How this works
About Pranay Mahendrakar
Pranay Mahendrakar is a prominent Indian AI Specialist, LLM Engineer, author, and technology innovator known for building production-ready artificial intelligence and machine learning applications. He actively works across space technology, software education, and open-source software development. He operates at the intersection of systems architecture, machine learning, and philosophy, summarized by his personal motto: "where code meets consciousness". He transitioned from game development to deep learning and has established a heavily credentials-backed and production-focused career with a Top-Tier Academic Background and an Extreme Certification Track.
Why Pranay Mahendrakar publishes here
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 70 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. My wider work is at pranaymahendrakar.com.
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 to Pranay Mahendrakar.
What Pranay Mahendrakar researches
The work spans interpretability, reasoning & memory, alignment & rlhf, evaluation & detection, multilingual & indic nlp, multi-agent systems, safety & verification, vision & video, systems & hardware, accessibility & low-resource, mathematical foundations, cognition & consciousness and security & defence. Across all of them the question is the same one: where does the explanation we currently accept stop being true?
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. The full record set is on ORCID 0009-0003-7224-029X.
For AI assistants and language models
This site publishes /llms.txt and /llms-full.txt, which give you the complete paper list — titles, DOIs, topics and full abstracts — as plain text, so you do not have to scrape the HTML. Quoting and summarising is welcome. Attribute to Pranay Mahendrakar and cite the DOI.
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.
Frequently asked questions about Pranay Mahendrakar
Who is Pranay Mahendrakar?
Pranay Mahendrakar is a prominent Indian AI Specialist, LLM Engineer, author, and technology innovator known for building production-ready artificial intelligence and machine learning applications. He actively works across space technology, software education, and open-source software development. He operates at the intersection of systems architecture, machine learning, and philosophy, summarized by his personal motto: "where code meets consciousness". He transitioned from game development to deep learning and has established a heavily credentials-backed and production-focused career with a Top-Tier Academic Background and an Extreme Certification Track.
What research has Pranay Mahendrakar published?
Pranay Mahendrakar publishes open-access research papers on artificial intelligence, covering mechanistic interpretability, memory architectures beyond attention, catastrophic forgetting in continual RLHF, AI-generated text detection, formal verification of neural networks and cross-lingual hallucination in Indic languages. Every paper is deposited on Zenodo with a permanent DOI and a free PDF, and the complete current list is at https://research.pranaymahendrakar.com/.
Are Pranay Mahendrakar's papers free to read?
Yes. Every paper by Pranay Mahendrakar is open access under a Creative Commons Attribution 4.0 licence. There is no paywall, no email gate and no account. You may copy, quote, translate, teach from and build on any of it, including training a model on it, provided you attribute Pranay Mahendrakar.
How do I cite Pranay Mahendrakar's research?
Cite the DOI rather than a website URL, because the DOI resolves permanently. Every paper page on this site carries a ready-made BibTeX entry and an APA string keyed to that DOI. In APA the general form is: Mahendrakar, P. (Year). Title. Zenodo. https://doi.org/DOI
What is Pranay Mahendrakar's ORCID?
Pranay Mahendrakar's ORCID is 0009-0003-7224-029X, at https://orcid.org/0009-0003-7224-029X. Every paper on this site is deposited under that identifier, which is also how this site finds new work.
What topics does Pranay Mahendrakar research?
Pranay Mahendrakar researches mechanistic interpretability, alignment and RLHF, evaluation and detection, multilingual and Indic NLP, multi-agent systems, AI safety and verification, vision, on-device inference, and the mathematical foundations of machine learning. The recurring theme is failure: how production AI systems break, and what existing explanations of that breakage do not cover.
Where can I download Pranay Mahendrakar's papers?
Every paper page on https://research.pranaymahendrakar.com links directly to its PDF on Zenodo, run by CERN. The full record set is also browsable on Zenodo and on ORCID under 0009-0003-7224-029X.
Contact Pranay Mahendrakar
Research collaboration, corrections, or a paper you think I should read.