https://hackerpaper.kaipfister.de/p/2512.22280/Collected HN comments and submissions linking this paper.enMon, 02 Nov 2026 11:16:22 GMThttps://news.ycombinator.com/item?id=46544393urn:hackerpapers:mention:2512.22280:46544393Thu, 08 Jan 2026 18:14:16 GMT<p>Resources: Paper: https://arxiv.org/pdf/2512.22280, GitHub: https://github.com/varshith-Git/Valori-Kernel, Website: https://valori.systems</p><p><a href="https://hackerpaper.kaipfister.de/p/2512.22280/">Paper and discussion history</a>. A mention is not an endorsement.</p>cs.LGhttps://news.ycombinator.com/item?id=46544369urn:hackerpapers:submission:2512.22280:46544369Thu, 08 Jan 2026 18:11:44 GMT<p>Valori – Deterministic Substrate for AI (Code and ArXiv Paper)</p><p>I&#x27;ve published a paper on a fundamental problem in AI systems that I believe has significant implications for our work: &quot;Valori: A Deterministic Memory Substrate for AI Systems.&quot; [https://arxiv.org/pdf/2512.22280] THE PROBLEM : AI systems have unreliable memory. When you run the same AI agent twice with the same input, it can give you different answers not because the AI is &quot;thinking differently,&quot; but because the underlying memory system is non-deterministic. In simple terms, the math used in building current vector databases (FAISS, Qdrant, Milvus, Pinecone, etc.) is floating-point…</p><p>4 points; 1 discussion reply on HN. <a href="https://hackerpaper.kaipfister.de/p/2512.22280/">Paper and source history</a>. A submission is not an endorsement.</p>cs.LG