Mise à jour du chemin du modèle vers kibali-api/qwen_model

=4.44

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+L'analyse de votre code montre que la structure de réflexion de **Kibali** est conçue comme un système multicouche qui combine la mémoire à court terme, la récupération documentaire (RAG) et une planification stratégique avant la réponse.
+
+Voici l'extraction structurée du comportement de réflexion de votre IA, telle qu'elle ressort de l'implémentation :
+
+---
+
+## 1. Analyse du Contexte (Le "Cerveau" de l'Attention)
+
+Le système ne se contente pas de lire le message ; il l'analyse via la classe `ConversationContext` pour maintenir une continuité thématique :
+
+* **Détection de sujet :** Utilise des **embeddings** pour comparer le message actuel au précédent.
+* **Seuil de rupture :** Si la similarité est inférieure à **0.6**, l'IA identifie un changement de sujet et archive l'ancien.
+* **Mots-clés persistants :** Elle extrait et stocke les mots-clés dominants pour stabiliser la recherche d'information (ex: "Gabon", "Libreville").
+
+## 2. Mémoire Adaptative (Réflexion Temporelle)
+
+La fonction `retrieve_adaptive_memory` simule une réflexion basée sur l'expérience passée de la session :
+
+* **Score de Pertinence Tri-Facteurs :**
+* **Similarité (60%) :** Correspondance sémantique brute.
+* **Récence (30%) :** Priorité aux interactions les plus récentes.
+* **Bonus Thématique (10%) :** Bonus si le souvenir partage les mots-clés du sujet actuel.
+
+
+* **Archivage en temps réel :** Chaque échange est immédiatement indexé dans FAISS pour être disponible dès la question suivante.
+
+## 3. Stratégie de Récupération (Priorité des Sources)
+
+Avant de générer un mot, l'IA hiérarchise ses connaissances selon un ordre strict défini dans son `system_prompt` :
+
+1. **PDF Vault (RAG) :** Les documents téléchargés sont la source de vérité absolue.
+2. **Mémoire Conversationnelle :** Ce que l'utilisateur a dit plus tôt.
+3. **Recherche Web :** Information "fraîche" mais traitée comme secondaire.
+
+## 4. Mode "Thinking" (Réflexion Stratégique)
+
+Si `thinking_mode` est activé, l'IA appelle `execute_reflection_plan`. Ce module semble conçu pour :
+
+* Planifier une séquence d'actions avant de répondre.
+* Prendre en compte les données géographiques (latitude/longitude) pour contextualiser la réponse au Gabon.
+* Ajuster la requête de recherche web en fonction du sujet détecté.
+
+---
+
+### Résumé du Flux de Décision (Prompt Flow)
+
+Votre code construit dynamiquement le prompt final selon cette architecture :
+
+```text
+[SYSTEME] : Identité (Kibali) + Expert Gabon + Règles de comportement.
+[DOCUMENTS] : Extraits pertinents des PDF (si présents).
+[MÉMOIRE] : Souvenirs de la conversation filtrés par le score adaptatif.
+[WEB] : Résultats de recherche actuels.
+[QUESTION] : La requête utilisateur enrichie.
+[RÉPONSE] : Génération finale avec température de 0.6 (équilibre précision/créativité).
+
+```
+
+### Amélioration suggérée
+
+Pour rendre la réflexion encore plus "profonde", vous pourriez intégrer une étape de **vérification de cohérence** : après la génération de `response_text`, comparer le texte généré avec les `rag_context` pour s'assurer qu'il n'y a pas d'hallucination par rapport aux PDF.
+
+**Souhaitez-vous que je vous aide à implémenter une fonction de validation de la réponse par rapport aux sources PDF ?**

