About this research

Why a separate site

I ship production AI systems for a living — automotive, defence, education. The interesting part of that work is rarely the thing that worked. It is the failure mode nobody documented: the model that forgets a capability three RLHF rounds in, the detector that collapses under paraphrase, the hallucination pattern that only shows up in Kannada. These 15 papers are where I write those down properly, with the argument laid out and the open problems named.

They live on their own domain because a research record should outlive a portfolio redesign, and because a citation deserves a stable URL that is obviously about the work and nothing else.

Open access, permanently

Every paper is deposited on Zenodo, run by CERN, and receives a permanent DOI on deposit. The DOI resolves whether or not this site exists. Nothing is behind a paywall, an email gate, or an account.

All of it is released under CC BY 4.0: copy it, quote it, translate it, build on it, teach from it, feed it to a model. The only condition is attribution.

Citing a paper

Each paper page carries a ready-made BibTeX entry and an APA string, both keyed to the DOI. Cite the DOI rather than this site's URL — it is the durable identifier, and it is what indexes correctly.

Preprints, not peer review

These are self-archived preprints and research agendas. They have not been through journal peer review, and they say so. Several are explicitly framed as agendas: the contribution is the problem statement and the survey of where existing explanations break, not a new experimental result. Read them as arguments to disagree with, and tell me where they are wrong.

Corrections and collaboration

If you find an error, have a counter-example, or want to work on one of the open problems, write to me. Corrections get a new Zenodo version with its own DOI, and the old version stays resolvable — the record is append-only by design.