Spaces:
Running
Running
Awesome! Make it even more cooler looking! - Follow Up Deployment
Browse files- README.md +7 -5
- index.html +694 -19
- prompts.txt +3 -0
README.md
CHANGED
@@ -1,10 +1,12 @@
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---
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title:
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emoji:
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colorFrom:
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colorTo:
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sdk: static
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pinned: false
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---
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-
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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---
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title: neurolake-plus-plus
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emoji: π³
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colorFrom: green
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colorTo: red
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sdk: static
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pinned: false
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tags:
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+
- deepsite
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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index.html
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<!
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<html>
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1 |
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="UTF-8">
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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6 |
+
<title>NeuroLake++ Cognitive Spec</title>
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7 |
+
<script src="https://cdn.tailwindcss.com"></script>
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8 |
+
<script src="https://cdn.jsdelivr.net/npm/[email protected]/build/three.min.js"></script>
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9 |
+
<script src="https://cdn.jsdelivr.net/npm/[email protected]/examples/js/controls/OrbitControls.js"></script>
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10 |
+
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
|
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+
<link href="https://fonts.googleapis.com/css2?family=Orbitron:wght@400;700&family=Share+Tech+Mono&display=swap" rel="stylesheet">
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<style>
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13 |
+
body {
|
14 |
+
font-family: 'Share Tech Mono', monospace;
|
15 |
+
}
|
16 |
+
h1, h2, h3, h4, h5, h6 {
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17 |
+
font-family: 'Orbitron', sans-serif;
|
18 |
+
}
|
19 |
+
.gradient-bg {
|
20 |
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background: linear-gradient(135deg, #0f2027 0%, #203a43 50%, #2c5364 100%);
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}
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22 |
+
.matrix-text {
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color: #00ff41;
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+
text-shadow: 0 0 5px #00ff41;
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}
|
26 |
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.terminal-border {
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27 |
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border: 1px solid #00ff41;
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box-shadow: 0 0 10px #00ff41;
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}
|
30 |
+
.code-block {
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31 |
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background-color: rgba(0, 20, 10, 0.7);
|
32 |
+
border-radius: 0.5rem;
|
33 |
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position: relative;
|
34 |
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border: 1px solid #00ff41;
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35 |
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box-shadow: 0 0 15px rgba(0, 255, 65, 0.3);
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36 |
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}
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37 |
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.code-header {
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38 |
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background-color: #0f172a;
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39 |
+
border-top-left-radius: 0.5rem;
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40 |
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border-top-right-radius: 0.5rem;
|
41 |
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padding: 0.5rem 1rem;
|
42 |
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display: flex;
|
43 |
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align-items: center;
|
44 |
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}
|
45 |
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.code-dots {
|
46 |
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display: flex;
|
47 |
+
gap: 0.5rem;
|
48 |
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}
|
49 |
+
.code-dot {
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50 |
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width: 12px;
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51 |
+
height: 12px;
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52 |
+
border-radius: 50%;
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53 |
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}
|
54 |
+
.code-dot-red {
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55 |
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background-color: #ef4444;
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56 |
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}
|
57 |
+
.code-dot-yellow {
|
58 |
+
background-color: #f59e0b;
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59 |
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}
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60 |
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.code-dot-green {
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61 |
+
background-color: #10b981;
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62 |
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}
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63 |