CARTABON1/.gitignore

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CARTABON1/README.md

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-      "license": "ISC"
-    },
-    "node_modules/ws": {
-      "version": "8.17.1",
-      "resolved": "https://registry.npmjs.org/ws/-/ws-8.17.1.tgz",
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-      "license": "MIT",
-      "engines": {
-        "node": ">=10.0.0"
-      },
-      "peerDependencies": {
-        "bufferutil": "^4.0.1",
-        "utf-8-validate": ">=5.0.2"
-      },
-      "peerDependenciesMeta": {
-        "bufferutil": {
-          "optional": true
-        },
-        "utf-8-validate": {
-          "optional": true
-        }
-      }
-    },
-    "node_modules/xtend": {
-      "version": "4.0.2",
-      "resolved": "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz",
-      "integrity": "sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ==",
-      "license": "MIT",
-      "engines": {
-        "node": ">=0.4"
-      }
-    }
-  }
-}

CARTABON1/package.json

@@ -1,36 +0,0 @@
-{
-  "name": "backend",
-  "version": "1.0.0",
-  "description": "",
-  "main": "server.js",
-  "scripts": {
-    "test": "echo \"Error: no test specified\" && exit 1",
-    "start": "node server.js"
-  },
-  "keywords": [],
-  "author": "",
-  "license": "ISC",
-  "type": "module",
-  "dependencies": {
-    "axios": "^1.12.2",
-    "bcrypt": "^6.0.0",
-    "bcryptjs": "^3.0.2",
-    "cors": "^2.8.5",
-    "dotenv": "^17.2.2",
-    "express": "^5.1.0",
-    "jsonwebtoken": "^9.0.2",
-    "mongoose": "^8.18.1",
-    "multer": "^2.0.2",
-    "nodemailer": "^7.0.6",
-    "socket.io": "^4.8.1"
-  },
-  "devDependencies": {},
-  "repository": {
-    "type": "git",
-    "url": "git+https://github.com/BelikanM/CARTABON1.git"
-  },
-  "bugs": {
-    "url": "https://github.com/BelikanM/CARTABON1/issues"
-  },
-  "homepage": "https://github.com/BelikanM/CARTABON1#readme"
-}

