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Journal article

Compressed Once, Read Many Times: Why Prompt-Compression Results Do Not Transfer to Agent Memory, What the Query-Agnostic Line Already Showed, and the Two Properties of a Memory Write No Protocol Yet Scores

Pranay Mahendrakar 2026

(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. Language-model agents that remember across sessions compress what they store: they summarise dialogue, extract facts, or evict cache entries, and then answer later questions from what is left. The compression ratios used to justify these…

Cite Related research LOR-00053 · 6 views · 7 downloads Select “Compressed Once, Read Many Times: Why Prompt-Compression…” for export

PDF8.9 MB

Journal article

Newer Is Not Truer: Three Presuppositions Behind the Recency Rule in Long-Term Agent Memory, and Why Retaining Both Records Relocates the Decision Rather Than Making It

Pranay M. Mahendrakar 2026

(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. An agent with persistent memory writes its own records, and two of them can disagree. Across the published systems examined here the resolution runs in one direction: the newer record supersedes the older. This paper argues that the direction…

Cite Related research LOR-00035 · 9 views · 16 downloads Select “Newer Is Not Truer: Three Presuppositions Behind the…” for export

PDF486.9 KB

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