+
.code-filename {
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64 |
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margin-left: 1rem;
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65 |
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color: #94a3b8;
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66 |
+
font-family: monospace;
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}
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68 |
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.code-content {
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69 |
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padding: 1rem;
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70 |
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overflow-x: auto;
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71 |
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}
|
72 |
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pre {
|
73 |
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margin: 0;
|
74 |
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font-family: 'Courier New', Courier, monospace;
|
75 |
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color: #e2e8f0;
|
76 |
+
line-height: 1.5;
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77 |
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}
|
78 |
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.json-key {
|
79 |
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color: #00ff41;
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80 |
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}
|
81 |
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.json-value {
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82 |
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color: #ffffff;
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83 |
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}
|
84 |
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.json-string {
|
85 |
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color: #00ff99;
|
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}
|
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.json-number {
|
88 |
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color: #00ccff;
|
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}
|
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.json-boolean {
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color: #ff00ff;
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}
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.json-null {
|
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color: #ff6600;
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}
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.feature-card:hover {
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transform: translateY(-5px);
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box-shadow: 0 20px 25px -5px rgba(0, 0, 0, 0.1), 0 10px 10px -5px rgba(0, 0, 0, 0.04);
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}
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101 |
+
|
102 |
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.tab-content {
|
103 |
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display: none;
|
104 |
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}
|
105 |
+
.tab-content.active {
|
106 |
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display: block;
|
107 |
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animation: fadeIn 0.3s ease-in-out;
|
108 |
+
}
|
109 |
+
|
110 |
+
@keyframes fadeIn {
|
111 |
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from { opacity: 0; }
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112 |
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to { opacity: 1; }
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113 |
+
}
|
114 |
+
|
115 |
+
.nav-tab {
|
116 |
+
transition: all 0.2s ease;
|
117 |
+
}
|
118 |
+
.nav-tab:hover:not(.active) {
|
119 |
+
background-color: rgba(255, 255, 255, 0.1);
|
120 |
+
}
|
121 |
+
</style>
|
122 |
+
</head>
|
123 |
+
<body class="bg-slate-900 text-slate-100 min-h-screen">
|
124 |
+
<div class="gradient-bg w-full py-16 px-4">
|
125 |
+
<div class="max-w-6xl mx-auto">
|
126 |
+
<div class="flex items-center justify-center mb-6">
|
127 |
+
<div class="bg-white/20 p-3 rounded-full">
|
128 |
+
<i class="fas fa-brain text-white text-3xl"></i>
|
129 |
+
</div>
|
130 |
+
</div>
|
131 |
+
<h1 class="text-4xl md:text-5xl font-bold text-center matrix-text mb-4">NEUROLAKE++</h1>
|
132 |
+
<p class="text-xl text-center matrix-text max-w-3xl mx-auto">
|
133 |
+
The cognitive foundation for agent memory, multimodal RAG, and long-term adaptive knowledge
|
134 |
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</p>
|
135 |
+
</div>
|
136 |
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</div>
|
137 |
+
|
138 |
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<div class="max-w-6xl mx-auto px-4 py-12">
|
139 |
+
<div class="bg-black/70 rounded-xl terminal-border overflow-hidden mb-12 backdrop-blur-sm">
|
140 |
+
<div class="p-6 md:p-8">
|
141 |
+
<h2 class="text-2xl font-bold mb-4 text-white">π§ Cognitive Spec β Layer by Layer</h2>
|
142 |
+
<p class="text-slate-300 mb-6">
|
143 |
+
NeuroLake++ is not just a file format, but a foundation for cognitive tooling, RAG agents, and long-term adaptive memory.
|
144 |
+
</p>
|
145 |
+
|
146 |
+
<div class="flex flex-wrap border-b border-slate-700 mb-6">
|
147 |
+
<button class="nav-tab px-4 py-2 font-medium text-sm rounded-t-lg mr-1 active" data-tab="manifest">
|
148 |
+
<i class="fas fa-file-alt mr-2"></i> Manifest
|
149 |
+
</button>
|
150 |
+
<button class="nav-tab px-4 py-2 font-medium text-sm rounded-t-lg mr-1" data-tab="chunk">
|
151 |
+
<i class="fas fa-cube mr-2"></i> Chunk
|
152 |
+
</button>
|
153 |
+
<button class="nav-tab px-4 py-2 font-medium text-sm rounded-t-lg mr-1" data-tab="memory">
|
154 |
+
<i class="fas fa-memory mr-2"></i> Memory
|
155 |
+
</button>
|
156 |
+
<button class="nav-tab px-4 py-2 font-medium text-sm rounded-t-lg" data-tab="graph">
|
157 |
+
<i class="fas fa-project-diagram mr-2"></i> Graph
|
158 |
+
</button>
|
159 |
+
</div>
|
160 |
+
|
161 |
+
<div id="manifest" class="tab-content active">
|
162 |
+
<div class="mb-4">
|
163 |
+
<h3 class="text-lg font-semibold text-white mb-2">π Global Manifest File (<code class="bg-slate-700 px-2 py-1 rounded">manifest.json</code>)</h3>
|
164 |
+
<p class="text-slate-300 mb-4">
|
165 |
+
Describes all contents in a "NeuroLake Object Group" (e.g., an S3 prefix or ZIP archive), defines modality coverage, versioning, and affordances.