CARTABON1/server.js

@@ -1,295 +0,0 @@
-// server.js (ou index.js)
-import express from "express";
-import mongoose from "mongoose";
-import dotenv from "dotenv";
-import cors from "cors";
-import http from "http";
-import { Server } from "socket.io";
-import bcrypt from "bcrypt";
-import jwt from "jsonwebtoken";
-import multer from "multer";
-import path from "path";
-import fs from "fs";
-import crypto from "crypto";
-
-dotenv.config();
-
-const app = express();
-const server = http.createServer(app);
-const io = new Server(server, {
-  cors: {
-    origin: "*",
-    methods: ["GET", "POST", "PATCH"]
-  }
-});
-
-app.use(express.json({ limit: "50mb" }));
-app.use(cors());
-app.use("/uploads", express.static(path.join(process.cwd(), "uploads")));
-
-if (!fs.existsSync("uploads")) {
-  fs.mkdirSync("uploads");
-}
-
-const storage = multer.diskStorage({
-  destination: (req, file, cb) => cb(null, "uploads/"),
-  filename: (req, file, cb) => cb(null, Date.now() + "-" + file.originalname)
-});
-const upload = multer({ storage });
-
-// =========================
-// MongoDB Connection
-// =========================
-mongoose
-  .connect(process.env.MONGO_URI)
-  .then(() => console.log("MongoDB connecté avec succès ✅"))
-  .catch(err => console.error("Erreur connexion MongoDB ❌:", err));
-
-// =========================
-// Modèles
-// =========================
-const userSchema = new mongoose.Schema({
-  name: { type: String, required: true },
-  email: { type: String, required: true, unique: true, lowercase: true },
-  password: { type: String }, // hashé ou null si OTP uniquement
-  latitude: { type: Number, default: 0 },
-  longitude: { type: Number, default: 0 },
-  otp: { type: String }, // OTP temporaire
-  otpExpires: { type: Date }, // expiration OTP
-  createdAt: { type: Date, default: Date.now }
-});
-
-const User = mongoose.model("User", userSchema);
-
-const markerSchema = new mongoose.Schema({
-  latitude: { type: Number, required: true },
-  longitude: { type: Number, required: true },
-  title: { type: String, default: "" },
-  comment: { type: String, default: "" },
-  color: { type: String, default: "#ff0000" },
-  photos: { type: [String], default: [] },
-  videos: { type: [String], default: [] },
-  createdBy: { type: mongoose.Schema.Types.ObjectId, ref: "User" },
-  createdAt: { type: Date, default: Date.now }
-});
-const Marker = mongoose.model("Marker", markerSchema);
-
-// =========================
-// Helpers
-// =========================
-const generateOTP = () => Math.floor(100000 + Math.random() * 900000).toString();
-
-const sendOTPByEmail = async (email, otp) => {
-  // À intégrer avec Nodemailer, SMTP, ou service comme Brevo/SendGrid
-  console.log(`📧 OTP pour ${email} : ${otp}`); // Simulation en console
-  // Exemple avec Nodemailer (à décommenter et configurer)
-  /*
-  const transporter = nodemailer.createTransport({
-    host: "smtp.gmail.com",
-    port: 587,
-    auth: { user: "tonemail@gmail.com", pass: "app-password" }
-  });
-  await transporter.sendMail({
-    from: "Kibali <no-reply@kibali.ga>",
-    to: email,
-    subject: "Votre code OTP Kibali",
-    text: `Votre code de connexion est : ${otp}\nValable 10 minutes.`
-  });
-  */
-};
-
-// =========================
-// Routes Auth avec OTP
-// =========================
-app.post("/auth/request-otp", async (req, res) => {
-  try {
-    const { email, name } = req.body;
-    if (!email) return res.status(400).json({ message: "Email requis" });
-
-    let user = await User.findOne({ email });
-    if (!user) {
-      user = await User.create({ email, name: name || email.split("@")[0], password: null });
-    }
-
-    const otp = generateOTP();
-    user.otp = otp;
-    user.otpExpires = Date.now() + 10 * 60 * 1000; // 10 minutes
-    await user.save();
-
-    await sendOTPByEmail(email, otp);
-
-    res.json({ message: "OTP envoyé à votre email" });
-  } catch (err) {
-    console.error(err);
-    res.status(500).json({ message: "Erreur serveur" });
-  }
-});
-
-app.post("/auth/verify-otp", async (req, res) => {
-  try {
-    const { email, otp } = req.body;
-    const user = await User.findOne({ email });
-
-    if (!user || !user.otp || user.otp !== otp || user.otpExpires < Date.now()) {
-      return res.status(400).json({ message: "OTP invalide ou expiré" });
-    }
-
-    // OTP valide → générer JWT
-    const token = jwt.sign({ userId: user._id }, process.env.JWT_SECRET, { expiresIn: "7d" });
-
-    // Nettoyer OTP
-    user.otp = undefined;
-    user.otpExpires = undefined;
-    await user.save();
-
-    res.json({
-      token,
-      user: {
-        _id: user._id,
