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README.md

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+# BEMSH-BVV Research
+
+Independent research in representations, memory, and modular computation.
+
+BEMSH-BVV Research is an independent scientific initiative exploring how learning systems represent information, organize memory, and coordinate computation and action. Our current work focuses on language-model architectures, with a longer-term interest in robotics and embodied interaction.
+
+## Research directions
+
+- **Representations and input interfaces:** distinguishing token identity from learned representations and studying fixed alternatives to trainable input tables.
+- **Modular architectures:** investigating interfaces between contextual computation, persistent memory, and executable skills.
+- **Experimental methodology:** evaluating capabilities, testing interfaces, and separating observed behavior from proposed explanations.
+
+## Current projects
+
+### Fixed token representations
+
+Experiments on language modeling without independently trainable token-specific input vectors.
+
+[Paper](https://huggingface.co/papers/2610.04002) · [Models and artifacts](https://huggingface.co/collections/Bochkov/do-language-models-need-a-trainable-input-embedding-table)
+
+### Modular language-model systems
+
+Experiments with reconstructive memories, executable skills, and explicit interfaces for coordinating independently constructed components.
+
+[Paper](https://huggingface.co/papers/2610.04012) · [Models and artifacts](https://huggingface.co/collections/Bochkov/beyond-the-parameter-monolith-modular-language-modeling)
+
+## Open research
+
+We publish models, code, experimental methods, and findings—including limitations and negative results—to support independent evaluation, further research, and teaching.
+
+Each release documents its own scope, requirements, and limitations. Research prototypes should not be treated as validated deployment systems.
+
+Existing project artifacts are currently hosted under [Bochkov](https://huggingface.co/Bochkov); this organization provides a shared home for the developing research initiative.
+
+## Collaboration
+
+The initiative is currently maintained by [Andrey Bochkov](https://huggingface.co/Bochkov).
+
+Contributions are welcome in independent replication, evaluation, architecture design, representation analysis, and educational materials. To discuss a specific project, please open a discussion in the relevant model repository.
+
+When using an artifact, please consult its model card for licensing, usage conditions, and citation information.