|
166 |
+
</p>
|
167 |
+
</div>
|
168 |
+
<div class="code-block">
|
169 |
+
<div class="code-header">
|
170 |
+
<div class="code-dots">
|
171 |
+
<div class="code-dot code-dot-red"></div>
|
172 |
+
<div class="code-dot code-dot-yellow"></div>
|
173 |
+
<div class="code-dot code-dot-green"></div>
|
174 |
+
</div>
|
175 |
+
<div class="code-filename">manifest.json</div>
|
176 |
+
</div>
|
177 |
+
<div class="code-content">
|
178 |
+
<pre><code>{
|
179 |
+
<span class="json-key">"neuro_lake_version"</span>: <span class="json-string">"0.4.1"</span>,
|
180 |
+
<span class="json-key">"description"</span>: <span class="json-string">"Memory & knowledge corpus for legal assistant GPT agent"</span>,
|
181 |
+
<span class="json-key">"modality_map"</span>: {
|
182 |
+
<span class="json-key">"text"</span>: <span class="json-boolean">true</span>,
|
183 |
+
<span class="json-key">"image"</span>: <span class="json-boolean">true</span>,
|
184 |
+
<span class="json-key">"pdf"</span>: <span class="json-boolean">true</span>,
|
185 |
+
<span class="json-key">"audio"</span>: <span class="json-boolean">false</span>,
|
186 |
+
<span class="json-key">"embedding"</span>: <span class="json-boolean">true</span>
|
187 |
+
},
|
188 |
+
<span class="json-key">"index_types"</span>: [
|
189 |
+
<span class="json-string">"dense"</span>,
|
190 |
+
<span class="json-string">"sparse"</span>,
|
191 |
+
<span class="json-string">"graph"</span>
|
192 |
+
],
|
193 |
+
<span class="json-key">"agent_hooks"</span>: [
|
194 |
+
<span class="json-string">"summarize"</span>,
|
195 |
+
<span class="json-string">"retrieve"</span>,
|
196 |
+
<span class="json-string">"chain_reasoning"</span>
|
197 |
+
],
|
198 |
+
<span class="json-key">"chunks"</span>: [
|
199 |
+
<span class="json-string">"chunk_00001.json"</span>,
|
200 |
+
<span class="json-string">"chunk_00002.json"</span>,
|
201 |
+
<span class="json-string">...</span>
|
202 |
+
]
|
203 |
+
}</code></pre>
|
204 |
+
</div>
|
205 |
+
</div>
|
206 |
+
</div>
|
207 |
+
|
208 |
+
<div id="chunk" class="tab-content">
|
209 |
+
<div class="mb-4">
|
210 |
+
<h3 class="text-lg font-semibold text-white mb-2">πΉ Chunk File (<code class="bg-slate-700 px-2 py-1 rounded">chunk_00001.json</code>)</h3>
|
211 |
+
<p class="text-slate-300 mb-4">
|
212 |
+
Represents a unit of retrieval. Can be a memory, a doc fragment, a multimodal pair, etc.
|
213 |
+
</p>
|
214 |
+
</div>
|
215 |
+
<div class="code-block">
|
216 |
+
<div class="code-header">
|
217 |
+
<div class="code-dots">
|
218 |
+
<div class="code-dot code-dot-red"></div>
|
219 |
+
<div class="code-dot code-dot-yellow"></div>
|
220 |
+
<div class="code-dot code-dot-green"></div>
|
221 |
+
</div>
|
222 |
+
<div class="code-filename">chunk_00001.json</div>
|
223 |
+
</div>
|
224 |
+
<div class="code-content">
|
225 |
+
<pre><code>{
|
226 |
+
<span class="json-key">"chunk_id"</span>: <span class="json-string">"00001"</span>,
|
227 |
+
<span class="json-key">"type"</span>: <span class="json-string">"doc_fragment"</span>,
|
228 |
+
<span class="json-key">"modality"</span>: [
|
229 |
+
<span class="json-string">"text"</span>,
|
230 |
+
<span class="json-string">"embedding"</span>
|
231 |
+
],
|
232 |
+
<span class="json-key">"content"</span>: <span class="json-string">"The GDPR stipulates that personal data must be processed lawfully..."</span>,
|
233 |
+
<span class="json-key">"source"</span>: {
|
234 |
+
<span class="json-key">"origin"</span>: <span class="json-string">"GDPR_FullText_EN.pdf"</span>,
|
235 |
+
<span class="json-key">"section"</span>: <span class="json-string">"Article 5 - Principles"</span>
|
236 |
+
},
|
237 |
+
<span class="json-key">"timestamp"</span>: <span class="json-string">"2023-08-22T11:45:12Z"</span>,
|
238 |