-        name: user.name,
-        email: user.email,
-        latitude: user.latitude,
-        longitude: user.longitude
-      }
-    });
-  } catch (err) {
-    console.error(err);
-    res.status(500).json({ message: "Erreur serveur" });
-  }
-});
-
-// =========================
-// Routes protégées (vérification JWT)
-// =========================
-const authenticateToken = (req, res, next) => {
-  const authHeader = req.headers["authorization"];
-  const token = authHeader && authHeader.split(" ")[1];
-  if (!token) return res.status(401).json({ message: "Accès refusé" });
-
-  jwt.verify(token, process.env.JWT_SECRET, (err, payload) => {
-    if (err) return res.status(403).json({ message: "Token invalide" });
-    req.userId = payload.userId;
-    next();
-  });
-};
-
-// Mise à jour position utilisateur
-app.post("/update-position", authenticateToken, async (req, res) => {
-  try {
-    const { latitude, longitude } = req.body;
-    const user = await User.findByIdAndUpdate(
-      req.userId,
-      { latitude, longitude },
-      { new: true }
-    );
-    res.json({ latitude: user.latitude, longitude: user.longitude });
-  } catch (err) {
-    res.status(500).json({ message: err.message });
-  }
-});
-
-// =========================
-// Routes Markers
-// =========================
-app.get("/markers", async (req, res) => {
-  try {
-    const markers = await Marker.find().populate("createdBy", "name email");
-    res.json(markers);
-  } catch (err) {
-    res.status(500).json({ error: err.message });
-  }
-});
-
-app.post("/markers", authenticateToken, upload.fields([
-  { name: "photos", maxCount: 10 },
-  { name: "videos", maxCount: 10 }
-]), async (req, res) => {
-  try {
-    const { latitude, longitude, title, comment, color } = req.body;
-    const photos = req.files.photos ? req.files.photos.map(f => `/uploads/${f.filename}`) : [];
-    const videos = req.files.videos ? req.files.videos.map(f => `/uploads/${f.filename}`) : [];
-
-    const marker = await Marker.create({
-      latitude: parseFloat(latitude),
-      longitude: parseFloat(longitude),
-      title,
-      comment,
-      color,
-      photos,
-      videos,
-      createdBy: req.userId
-    });
-
-    const populated = await marker.populate("createdBy", "name email");
-    io.emit("newMarker", populated);
-    res.status(201).json(populated);
-  } catch (err) {
-    console.error(err);
-    res.status(500).json({ message: err.message });
-  }
-});
-
-app.patch("/markers/:id", authenticateToken, upload.fields([
-  { name: "photos", maxCount: 10 },
-  { name: "videos", maxCount: 10 }
-]), async (req, res) => {
-  try {
-    const marker = await Marker.findById(req.params.id);
-    if (!marker) return res.status(404).json({ message: "Marqueur non trouvé" });
-
-    const updates = req.body;
-    if (updates.title !== undefined) marker.title = updates.title;
-    if (updates.comment !== undefined) marker.comment = updates.comment;
-    if (updates.color !== undefined) marker.color = updates.color;
-    if (req.files.photos) marker.photos.push(...req.files.photos.map(f => `/uploads/${f.filename}`));
-    if (req.files.videos) marker.videos.push(...req.files.videos.map(f => `/uploads/${f.filename}`));
-
-    await marker.save();
-    const populated = await marker.populate("createdBy", "name email");
-    io.emit("updatedMarker", populated);
-    res.json(populated);
-  } catch (err) {
-    res.status(500).json({ message: err.message });
-  }
-});
-
-// =========================
-// Socket.IO
-// =========================
-io.on("connection", (socket) => {
-  console.log("Client connecté:", socket.id);
-
-  // Envoyer tous les marqueurs au nouveau client
-  Marker.find().populate("createdBy", "name email").then(markers => {
-    socket.emit("allMarkers", markers);
-  });
-
-  // Mise à jour position en temps réel
-  socket.on("updatePosition", async ({ userId, latitude, longitude }) => {
-    try {
-      const user = await User.findByIdAndUpdate(userId, { latitude, longitude }, { new: true });
-      if (user) {
-        io.emit("positionsUpdate", {
-          userId: user._id,
-          name: user.name,
-          latitude,
-          longitude
-        });
-      }
-    } catch (err) {
-      console.error("Erreur position:", err);
-    }
-  });
-
-  socket.on("disconnect", () => {
-    console.log("Client déconnecté:", socket.id);
-  });
-});
-
-// =========================
-// Démarrage
-// =========================
-const PORT = process.env.PORT || 8000;
-server.listen(PORT, () => {
-  console.log(`🚀 Serveur Kibali démarré sur http://localhost:${PORT}`);
-});

