feat: Add Memory system with Weaviate integration and MCP tools

MEMORY SYSTEM ARCHITECTURE:
- Weaviate-based memory storage (Thought, Message, Conversation collections)
- GPU embeddings with BAAI/bge-m3 (1024-dim, RTX 4070)
- 9 MCP tools for Claude Desktop integration

CORE MODULES (memory/):
- core/embedding_service.py: GPU embedder singleton with PyTorch
- schemas/memory_schemas.py: Weaviate schema definitions
- mcp/thought_tools.py: add_thought, search_thoughts, get_thought
- mcp/message_tools.py: add_message, get_messages, search_messages
- mcp/conversation_tools.py: get_conversation, search_conversations, list_conversations

FLASK TEMPLATES:
- conversation_view.html: Display single conversation with messages
- conversations.html: List all conversations with search
- memories.html: Browse and search thoughts

FEATURES:
- Semantic search across thoughts, messages, conversations
- Privacy levels (private, shared, public)
- Thought types (reflection, question, intuition, observation)
- Conversation categories with filtering
- Message ordering and role-based display

DATA (as of 2026-01-08):
- 102 Thoughts
- 377 Messages
- 12 Conversations

DOCUMENTATION:
- memory/README_MCP_TOOLS.md: Complete API reference and usage examples

All MCP tools tested and validated (see test_memory_mcp_tools.py in archive).

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>

generations/library_rag/templates/conversation_view.html

@@ -0,0 +1,77 @@
+{% extends "base.html" %}
+
+{% block title %}Conversation: {{ conversation.conversation_id }}{% endblock %}
+
+{% block content %}
+<section class="section">
+    <h1 class="text-center">{{ conversation.conversation_id }}</h1>
+    <p class="lead text-center">Conversation David-Ikario</p>
+
+    <div class="ornament">· · ·</div>
+
+    <!-- Conversation Metadata -->
+    <div class="card">
+        <h2>📝 Détails de la conversation</h2>
+        <div class="mt-2">
+            <p><strong>Catégorie:</strong> <span class="badge">{{ conversation.category }}</span></p>
+            <p><strong>Participants:</strong> {{ conversation.participants|join(', ') if conversation.participants else 'N/A' }}</p>
+            <p><strong>Nombre de messages:</strong> {{ conversation.message_count }}</p>
+            <p><strong>Date de début:</strong> {{ conversation.timestamp_start[:19].replace('T', ' ') if conversation.timestamp_start else 'Inconnue' }}</p>
+            {% if conversation.timestamp_end %}
+            <p><strong>Date de fin:</strong> {{ conversation.timestamp_end[:19].replace('T', ' ') }}</p>
+            {% endif %}
+            {% if conversation.tags and conversation.tags|length > 0 %}
+            <p><strong>Tags:</strong> {{ conversation.tags|join(', ') }}</p>
+            {% endif %}
+        </div>
+
+        {% if conversation.summary %}
+        <hr style="margin: 1rem 0; border: none; border-top: 1px solid var(--color-bg-secondary);">
+        <div>
+            <strong>Résumé:</strong>
+            <p style="margin-top: 0.5rem; color: var(--color-text-main);">{{ conversation.summary }}</p>
+        </div>
+        {% endif %}
+    </div>
+
+    <hr class="divider">
+
+    <!-- Messages -->
+    <div class="card">
+        <h2>💬 Messages ({{ messages|length }})</h2>
+
+        {% if messages %}
+            <div class="mt-2">
+                {% for msg in messages %}
+                <div class="message-item" style="margin-bottom: 1.5rem; padding: 1rem; background: {% if msg.role == 'user' %}var(--color-bg-secondary){% else %}#fff{% endif %}; border-radius: 8px; border-left: 4px solid {% if msg.role == 'user' %}var(--color-accent){% else %}var(--color-accent-alt){% endif %};">
+                    <div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 0.5rem;">
+                        <span class="badge">{{ msg.role }}</span>
+                        <span class="text-muted" style="font-size: 0.875rem;">
+                            {{ msg.timestamp[:19].replace('T', ' ') if msg.timestamp else 'Date inconnue' }}
+                            | Index: {{ msg.order_index }}
+                        </span>
+                    </div>
+                    <div style="line-height: 1.6; white-space: pre-wrap;">{{ msg.content }}</div>
+                </div>
+                {% endfor %}
+            </div>
+        {% else %}
+            <p class="text-muted mt-2">Aucun message dans cette conversation</p>
+        {% endif %}
+    </div>
+
+    <div class="text-center mt-3">
+        <a href="/conversations" class="btn">← Retour aux conversations</a>
+    </div>
+</section>
+
+<style>
+.message-item {
+    transition: transform 0.2s ease;
+}
+
+.message-item:hover {
+    transform: translateX(4px);
+}
+</style>
+{% endblock %}