+
<span class="json-key">"tags"</span>: [
|
239 |
+
<span class="json-string">"GDPR"</span>,
|
240 |
+
<span class="json-string">"data processing"</span>,
|
241 |
+
<span class="json-string">"privacy"</span>
|
242 |
+
],
|
243 |
+
<span class="json-key">"embedding"</span>: [
|
244 |
+
<span class="json-number">0.14</span>,
|
245 |
+
<span class="json-number">0.91</span>,
|
246 |
+
<span class="json-number">-0.55</span>,
|
247 |
+
<span class="json-string">...</span>
|
248 |
+
],
|
249 |
+
<span class="json-key">"affordances"</span>: [
|
250 |
+
<span class="json-string">"summarize"</span>,
|
251 |
+
<span class="json-string">"cite"</span>,
|
252 |
+
<span class="json-string">"retrieve"</span>
|
253 |
+
],
|
254 |
+
<span class="json-key">"version_info"</span>: {
|
255 |
+
<span class="json-key">"chunk_hash"</span>: <span class="json-string">"sha256:abcd123..."</span>,
|
256 |
+
<span class="json-key">"model_embedding"</span>: <span class="json-string">"OpenAI/text-embedding-3-large@2024-01"</span>,
|
257 |
+
<span class="json-key">"format"</span>: <span class="json-string">"utf8/text"</span>
|
258 |
+
}
|
259 |
+
}</code></pre>
|
260 |
+
</div>
|
261 |
+
</div>
|
262 |
+
</div>
|
263 |
+
|
264 |
+
<div id="memory" class="tab-content">
|
265 |
+
<div class="mb-4">
|
266 |
+
<h3 class="text-lg font-semibold text-white mb-2">π§© Episodic Memory Block (<code class="bg-slate-700 px-2 py-1 rounded">chunk_00192.json</code>)</h3>
|
267 |
+
<p class="text-slate-300 mb-4">
|
268 |
+
Useful for personal assistants, dev copilots, design bots...
|
269 |
+
</p>
|
270 |
+
</div>
|
271 |
+
<div class="code-block">
|
272 |
+
<div class="code-header">
|
273 |
+
<div class="code-dots">
|
274 |
+
<div class="code-dot code-dot-red"></div>
|
275 |
+
<div class="code-dot code-dot-yellow"></div>
|
276 |
+
<div class="code-dot code-dot-green"></div>
|
277 |
+
</div>
|
278 |
+
<div class="code-filename">chunk_00192.json</div>
|
279 |
+
</div>
|
280 |
+
<div class="code-content">
|
281 |
+
<pre><code>{
|
282 |
+
<span class="json-key">"chunk_id"</span>: <span class="json-string">"00192"</span>,
|
283 |
+
<span class="json-key">"type"</span>: <span class="json-string">"episodic_memory"</span>,
|
284 |
+
<span class="json-key">"agent"</span>: <span class="json-string">"gpt-legal-aide"</span>,
|
285 |
+
<span class="json-key">"user_context"</span>: {
|
286 |
+
<span class="json-key">"persona"</span>: <span class="json-string">"in-house legal advisor"</span>,
|
287 |
+
<span class="json-key">"session_intent"</span>: <span class="json-string">"understand data retention policies"</span>
|
288 |
+
},
|
289 |
+
<span class="json-key">"summary"</span>: <span class="json-string">"User asked about retention periods for biometric data in smart meters."</span>,
|
290 |
+
<span class="json-key">"reflection"</span>: <span class="json-string">"Follow up on DPA guidelines in Czech Republic."</span>,
|
291 |
+
<span class="json-key">"embedding"</span>: [
|
292 |
+
<span class="json-string">...</span>
|
293 |
+
],
|
294 |
+
<span class="json-key">"related_chunks"</span>: [
|
295 |
+
<span class="json-string">"00001"</span>,
|
296 |
+
<span class="json-string">"00017"</span>
|
297 |
+
],
|
298 |
+
<span class="json-key">"created"</span>: <span class="json-string">"2025-06-14T20:14:22Z"</span>
|
299 |
+
}</code></pre>
|
300 |
+
</div>
|
301 |
+
</div>
|
302 |
+
</div>
|
303 |
+
|
304 |
+
<div id="graph" class="tab-content">
|
305 |
+
<div class="mb-4">
|
306 |
+
<h3 class="text-lg font-semibold text-white mb-2">π Graph Index File (<code class="bg-slate-700 px-2 py-1 rounded">graph_index.json</code>)</h3>
|
307 |
+
<p class="text-slate-300 mb-4">
|
308 |
+
Describes entity-entity, chunk-chunk relationships across modalities.