kibali-ui/.gitignore

@@ -1,24 +0,0 @@
-# Logs
-logs
-*.log
-npm-debug.log*
-yarn-debug.log*
-yarn-error.log*
-pnpm-debug.log*
-lerna-debug.log*
-
-node_modules
-dist
-dist-ssr
-*.local
-
-# Editor directories and files
-.vscode/*
-!.vscode/extensions.json
-.idea
-.DS_Store
-*.suo
-*.ntvs*
-*.njsproj
-*.sln
-*.sw?

kibali-ui/README.md

@@ -1,16 +0,0 @@
-# React + Vite
-
-This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules.
-
-Currently, two official plugins are available:
-
-- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react) uses [Babel](https://babeljs.io/) (or [oxc](https://oxc.rs) when used in [rolldown-vite](https://vite.dev/guide/rolldown)) for Fast Refresh
-- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh
-
-## React Compiler
-
-The React Compiler is not enabled on this template because of its impact on dev & build performances. To add it, see [this documentation](https://react.dev/learn/react-compiler/installation).
-
-## Expanding the ESLint configuration
-
-If you are developing a production application, we recommend using TypeScript with type-aware lint rules enabled. Check out the [TS template](https://github.com/vitejs/vite/tree/main/packages/create-vite/template-react-ts) for information on how to integrate TypeScript and [`typescript-eslint`](https://typescript-eslint.io) in your project.

launch.bat

@@ -0,0 +1,6 @@
+@echo off
+for /f "tokens=2 delims=:" %%i in ('ipconfig ^| findstr /R /C:"IPv4 Address"') do set ip=%%i
+set ip=%ip:~1%
+echo Lancement de Streamlit sur %ip%:8501
+"C:/Program Files/Epic Games/UE_5.7/Engine/Binaries/ThirdParty/Python3/Win64/python.exe" -m streamlit run main.py --server.address %ip% --server.port 8501
+pause

launch.py

@@ -0,0 +1,22 @@
+import socket
+import subprocess
+import sys
+import os
+
+def get_local_ip():
+    s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
+    try:
+        s.connect(("8.8.8.8", 80))
+        ip = s.getsockname()[0]
+    except:
+        ip = "127.0.0.1"
+    finally:
+        s.close()
+    return ip
+
+if __name__ == "__main__":
+    ip = get_local_ip()
+    port = 8501
+    print(f"Lancement de Streamlit sur {ip}:{port}")
+    cmd = [sys.executable, "-m", "streamlit", "run", "main.py", "--server.address", ip, "--server.port", str(port)]
+    subprocess.run(cmd)

main.py

@@ -19,7 +19,7 @@ import base64
 # --- CONFIGURATION PAGE ---
 st.set_page_config(
     page_title="Kibali AI - Assistant IA du Gabon",
-    page_icon="kibali_logo.png",
+    page_icon="kibali_logo.svg",
     layout="wide"
 )
 
@@ -50,7 +50,7 @@ from tools.todo import execute_reflection_plan
 from tools.geo import get_geo_context
 
 # --- CHARGEMENT DES MODÈLES ---
-HF_MODEL_ID = "C:/Users/Admin/Desktop/logiciel/qwen_model"
+HF_MODEL_ID = "C:/Users/Admin/Desktop/logiciel/kibali-api/qwen_model"
 CACHE_DIR = "/data/cache"
 os.makedirs(CACHE_DIR, exist_ok=True)
 
@@ -98,12 +98,6 @@ model = load_model()
 
 # --- BASES VECTORIELLES ---
 dimension = 384
-INDEX_FILE = "faiss_index.idx"
-CHUNKS_FILE = "doc_chunks.json"
-METADATA_FILE = "doc_metadata.json"
-MEMORY_INDEX_FILE = "memory_index.idx"
-MEMORY_TEXTS_FILE = "memory_texts.json"
-MEMORY_METADATA_FILE = "memory_metadata.json"
 if 'doc_index' not in st.session_state:
     st.session_state.doc_index = faiss.IndexFlatL2(dimension)
     st.session_state.doc_chunks = []