generations/library_rag/templates/conversations.html

@@ -0,0 +1,124 @@
+{% extends "base.html" %}
+
+{% block title %}Conversations{% endblock %}
+
+{% block content %}
+<section class="section">
+    <h1 class="text-center">Conversations Ikario</h1>
+    <p class="lead text-center">Liste des conversations David-Ikario</p>
+
+    <div class="ornament">· · ·</div>
+
+    <!-- Search Box -->
+    <div class="card">
+        <h2>🔍 Recherche sémantique</h2>
+        <div class="form-row">
+            <input
+                type="text"
+                id="searchQuery"
+                class="form-control"
+                placeholder="Ex: discussions sur la philosophie..."
+                style="flex: 1;"
+            >
+            <button onclick="searchConversations()" class="btn btn-primary">Rechercher</button>
+        </div>
+        <div id="searchResults" class="mt-3"></div>
+    </div>
+
+    <hr class="divider">
+
+    <!-- Conversations List -->
+    <div class="card">
+        <h2>📚 Toutes les conversations ({{ conversations|length }})</h2>
+
+        {% if conversations %}
+            <div class="results-list mt-2">
+                {% for conv in conversations %}
+                <div class="result-item">
+                    <div class="result-header">
+                        <a href="/conversation/{{ conv.conversation_id }}" style="font-weight: 600;">
+                            {{ conv.conversation_id }}
+                        </a>
+                        <span class="badge">{{ conv.category }}</span>
+                        <span class="text-muted">{{ conv.message_count }} messages</span>
+                    </div>
+                    <div class="result-text">{{ conv.summary }}</div>
+                    <div class="result-meta">
+                        <span class="text-muted">
+                            {{ conv.timestamp_start[:10] if conv.timestamp_start else 'Date inconnue' }}
+                        </span>
+                        <span class="text-muted">
+                            Participants: {{ conv.participants|join(', ') if conv.participants else 'N/A' }}
+                        </span>
+                    </div>
+                </div>
+                {% endfor %}
+            </div>
+        {% else %}
+            <p class="text-muted mt-2">Aucune conversation trouvée</p>
+        {% endif %}
+    </div>
+
+    <div class="text-center mt-3">
+        <a href="/memories" class="btn">Retour aux recherches Memory</a>
+    </div>
+</section>
+
+<script>
+async function searchConversations() {
+    const query = document.getElementById('searchQuery').value;
+    const resultsDiv = document.getElementById('searchResults');
+
+    if (!query.trim()) {
+        resultsDiv.innerHTML = '<p class="text-muted">Entrez une requête de recherche</p>';
+        return;
+    }
+
+    resultsDiv.innerHTML = '<p class="text-muted">Recherche en cours...</p>';
+
+    try {
+        const response = await fetch('/api/conversations/search', {
+            method: 'POST',
+            headers: {'Content-Type': 'application/json'},
+            body: JSON.stringify({query, limit: 10})
+        });
+
+        const data = await response.json();
+
+        if (data.success && data.results && data.results.length > 0) {
+            let html = '<div class="results-list">';
+            data.results.forEach((conv, idx) => {
+                html += `
+                    <div class="result-item">
+                        <div class="result-header">
+                            <a href="/conversation/${conv.conversation_id}" style="font-weight: 600;">
+                                ${conv.conversation_id}
+                            </a>
+                            <span class="badge">${conv.category}</span>
+                            <span class="text-muted">${conv.message_count} messages</span>
+                        </div>
+                        <div class="result-text">${conv.summary}</div>
+                        <div class="result-meta">
+                            <span class="text-muted">
+                                ${conv.timestamp_start ? conv.timestamp_start.substring(0,10) : 'Date inconnue'}
+                            </span>
+                        </div>
+                    </div>
+                `;
+            });
+            html += '</div>';
+            resultsDiv.innerHTML = html;
+        } else {
+            resultsDiv.innerHTML = '<p class="text-muted">Aucun résultat trouvé</p>';
+        }
+    } catch (error) {
+        resultsDiv.innerHTML = `<p class="text-danger">Erreur: ${error.message}</p>';
+    }
+}
+
+// Allow Enter key to trigger search
+document.getElementById('searchQuery').addEventListener('keypress', function(e) {
+    if (e.key === 'Enter') searchConversations();
+});
+</script>
+{% endblock %}