|
309 |
+
</p>
|
310 |
+
</div>
|
311 |
+
<div class="code-block">
|
312 |
+
<div class="code-header">
|
313 |
+
<div class="code-dots">
|
314 |
+
<div class="code-dot code-dot-red"></div>
|
315 |
+
<div class="code-dot code-dot-yellow"></div>
|
316 |
+
<div class="code-dot code-dot-green"></div>
|
317 |
+
</div>
|
318 |
+
<div class="code-filename">graph_index.json</div>
|
319 |
+
</div>
|
320 |
+
<div class="code-content">
|
321 |
+
<pre><code>{
|
322 |
+
<span class="json-key">"nodes"</span>: [
|
323 |
+
{
|
324 |
+
<span class="json-key">"id"</span>: <span class="json-string">"GDPR"</span>,
|
325 |
+
<span class="json-key">"type"</span>: <span class="json-string">"legal_concept"</span>
|
326 |
+
},
|
327 |
+
{
|
328 |
+
<span class="json-key">"id"</span>: <span class="json-string">"chunk_00001"</span>,
|
329 |
+
<span class="json-key">"type"</span>: <span class="json-string">"text"</span>
|
330 |
+
},
|
331 |
+
{
|
332 |
+
<span class="json-key">"id"</span>: <span class="json-string">"chunk_00192"</span>,
|
333 |
+
<span class="json-key">"type"</span>: <span class="json-string">"memory"</span>
|
334 |
+
},
|
335 |
+
{
|
336 |
+
<span class="json-key">"id"</span>: <span class="json-string">"UserLukas"</span>,
|
337 |
+
<span class="json-key">"type"</span>: <span class="json-string">"user"</span>
|
338 |
+
}
|
339 |
+
],
|
340 |
+
<span class="json-key">"edges"</span>: [
|
341 |
+
{
|
342 |
+
<span class="json-key">"from"</span>: <span class="json-string">"chunk_00001"</span>,
|
343 |
+
<span class="json-key">"to"</span>: <span class="json-string">"GDPR"</span>,
|
344 |
+
<span class="json-key">"rel"</span>: <span class="json-string">"mentions"</span>
|
345 |
+
},
|
346 |
+
{
|
347 |
+
<span class="json-key">"from"</span>: <span class="json-string">"chunk_00192"</span>,
|
348 |
+
<span class="json-key">"to"</span>: <span class="json-string">"chunk_00001"</span>,
|
349 |
+
<span class="json-key">"rel"</span>: <span class="json-string">"references"</span>
|
350 |
+
},
|
351 |
+
{
|
352 |
+
<span class="json-key">"from"</span>: <span class="json-string">"UserLukas"</span>,
|
353 |
+
<span class="json-key">"to"</span>: <span class="json-string">"chunk_00192"</span>,
|
354 |
+
<span class="json-key">"rel"</span>: <span class="json-string">"authored"</span>
|
355 |
+
}
|
356 |
+
]
|
357 |
+
}</code></pre>
|
358 |
+
</div>
|
359 |
+
</div>
|
360 |
+
</div>
|
361 |
+
</div>
|
362 |
+
</div>
|
363 |
+
|
364 |
+
<div class="bg-slate-800 rounded-xl shadow-xl overflow-hidden mb-12">
|
365 |
+
<div class="p-6 md:p-8">
|
366 |
+
<h2 class="text-2xl font-bold mb-6 text-white">π§ Planned Tooling</h2>
|
367 |
+
<p class="text-slate-300 mb-6">
|
368 |
+
We can prototype this using:
|
369 |
+
</p>
|
370 |
+
|
371 |
+
<div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-4">
|
372 |
+
<div class="bg-slate-700/50 p-4 rounded-lg border border-slate-700">
|
373 |
+
<div class="flex items-center mb-3">
|
374 |
+