kibali-ui/package-lock.json → package-lock.json

@@ -8,23 +8,30 @@
       "name": "kibali-ui",
       "version": "0.0.0",
       "dependencies": {
+        "@simplewebauthn/browser": "^13.2.2",
         "axios": "^1.13.2",
         "bcrypt": "^6.0.0",
+        "bcryptjs": "^3.0.3",
+        "body-parser": "^2.2.1",
+        "cloudinary": "^2.8.0",
         "cors": "^2.8.5",
         "dotenv": "^17.2.3",
         "express": "^5.2.1",
         "firebase": "^12.7.0",
+        "firebase-admin": "^13.6.0",
         "jsonwebtoken": "^9.0.3",
         "leaflet": "^1.9.4",
         "lucide-react": "^0.562.0",
-        "mongoose": "^9.1.0",
+        "mongoose": "^9.1.1",
         "multer": "^2.0.2",
+        "nodemailer": "^7.0.12",
         "react": "^19.2.0",
         "react-dom": "^19.2.0",
         "react-leaflet": "^5.0.0",
         "react-markdown": "^10.1.0",
         "socket.io": "^4.8.3",
-        "socket.io-client": "^4.8.3"
+        "socket.io-client": "^4.8.3",
+        "ws": "^8.18.3"
       },
       "devDependencies": {
         "@eslint/js": "^9.39.1",
@@ -922,6 +929,12 @@
         "node": "^18.18.0 || ^20.9.0 || >=21.1.0"
       }
     },
+    "node_modules/@fastify/busboy": {
+      "version": "3.2.0",
+      "resolved": "https://registry.npmjs.org/@fastify/busboy/-/busboy-3.2.0.tgz",
+      "integrity": "sha512-m9FVDXU3GT2ITSe0UaMA5rU3QkfC/UXtCU8y0gSN/GugTqtVldOBWIB5V6V3sbmenVZUIpU6f+mPEO2+m5iTaA==",
+      "license": "MIT"
+    },
     "node_modules/@firebase/ai": {
       "version": "2.6.1",
       "resolved": "https://registry.npmjs.org/@firebase/ai/-/ai-2.6.1.tgz",
@@ -1530,6 +1543,94 @@
       "integrity": "sha512-+uGNN7rkfn41HLO0vekTFhTxk61eKa8mTpRGLO0QSqlQdKvIoGAvLp3ppdVIWbTGYJWM6Kp0iN+PjMIOcnVqTw==",
       "license": "Apache-2.0"
     },
+    "node_modules/@google-cloud/firestore": {
+      "version": "7.11.6",
+      "resolved": "https://registry.npmjs.org/@google-cloud/firestore/-/firestore-7.11.6.tgz",
+      "integrity": "sha512-EW/O8ktzwLfyWBOsNuhRoMi8lrC3clHM5LVFhGvO1HCsLozCOOXRAlHrYBoE6HL42Sc8yYMuCb2XqcnJ4OOEpw==",
+      "license": "Apache-2.0",
+      "optional": true,
+      "dependencies": {
+        "@opentelemetry/api": "^1.3.0",
+        "fast-deep-equal": "^3.1.1",
+        "functional-red-black-tree": "^1.0.1",
+        "google-gax": "^4.3.3",
+        "protobufjs": "^7.2.6"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@google-cloud/paginator": {
+      "version": "5.0.2",
+      "resolved": "https://registry.npmjs.org/@google-cloud/paginator/-/paginator-5.0.2.tgz",
+      "integrity": "sha512-DJS3s0OVH4zFDB1PzjxAsHqJT6sKVbRwwML0ZBP9PbU7Yebtu/7SWMRzvO2J3nUi9pRNITCfu4LJeooM2w4pjg==",
+      "license": "Apache-2.0",
+      "optional": true,
+      "dependencies": {
+        "arrify": "^2.0.0",
+        "extend": "^3.0.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@google-cloud/projectify": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/@google-cloud/projectify/-/projectify-4.0.0.tgz",
+      "integrity": "sha512-MmaX6HeSvyPbWGwFq7mXdo0uQZLGBYCwziiLIGq5JVX+/bdI3SAq6bP98trV5eTWfLuvsMcIC1YJOF2vfteLFA==",
+      "license": "Apache-2.0",
