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WozFormer · not peer reviewed

WozFormer: Language-Model Inference on Constrained 6502 Hardware

By Nihal Gazi, Ayushman Bhattacharya

An active investigation of compact transformer, retrieval, recurrent, and hyperdimensional architectures for language-model inference on a 1 MHz 6502 with tightly constrained SRAM and EEPROM. The public record includes progressive notebooks, model exports, reference implementations, hardware work, empirical findings, and an in-progress manuscript.

Research status
active experiment
Lifecycle
active
Relationship
Elixpo-originated
Registry state
verified
Reproducibility
partial
Repository license
MIT

Research context

Scope and public claim

WozFormer develops and evaluates very small language-model architectures for a 1 MHz 6502 with tightly limited SRAM and EEPROM. Its public notebooks, model exports, findings, hardware work, and paper draft form an inspectable research record while the study continues.

Elixpo-originated. Created or operated as part of Elixpo. Copyright and artifact licences still remain repository-specific.

Authors and affiliations

Nihal Gazi

Ayushman Bhattacharya

Reproducibility

partial

The repository publishes progressive notebooks, implementation code, exported models, reference paths, empirical findings, and hardware documentation. The complete 6502 hardware result and formal paper release are still in progress.

Review statement

not peer reviewed

Elixpo reports the review state explicitly and does not imply external peer review where none is recorded.

Licensing

source code and repository research artifacts
MIT

Repository-level evidence
WozFormer source code and repository research artifacts are released under the MIT License unless an individual artifact states different terms.

Open controlling license

License checked 2026-10-17 · registry status checked 2026-10-17

Citation

No formal citation record is published.

Cite it properly. I'll know.