<div class="bg-blue-500/20 p-2 rounded-full mr-3">
|
375 |
+
<i class="fas fa-database text-blue-400"></i>
|
376 |
+
</div>
|
377 |
+
<h3 class="font-semibold">DuckDB</h3>
|
378 |
+
</div>
|
379 |
+
<p class="text-sm text-slate-300">
|
380 |
+
Locally index & query JSONL files as a pseudo-RAG engine
|
381 |
+
</p>
|
382 |
+
</div>
|
383 |
+
|
384 |
+
<div class="bg-slate-700/50 p-4 rounded-lg border border-slate-700">
|
385 |
+
<div class="flex items-center mb-3">
|
386 |
+
<div class="bg-purple-500/20 p-2 rounded-full mr-3">
|
387 |
+
<i class="fas fa-folder-open text-purple-400"></i>
|
388 |
+
</div>
|
389 |
+
<h3 class="font-semibold">S3 Storage</h3>
|
390 |
+
</div>
|
391 |
+
<p class="text-sm text-slate-300">
|
392 |
+
Folder layout for deployable storage with versioning
|
393 |
+
</p>
|
394 |
+
</div>
|
395 |
+
|
396 |
+
<div class="bg-slate-700/50 p-4 rounded-lg border border-slate-700">
|
397 |
+
<div class="flex items-center mb-3">
|
398 |
+
<div class="bg-green-500/20 p-2 rounded-full mr-3">
|
399 |
+
<i class="fas fa-robot text-green-400"></i>
|
400 |
+
</div>
|
401 |
+
<h3 class="font-semibold">Embedding Models</h3>
|
402 |
+
</div>
|
403 |
+
<p class="text-sm text-slate-300">
|
404 |
+
Local OpenAI-compatible embedding + mini-retriever (FAISS)
|
405 |
+
</p>
|
406 |
+
</div>
|
407 |
+
|
408 |
+
<div class="bg-slate-700/50 p-4 rounded-lg border border-slate-700">
|
409 |
+
<div class="flex items-center mb-3">
|
410 |
+
<div class="bg-yellow-500/20 p-2 rounded-full mr-3">
|
411 |
+
<i class="fas fa-window-maximize text-yellow-400"></i>
|
412 |
+
</div>
|
413 |
+
<h3 class="font-semibold">Browser WASM</h3>
|
414 |
+
</div>
|
415 |
+
<p class="text-sm text-slate-300">
|
416 |
+
Memory retrieval with WASM + embedding hashing (LlamaIndex)
|
417 |
+
</p>
|
418 |
+
</div>
|
419 |
+
</div>
|
420 |
+
</div>
|
421 |
+
</div>
|
422 |
+
|
423 |
+
<div class="bg-slate-800 rounded-xl shadow-xl overflow-hidden mb-12">
|
424 |
+
<div class="p-6 md:p-8">
|
425 |
+
<h2 class="text-2xl font-bold mb-6 text-white">π₯ What This Enables</h2>
|
426 |
+
|
427 |
+
<div class="grid grid-cols-1 md:grid-cols-2 gap-4">
|
428 |
+
<div class="feature-card bg-slate-700/50 p-5 rounded-lg border border-slate-700 transition-all duration-300 hover:border-blue-500">
|
429 |
+
<div class="flex items-start mb-3">
|
430 |
+
<div class="bg-blue-500/20 p-2 rounded-full mr-3">
|
431 |
+
<i class="fas fa-sliders-h text-blue-400"></i>
|
432 |
+
</div>
|
433 |
+
<div>
|
434 |
+
<h3 class="font-semibold text-white">Personalized, evolving memory</h3>
|
435 |
+
<p class="text-sm text-slate-300 mt-1">
|
436 |
+
Agents that learn and remember across sessions
|
437 |
+
</p>
|
438 |
+
</div>
|
439 |
+
</div>
|
440 |
+
</div>
|
441 |
+
|
442 |
+
<div class="feature-card bg-slate-700/50 p-5 rounded-lg border border-slate-700 transition-all duration-300 hover:border-purple-500">
|
443 |
+
<div class="flex items-start mb-3">
|
444 |
+
