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Delete Names Five Operations: Erasure Semantics for Derived Agent Memory, and Why a State-Level Definition Cannot Be the Auditable One

Abstract

Persistent memory has become a standard component of language-model agents, and with it a standard assumption: that where a fact lives in a retrievable store rather than in weights, erasing it is a solved problem, because a store supports deletion and weights do not. Agent memory does not hold the records that assumption presumes. It holds derivations - extracted facts, consolidated summaries, reflections, learned procedures, and edits made to earlier entries because a later one arrived - and deleting a source does not remove what was derived from it. This paper separates the operations that the single word delete is used for in this literature: removing the stored item, withdrawing everything derived from it, barring it from supporting an outgoing claim, making the fact non-inferable from what remains, and restoring the store to the state that would have obtained had the item never been written. Three systems published in 2026 supply a semantics for one of these each, and they are not the same semantics. The paper argues that the second is the database view-deletion problem, which has a known structure - no unique source update, and two inequivalent minimality objectives - that the agent-memory literature is rediscovering without the vocabulary; that the fourth is not a property of a record at all, and that deletion is itself an inference signal; and that the fifth is not defined for LLM-mediated consolidation, because the same trajectories are reported to yield different memories under different update schedules. The parametric unlearning literature reached the parallel conclusion in 2021, that only an algorithmic-level definition is auditable. What is not known is stated flatly: no work located for this paper reports what fraction of a production memory store's entries carry a recoverable derivation link to their sources. Six measurements are specified.

The literature search, drafting and citation verification for this paper were carried out with AI assistance under the author's direction. Every citation was machine-verified against the arXiv API and Crossref before inclusion, and every quantitative claim was read back against the cited source's own abstract or, where a claim is drawn from a paper's body, against the located passage. The author is responsible for the final text and for all claims made in it.

Pranay Mahendrakar, AI specialist

About the author

Pranay Mahendrakar is an ai specialist and large language model engineer based in Bengaluru, India. He builds production artificial intelligence systems and publishes open-access research on how those systems fail. See all 66 papers by Pranay Mahendrakar, or his ORCID record.

Questions about this paper

Who wrote "Delete Names Five Operations"?

Pranay Mahendrakar wrote "Delete Names Five Operations: Erasure Semantics for Derived Agent Memory, and Why a State-Level Definition Cannot Be the Auditable One", published 6 Sep 2026. 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.

Is "Delete Names Five Operations" free to read?

Yes. "Delete Names Five Operations" by Pranay Mahendrakar is open access under a Creative Commons Attribution 4.0 licence, with the full PDF available from Zenodo at https://doi.org/10.5281/zenodo.23022338. There is no paywall and no account required.

How do I cite "Delete Names Five Operations"?

Cite the DOI: Mahendrakar, P. (2026). Delete Names Five Operations: Erasure Semantics for Derived Agent Memory, and Why a State-Level Definition Cannot Be the Auditable One. Zenodo. https://doi.org/10.5281/zenodo.23022338 A BibTeX entry is provided on this page.

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