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Knowledge Lifecycle
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<!DOCTYPE html>
<!-- ==========================================================================
File : 404.html
Project : The Knowledge Lifecycle of Large Language Models
Purpose : Page shown when a visitor reaches an address this Space does
not serve, written in the vocabulary of the paper itself.
Authors : Amey Thakur (https://github.com/Amey-Thakur)
Sarvesh Talele (https://github.com/sarveshtalele)
Repository : https://github.com/Amey-Thakur/LLM-KNOWLEDGE-LIFECYCLE
Release Date: August 18, 2026
License : CC BY 4.0
=========================================================================== -->
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>Not found &middot; LLM Knowledge Lifecycle</title>
<link rel="stylesheet" href="style.css">
<style>
.lost { text-align: center; padding: 3rem 0 1rem; }
.lost h1 { font-size: 1.7rem; margin-bottom: .6rem; }
.lost .code { font-size: 3.4rem; font-weight: 600; color: var(--accent); line-height: 1; }
.lost p { max-width: 34rem; margin: .8rem auto; color: var(--muted); }
.lost .back { display: inline-block; margin-top: 1.4rem; padding: .55rem 1.4rem;
background: var(--accent); color: #fff; border-radius: 7px; text-decoration: none; }
.lost .back:hover { background: #16406f; }
</style>
</head>
<body>
<div class="stagebar" title="The five lifecycle stages">
<span class="s1">Acquire</span><span class="s2">Store</span><span class="s3">Retrieve</span><span class="s4">Update</span><span class="s5">Forget</span>
</div>
<div class="lost">
<p class="code">404</p>
<h1>Retrieval failed</h1>
<p>
Nothing is stored at this address. The rest of the demonstration measures what
happens when retrieval succeeds and the model ignores what it found, which is
the more interesting failure.
</p>
<a class="back" href="./">Go to the probe</a>
</div>
<footer>
<p class="foot-links">
<a href="https://github.com/Amey-Thakur/LLM-KNOWLEDGE-LIFECYCLE">Paper repository</a>
&middot; <a href="https://amey-thakur.github.io">Amey's Arc</a>
</p>
</footer>
</body>
</html>