<div class="bg-purple-500/20 p-2 rounded-full mr-3">
|
445 |
+
<i class="fas fa-images text-purple-400"></i>
|
446 |
+
</div>
|
447 |
+
<div>
|
448 |
+
<h3 class="font-semibold text-white">Multimodal memory-retrieval</h3>
|
449 |
+
<p class="text-sm text-slate-300 mt-1">
|
450 |
+
GPTs that see, cite, and recall across formats
|
451 |
+
</p>
|
452 |
+
</div>
|
453 |
+
</div>
|
454 |
+
</div>
|
455 |
+
|
456 |
+
<div class="feature-card bg-slate-700/50 p-5 rounded-lg border border-slate-700 transition-all duration-300 hover:border-green-500">
|
457 |
+
<div class="flex items-start mb-3">
|
458 |
+
<div class="bg-green-500/20 p-2 rounded-full mr-3">
|
459 |
+
<i class="fas fa-link text-green-400"></i>
|
460 |
+
</div>
|
461 |
+
<div>
|
462 |
+
<h3 class="font-semibold text-white">Graph-enhanced RAG</h3>
|
463 |
+
<p class="text-sm text-slate-300 mt-1">
|
464 |
+
Enables reasoning, tool-use, and disambiguation
|
465 |
+
</p>
|
466 |
+
</div>
|
467 |
+
</div>
|
468 |
+
</div>
|
469 |
+
|
470 |
+
<div class="feature-card bg-slate-700/50 p-5 rounded-lg border border-slate-700 transition-all duration-300 hover:border-yellow-500">
|
471 |
+
<div class="flex items-start mb-3">
|
472 |
+
<div class="bg-yellow-500/20 p-2 rounded-full mr-3">
|
473 |
+
<i class="fas fa-history text-yellow-400"></i>
|
474 |
+
</div>
|
475 |
+
<div>
|
476 |
+
<h3 class="font-semibold text-white">Time travel / version audit</h3>
|
477 |
+
<p class="text-sm text-slate-300 mt-1">
|
478 |
+
Trace how knowledge or memory evolved
|
479 |
+
</p>
|
480 |
+
</div>
|
481 |
+
</div>
|
482 |
+
</div>
|
483 |
+
|
484 |
+
<div class="feature-card bg-slate-700/50 p-5 rounded-lg border border-slate-700 transition-all duration-300 hover:border-red-500">
|
485 |
+
<div class="flex items-start mb-3">
|
486 |
+
<div class="bg-red-500/20 p-2 rounded-full mr-3">
|
487 |
+
<i class="fas fa-plug text-red-400"></i>
|
488 |
+
</div>
|
489 |
+
<div>
|
490 |
+
<h3 class="font-semibold text-white">Plug-and-play RAG agents</h3>
|
491 |
+
<p class="text-sm text-slate-300 mt-1">
|
492 |
+
Universal context sources, future-ready APIs
|
493 |
+
</p>
|
494 |
+
</div>
|
495 |
+
</div>
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DuckDB + NeuroLake++-style JSON index β basic RAG prototype
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A tool to create episodic memory blocks from user sessions
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Full design of how NeuroLake++ would live, grow, and update in S3
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Design function signatures for agents to remember(), reflect(), and query_memory()
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<span class="font-bold text-white">NeuroLake++</span>
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The cognitive foundation for agent memory
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Β© 2024 NeuroLake++ Project. All specifications are open for discussion and contribution.