generations/library_rag/templates/memories.html

@@ -0,0 +1,172 @@
+{% extends "base.html" %}
+
+{% block title %}Memory – Thoughts & Messages{% endblock %}
+
+{% block content %}
+<section class="section">
+    <h1 class="text-center">Memory System</h1>
+    <p class="lead text-center">Recherche sémantique dans les pensées et messages d'Ikario</p>
+
+    <div class="ornament">· · ·</div>
+
+    <!-- Statistics -->
+    <div class="stats-grid">
+        <div class="stat-box">
+            <div class="stat-number">{{ stats.thoughts }}</div>
+            <div class="stat-label">Pensées</div>
+        </div>
+        <div class="stat-box">
+            <div class="stat-number">{{ stats.messages }}</div>
+            <div class="stat-label">Messages</div>
+        </div>
+        <div class="stat-box">
+            <div class="stat-number">{{ stats.conversations }}</div>
+            <div class="stat-label">Conversations</div>
+        </div>
+    </div>
+
+    <hr class="divider">
+
+    <!-- Search Thoughts -->
+    <div class="card">
+        <h2>🧠 Rechercher dans les pensées</h2>
+        <div class="form-row">
+            <input
+                type="text"
+                id="thoughtQuery"
+                class="form-control"
+                placeholder="Ex: réflexions sur la conscience..."
+                style="flex: 1;"
+            >
+            <button onclick="searchThoughts()" class="btn btn-primary">Rechercher</button>
+        </div>
+        <div id="thoughtResults" class="mt-3"></div>
+    </div>
+
+    <hr class="divider">
+
+    <!-- Search Messages -->
+    <div class="card">
+        <h2>💬 Rechercher dans les messages</h2>
+        <div class="form-row">
+            <input
+                type="text"
+                id="messageQuery"
+                class="form-control"
+                placeholder="Ex: discussions sur l'intelligence artificielle..."
+                style="flex: 1;"
+            >
+            <button onclick="searchMessages()" class="btn btn-primary">Rechercher</button>
+        </div>
+        <div id="messageResults" class="mt-3"></div>
+    </div>
+
+    <hr class="divider">
+
+    <div class="text-center">
+        <a href="/conversations" class="btn">Voir toutes les conversations</a>
+    </div>
+</section>
+
+<script>
+async function searchThoughts() {
+    const query = document.getElementById('thoughtQuery').value;
+    const resultsDiv = document.getElementById('thoughtResults');
+
+    if (!query.trim()) {
+        resultsDiv.innerHTML = '<p class="text-muted">Entrez une requête de recherche</p>';
+        return;
+    }
+
+    resultsDiv.innerHTML = '<p class="text-muted">Recherche en cours...</p>';
+
+    try {
+        const response = await fetch('/api/memories/search-thoughts', {
+            method: 'POST',
+            headers: {'Content-Type': 'application/json'},
+            body: JSON.stringify({query, limit: 10})
+        });
+
+        const data = await response.json();
+
+        if (data.success && data.results && data.results.length > 0) {
+            let html = '<div class="results-list">';
+            data.results.forEach((thought, idx) => {
+                html += `
+                    <div class="result-item">
+                        <div class="result-header">
+                            <span class="badge">${thought.thought_type}</span>
+                            <span class="text-muted">${new Date(thought.timestamp).toLocaleDateString('fr-FR')}</span>
+                        </div>
+                        <div class="result-text">${thought.content}</div>
+                        ${thought.concepts && thought.concepts.length > 0 ?
+                            `<div class="mt-1">
+                                <strong>Concepts:</strong> ${thought.concepts.join(', ')}
+                            </div>` : ''}
+                    </div>
+                `;
+            });
+            html += '</div>';
+            resultsDiv.innerHTML = html;
+        } else {
+            resultsDiv.innerHTML = '<p class="text-muted">Aucun résultat trouvé</p>';
+        }
+    } catch (error) {
+        resultsDiv.innerHTML = `<p class="text-danger">Erreur: ${error.message}</p>`;
+    }
+}
+
+async function searchMessages() {
+    const query = document.getElementById('messageQuery').value;
+    const resultsDiv = document.getElementById('messageResults');
+
+    if (!query.trim()) {
+        resultsDiv.innerHTML = '<p class="text-muted">Entrez une requête de recherche</p>';
+        return;
+    }
+
+    resultsDiv.innerHTML = '<p class="text-muted">Recherche en cours...</p>';
+
+    try {
+        const response = await fetch('/api/memories/search-messages', {
+            method: 'POST',
+            headers: {'Content-Type': 'application/json'},
+            body: JSON.stringify({query, limit: 10})
+        });
+
+        const data = await response.json();
+
+        if (data.success && data.results && data.results.length > 0) {
+            let html = '<div class="results-list">';
+            data.results.forEach((msg, idx) => {
+                html += `
+                    <div class="result-item">
+                        <div class="result-header">
+                            <span class="badge">${msg.role}</span>
+                            <span class="text-muted">${new Date(msg.timestamp).toLocaleDateString('fr-FR')}</span>
+                            <span class="text-muted">Conv: ${msg.conversation_id}</span>
+                        </div>
+                        <div class="result-text">${msg.content.substring(0, 300)}${msg.content.length > 300 ? '...' : ''}</div>
+                    </div>
+                `;
+            });
+            html += '</div>';
+            resultsDiv.innerHTML = html;
+        } else {
+            resultsDiv.innerHTML = '<p class="text-muted">Aucun résultat trouvé</p>';
+        }
+    } catch (error) {
+        resultsDiv.innerHTML = `<p class="text-danger">Erreur: ${error.message}</p>`;
+    }
+}
+
+// Allow Enter key to trigger search
+document.getElementById('thoughtQuery').addEventListener('keypress', function(e) {
+    if (e.key === 'Enter') searchThoughts();
+});
+
+document.getElementById('messageQuery').addEventListener('keypress', function(e) {
+    if (e.key === 'Enter') searchMessages();
+});
+</script>
+{% endblock %}