+      "optional": true,
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@google-cloud/promisify": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/@google-cloud/promisify/-/promisify-4.0.0.tgz",
+      "integrity": "sha512-Orxzlfb9c67A15cq2JQEyVc7wEsmFBmHjZWZYQMUyJ1qivXyMwdyNOs9odi79hze+2zqdTtu1E19IM/FtqZ10g==",
+      "license": "Apache-2.0",
+      "optional": true,
+      "engines": {
+        "node": ">=14"
+      }
+    },
+    "node_modules/@google-cloud/storage": {
+      "version": "7.18.0",
+      "resolved": "https://registry.npmjs.org/@google-cloud/storage/-/storage-7.18.0.tgz",
+      "integrity": "sha512-r3ZwDMiz4nwW6R922Z1pwpePxyRwE5GdevYX63hRmAQUkUQJcBH/79EnQPDv5cOv1mFBgevdNWQfi3tie3dHrQ==",
+      "license": "Apache-2.0",
+      "optional": true,
+      "dependencies": {
+        "@google-cloud/paginator": "^5.0.0",
+        "@google-cloud/projectify": "^4.0.0",
+        "@google-cloud/promisify": "<4.1.0",
+        "abort-controller": "^3.0.0",
+        "async-retry": "^1.3.3",
+        "duplexify": "^4.1.3",
+        "fast-xml-parser": "^4.4.1",
+        "gaxios": "^6.0.2",
+        "google-auth-library": "^9.6.3",
+        "html-entities": "^2.5.2",
+        "mime": "^3.0.0",
+        "p-limit": "^3.0.1",
+        "retry-request": "^7.0.0",
+        "teeny-request": "^9.0.0",
+        "uuid": "^8.0.0"
+      },
+      "engines": {
+        "node": ">=14"
+      }
+    },
+    "node_modules/@google-cloud/storage/node_modules/uuid": {
+      "version": "8.3.2",
+      "resolved": "https://registry.npmjs.org/uuid/-/uuid-8.3.2.tgz",
+      "integrity": "sha512-+NYs2QeMWy+GWFOEm9xnn6HCDp0l7QBD7ml8zLUmJ+93Q5NF0NocErnwkTkXVFNiX3/fpC6afS8Dhb/gz7R7eg==",
+      "license": "MIT",
+      "optional": true,
+      "bin": {
+        "uuid": "dist/bin/uuid"
+      }
+    },
     "node_modules/@grpc/grpc-js": {
       "version": "1.9.15",
       "resolved": "https://registry.npmjs.org/@grpc/grpc-js/-/grpc-js-1.9.15.tgz",
@@ -1613,6 +1714,116 @@
         "url": "https://github.com/sponsors/nzakas"
       }
     },
+    "node_modules/@isaacs/cliui": {
+      "version": "8.0.2",
+      "resolved": "https://registry.npmjs.org/@isaacs/cliui/-/cliui-8.0.2.tgz",
+      "integrity": "sha512-O8jcjabXaleOG9DQ0+ARXWZBTfnP4WNAqzuiJK7ll44AmxGKv/J2M4TPjxjY3znBCfvBXFzucm1twdyFybFqEA==",
+      "license": "ISC",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "string-width": "^5.1.2",
+        "string-width-cjs": "npm:string-width@^4.2.0",
+        "strip-ansi": "^7.0.1",
+        "strip-ansi-cjs": "npm:strip-ansi@^6.0.1",
+        "wrap-ansi": "^8.1.0",
+        "wrap-ansi-cjs": "npm:wrap-ansi@^7.0.0"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/@isaacs/cliui/node_modules/ansi-regex": {
+      "version": "6.2.2",
+      "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-6.2.2.tgz",
+      "integrity": "sha512-Bq3SmSpyFHaWjPk8If9yc6svM8c56dB5BAtW4Qbw5jHTwwXXcTLoRMkpDJp6VL0XzlWaCHTXrkFURMYmD0sLqg==",
+      "license": "MIT",
+      "optional": true,
+      "peer": true,
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/ansi-regex?sponsor=1"
