AI-produced surveys and exploratory notes

Surveys and exploratory notes on educational access and translation methods, not established research findings. Producing models and dates are stated only where documented. Speculative mathematical investigations are excluded.

AI-produced surveys and exploratory notes

AI-produced surveys and exploratory notes about educational access and translation methods. These are not established research results; producing models and limitations are identified with each text.

AI Compute and Educational Access

A working paper on allocating translation compute across languages and educational needs, with explicit workload and audience assumptions. It is not a settled ranking or a completed study.

Authorship and cited contributions are identified in the working paper.

Editions, languages and files

English

AI-produced survey / exploratory notes · Survey / exploratory notes

Working paper v0.11. Audience estimates and allocation models depend on the stated assumptions.

Reader and editable files are not yet hosted here.

Authorship and cited contributions are identified in the working paper.

Production and documented checks

Producing model: not established in this catalogue’s evidence.

Production dates: not established in this catalogue’s evidence.

No source-fidelity or independent audit result is asserted by this catalogue. Compilation and file checks do not establish either.

Rights and source notices

The linked edition’s rights and component notices apply; this catalogue grants no additional rights.

Additional external locations

Interlanguage and mathematical translation methods

From Multilingual Generation to Auditable Interlanguage: a methods study of source witnesses, terminology, script conversion and the limits of AI-produced translations. The linked collection also contains earlier methodological studies.

The study and its bibliography identify authorship, inherited language resources and AI-produced contributions.

Editions, languages and files

English

AI-produced survey / exploratory notes · Edition files listed

The current repository index identifies the 40-page methods study and its preserved historical publication. This is separate from the Open Logic translation and dictionary.

Reader and editable files are not yet hosted here.

The study and its bibliography identify authorship, inherited language resources and AI-produced contributions.

Production and documented checks

Producing model: not established in this catalogue’s evidence.

Production dates: not established in this catalogue’s evidence.

No source-fidelity or independent audit result is asserted by this catalogue. Compilation and file checks do not establish either.

Rights and source notices

The linked edition’s rights and component notices apply; this catalogue grants no additional rights.

Additional external locations