Codeseys/composer-replication-framework

1% Composer 2.5 Replication Framework — BibTeX citation file2% https://huggingface.co/Codeseys/composer-replication-framework3%4% Citation order: this work first, then the upstream sources you'd typically5% cite alongside it (Cursor blog, OPSD, SDPO).6 7@misc{composer-replication-framework-2026,8  author       = {Codeseys},9  title        = {Composer 2.5 Replication Framework: Methodology and Integration Architecture for Open Replication of Cursor's Agentic Coding Recipe},10  year         = {2026},11  publisher    = {HuggingFace},12  howpublished = {\url{https://huggingface.co/Codeseys/composer-replication-framework}},13  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.}14}15 16@article{cursor2026composer25,17  title  = {Introducing {C}omposer 2.5},18  author = {{Cursor Team}},19  year   = {2026},20  url    = {https://cursor.com/blog/composer-2-5},21  note   = {Cursor blog. Cited in Section 2 of the framework's methodology paper.}22}23 24@article{zhao2026opsd,25  title         = {Self-{D}istilled {R}easoner: {O}n-{P}olicy {S}elf-{D}istillation for {L}arge {L}anguage {M}odels},26  author        = {Zhao, Siyan and Xie, Zhihui and Liu, Mengchen and Huang, Jing and Pang, Guan and Chen, Feiyu and Grover, Aditya},27  year          = {2026},28  journal       = {arXiv preprint arXiv:2601.18734},29  url           = {https://arxiv.org/abs/2601.18734},30  note          = {OPSD. MIT-licensed reference implementation at \url{https://github.com/siyan-zhao/OPSD}; the framework lifts \texttt{generalized\_jsd\_loss} from this codebase.}31}32 33@article{hubotter2026sdpo,34  title         = {Reinforcement {L}earning via {S}elf-{D}istillation},35  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},36  year          = {2026},37  journal       = {arXiv preprint arXiv:2601.20802},38  url           = {https://arxiv.org/abs/2601.20802},39  note          = {SDPO. ICLR 2026 Scaling Post-training Workshop. Mathematically equivalent to Cursor's ``Targeted RL with Textual Feedback.''}40}41 42@article{moonshot2026kimi-k25,43  title  = {{K}imi {K}2.5},44  author = {{Moonshot AI}},45  year   = {2026},46  url    = {https://huggingface.co/moonshotai/Kimi-K2-Thinking},47  note   = {Open-source 1T-total / 32B-active MoE base model used by Cursor for Composer 2 / 2.5.}48}49