
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+
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+ ---
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+
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+ ## 6. Warranty Disclaimer
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+
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+ ```
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+ THIS SOFTWARE AND MODEL ARE PROVIDED "AS IS" WITHOUT WARRANTY OF ANY KIND,
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+ EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
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+ MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
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+ IN NO EVENT SHALL THE COPYRIGHT HOLDER BE LIABLE FOR ANY CLAIM, DAMAGES
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+ OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE,
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+ ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
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+ OTHER DEALINGS IN THE SOFTWARE.
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+ ```
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+
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+ ---
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+
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+ ## 7. Export Control
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+
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+ This technology may be subject to export control regulations. Users are responsible for ensuring compliance with all applicable export control laws and regulations in their jurisdiction.
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+
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+ ---
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+
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+ ## 8. Third-Party Dependencies
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+
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+ This model may include or depend on third-party software components. Each component is subject to its own license terms. See the `/licenses` directory for complete third-party license information.
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+
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+ ### Key Dependencies
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+ - **PyTorch** - BSD License
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+ - **Transformers** (Hugging Face) - Apache 2.0 License
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+ - **Meta Llama 3.1** - Meta Llama 3.1 Community License
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+
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+ ---
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+
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+ ## 9. Contact Information
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+
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+ For licensing inquiries or commercial use authorization, contact:
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+
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+ **Konstantin Vladimirovich Grabko**
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+ πŸ“§ **Email:** grabko@cmsmanhattan.com
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+ πŸ“ž **Phone:** +1 (516) 777-0945
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+ πŸ“ **Location:** Plainview, New York, USA
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+
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+ ### Inquiry Types
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+ - πŸ’Ό Commercial licensing and partnerships
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+ - πŸ”¬ Research collaborations
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+ - πŸ› οΈ Technical support and integration
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+ - βš–οΈ Legal and patent inquiries
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+ - 🀝 Joint venture opportunities
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+
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+ ---
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+
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+ ## 10. Version History
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+
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+ | Version | Date | Changes |
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+ |---------|------|---------|
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+ | 1.2 | February 15, 2026 | Updated patent status, added attribution requirements |
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+ | 1.1 | January 10, 2026 | Added Meta Llama license clarification |
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+ | 1.0 | December 21, 2025 | Initial release with patent filing |
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+
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+ ---
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+
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+ ## Related Documentation
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+
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+ - πŸ“„ [PATENT_NOTICE.md](./PATENT_NOTICE.md) - Detailed patent claims
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+ - πŸ“„ [TECHNICAL_DOCUMENTATION.md](./TECHNICAL_DOCUMENTATION.md) - Implementation details
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+ - πŸ“„ [TECHNICAL_DESCRIPTION.md](./TECHNICAL_DESCRIPTION.md) - Invention overview
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+ - πŸ“„ [BENCHMARKS.md](./BENCHMARKS.md) - Performance validation
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+ - πŸ“„ [LICENSE.md](./LICENSE.md) - Full license text (CMS Manhattan JiRack License V.1.2)
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+
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+ ---
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+
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+ **Last Updated:** February 15, 2026
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+ **Document Version:** 1.2
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+ **Effective Date:** December 21, 2025
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+
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+ ---
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+
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+ *This NOTICE is a legal document and must be preserved in all distributions and derivative works.*