| % Composer 2.5 Replication Framework — BibTeX citation file |
| % https://huggingface.co/Codeseys/composer-replication-framework |
| % |
| % Citation order: this work first, then the upstream sources you'd typically |
| % cite alongside it (Cursor blog, OPSD, SDPO). |
| |
| @misc{composer-replication-framework-2026, |
| author = {Codeseys}, |
| title = {Composer 2.5 Replication Framework: Methodology and Integration Architecture for Open Replication of Cursor's Agentic Coding Recipe}, |
| year = {2026}, |
| publisher = {HuggingFace}, |
| howpublished = {\url{https://huggingface.co/Codeseys/composer-replication-framework}}, |
| note = {Pre-experimental v0.0 release. Methodology, integration architecture across TRL/VeRL/OpenEnv, and economic-feasibility result for novel multi-teacher trace-replay channel. Empirical training validation in follow-up paper.} |
| } |
| |
| @article{cursor2026composer25, |
| title = {Introducing {C}omposer 2.5}, |
| author = {{Cursor Team}}, |
| year = {2026}, |
| url = {https://cursor.com/blog/composer-2-5}, |
| note = {Cursor blog. Cited in Section 2 of the framework's methodology paper.} |
| } |
| |
| @article{zhao2026opsd, |
| title = {Self-{D}istilled {R}easoner: {O}n-{P}olicy {S}elf-{D}istillation for {L}arge {L}anguage {M}odels}, |
| author = {Zhao, Siyan and Xie, Zhihui and Liu, Mengchen and Huang, Jing and Pang, Guan and Chen, Feiyu and Grover, Aditya}, |
| year = {2026}, |
| journal = {arXiv preprint arXiv:2601.18734}, |
| url = {https://arxiv.org/abs/2601.18734}, |
| note = {OPSD. MIT-licensed reference implementation at \url{https://github.com/siyan-zhao/OPSD}; the framework lifts \texttt{generalized\_jsd\_loss} from this codebase.} |
| } |
| |
| @article{hubotter2026sdpo, |
| title = {Reinforcement {L}earning via {S}elf-{D}istillation}, |
| author = {H{\"u}botter, Jonas and L{\"u}beck, Frederike and Behric, Lejs and Baumann, Anton and Bagatella, Marco and Marta, Daniel and Hakimi, Ido and Shenfeld, Idan and Buening, Thomas Kleine and Guestrin, Carlos and Krause, Andreas}, |
| year = {2026}, |
| journal = {arXiv preprint arXiv:2601.20802}, |
| url = {https://arxiv.org/abs/2601.20802}, |
| note = {SDPO. ICLR 2026 Scaling Post-training Workshop. Mathematically equivalent to Cursor's ``Targeted RL with Textual Feedback.''} |
| } |
| |
| @article{moonshot2026kimi-k25, |
| title = {{K}imi {K}2.5}, |
| author = {{Moonshot AI}}, |
| year = {2026}, |
| url = {https://huggingface.co/moonshotai/Kimi-K2-Thinking}, |
| note = {Open-source 1T-total / 32B-active MoE base model used by Cursor for Composer 2 / 2.5.} |
| } |
| |