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<p style="border-radius: 8px; text-align: center; font-size: 12px; color: #fff; margin-top: 16px;position: fixed; left: 8px; bottom: 8px; z-index: 10; background: rgba(0, 0, 0, 0.8); padding: 4px 8px;">Made with <img src="https://deepsite.hf.co/logo.svg" alt="DeepSite Logo" style="width: 16px; height: 16px; vertical-align: middle;display:inline-block;margin-right:3px;filter:brightness(0) invert(1);"><a href="https://deepsite.hf.co" style="color: #fff;text-decoration: underline;" target="_blank" >DeepSite</a> - 𧬠<a href="https://deepsite.hf.co?remix=LukasBe/neurolake-plus-plus" style="color: #fff;text-decoration: underline;" target="_blank" >Remix</a></p></body>
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Excellent β letβs continue in this **user-centric, agent-aware, future-tuned vein**, and shape the next layer of `NeuroLake++` to be **not just a file format**, but a foundation for **cognitive tooling, RAG agents, and long-term adaptive memory**. --- ## π§ Let's Build the `NeuroLake++` Cognitive Spec β Layer by Layer --- ### 1. π **Global Manifest File** (`manifest.json`) Describes all contents in a "NeuroLake Object Group" (e.g., an S3 prefix or ZIP archive), defines modality coverage, versioning, and affordances. ```json { "neuro_lake_version": "0.4.1", "description": "Memory & knowledge corpus for legal assistant GPT agent", "modality_map": { "text": true, "image": true, "pdf": true, "audio": false, "embedding": true }, "index_types": ["dense", "sparse", "graph"], "agent_hooks": ["summarize", "retrieve", "chain_reasoning"], "chunks": [ "chunk_00001.json", "chunk_00002.json", ... ] } ``` --- ### 2. πΉ **Chunk File** (`chunk_00001.json`) Represents a unit of retrieval. Can be a memory, a doc fragment, a multimodal pair, etc. ```json { "chunk_id": "00001", "type": "doc_fragment", "modality": ["text", "embedding"], "content": "The GDPR stipulates that personal data must be processed lawfully...", "source": { "origin": "GDPR_FullText_EN.pdf", "section": "Article 5 - Principles" }, "timestamp": "2023-08-22T11:45:12Z", "tags": ["GDPR", "data processing", "privacy"], "embedding": [0.14, 0.91, -0.55, ...], "affordances": ["summarize", "cite", "retrieve"], "version_info": { "chunk_hash": "sha256:abcd123...", "model_embedding": "OpenAI/text-embedding-3-large@2024-01", "format": "utf8/text" } } ``` --- ### 3. π§© **Episodic Memory Block** (`chunk_00192.json`) Useful for personal assistants, dev copilots, design bots... ```json { "chunk_id": "00192", "type": "episodic_memory", "agent": "gpt-legal-aide", "user_context": { "persona": "in-house legal advisor", "session_intent": "understand data retention policies" }, "summary": "User asked about retention periods for biometric data in smart meters.", "reflection": "Follow up on DPA guidelines in Czech Republic.", "embedding": [...], "related_chunks": ["00001", "00017"], "created": "2025-06-14T20:14:22Z" } ``` --- ### 4. π **Graph Index File** (`graph_index.json`) Describes entity-entity, chunk-chunk relationships across modalities. ```json { "nodes": [ {"id": "GDPR", "type": "legal_concept"}, {"id": "chunk_00001", "type": "text"}, {"id": "chunk_00192", "type": "memory"}, {"id": "UserLukas", "type": "user"} ], "edges": [ {"from": "chunk_00001", "to": "GDPR", "rel": "mentions"}, {"from": "chunk_00192", "to": "chunk_00001", "rel": "references"}, {"from": "UserLukas", "to": "chunk_00192", "rel": "authored"} ] } ``` --- ## π§ Planned Tooling We can prototype this using: * **DuckDB** to locally index & query JSONL files as a pseudo-RAG engine * **S3 folder layout** for deployable storage * **Local OpenAI-compatible embedding + mini-retriever (e.g., FAISS)** * Browser-side memory retrieval with **WASM + embedding hashing** (LlamaIndex in-browser) --- ## π₯ What This Enables | Capability | Why It Matters | | --------------------------------- | ------------------------------------------------ | | ποΈ Personalized, evolving memory | Agents that learn and remember across sessions | | πΌοΈ Multimodal memory-retrieval | GPTs that *see, cite, and recall* across formats | | βοΈ Graph-enhanced RAG | Enables reasoning, tool-use, and disambiguation | | π§ͺ Time travel / version audit | Trace how knowledge or memory evolved | | π Plug-and-play RAG agents | Universal context sources, future-ready APIs | --- ## π― Next: Where Do You Want to Take It? Here are a few possible next steps: 1. **Local PoC**: DuckDB + `NeuroLake++`-style JSON index β basic RAG prototype. 2. **Memory Builder**: A tool to create episodic memory blocks from user sessions. 3. **S3 Storage Layout**: Full design of how `NeuroLake++` would live, grow, and update in an S3 bucket. 4. **Agent SDK**: Design the function signatures for agents to `remember()`, `reflect()`, and `query_memory()` from NeuroLake++. Ready to go bold with the next step?
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Give it a Matrix, Startrek like scifi look and add threejs effects
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Awesome! Make it even more cooler looking!
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