+      }
+    },
+    "node_modules/@isaacs/cliui/node_modules/ansi-styles": {
+      "version": "6.2.3",
+      "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-6.2.3.tgz",
+      "integrity": "sha512-4Dj6M28JB+oAH8kFkTLUo+a2jwOFkuqb3yucU0CANcRRUbxS0cP0nZYCGjcc3BNXwRIsUVmDGgzawme7zvJHvg==",
+      "license": "MIT",
+      "optional": true,
+      "peer": true,
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/ansi-styles?sponsor=1"
+      }
+    },
+    "node_modules/@isaacs/cliui/node_modules/emoji-regex": {
+      "version": "9.2.2",
+      "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-9.2.2.tgz",
+      "integrity": "sha512-L18DaJsXSUk2+42pv8mLs5jJT2hqFkFE4j21wOmgbUqsZ2hL72NsUU785g9RXgo3s0ZNgVl42TiHp3ZtOv/Vyg==",
+      "license": "MIT",
+      "optional": true,
+      "peer": true
+    },
+    "node_modules/@isaacs/cliui/node_modules/string-width": {
+      "version": "5.1.2",
+      "resolved": "https://registry.npmjs.org/string-width/-/string-width-5.1.2.tgz",
+      "integrity": "sha512-HnLOCR3vjcY8beoNLtcjZ5/nxn2afmME6lhrDrebokqMap+XbeW8n9TXpPDOqdGK5qcI3oT0GKTW6wC7EMiVqA==",
+      "license": "MIT",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "eastasianwidth": "^0.2.0",
+        "emoji-regex": "^9.2.2",
+        "strip-ansi": "^7.0.1"
+      },
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/@isaacs/cliui/node_modules/strip-ansi": {
+      "version": "7.1.2",
+      "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-7.1.2.tgz",
+      "integrity": "sha512-gmBGslpoQJtgnMAvOVqGZpEz9dyoKTCzy2nfz/n8aIFhN/jCE/rCmcxabB6jOOHV+0WNnylOxaxBQPSvcWklhA==",
+      "license": "MIT",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "ansi-regex": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/strip-ansi?sponsor=1"
+      }
+    },
+    "node_modules/@isaacs/cliui/node_modules/wrap-ansi": {
+      "version": "8.1.0",
+      "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-8.1.0.tgz",
+      "integrity": "sha512-si7QWI6zUMq56bESFvagtmzMdGOtoxfR+Sez11Mobfc7tm+VkUckk9bW2UeffTGVUbOksxmSw0AA2gs8g71NCQ==",
+      "license": "MIT",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "ansi-styles": "^6.1.0",
+        "string-width": "^5.0.1",
+        "strip-ansi": "^7.0.1"
+      },
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
+      }
+    },
     "node_modules/@jridgewell/gen-mapping": {
       "version": "0.3.13",
       "resolved": "https://registry.npmjs.org/@jridgewell/gen-mapping/-/gen-mapping-0.3.13.tgz",
@@ -1663,6 +1874,17 @@
         "@jridgewell/sourcemap-codec": "^1.4.14"
       }
     },
+    "node_modules/@js-sdsl/ordered-map": {
+      "version": "4.4.2",
+      "resolved": "https://registry.npmjs.org/@js-sdsl/ordered-map/-/ordered-map-4.4.2.tgz",
+      "integrity": "sha512-iUKgm52T8HOE/makSxjqoWhe95ZJA1/G1sYsGev2JDKUSS14KAgg1LHb+Ba+IPow0xflbnSkOsZcO08C7w1gYw==",
+      "license": "MIT",
+      "optional": true,
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/js-sdsl"
+      }
+    },
     "node_modules/@mongodb-js/saslprep": {
       "version": "1.4.4",
       "resolved": "https://registry.npmjs.org/@mongodb-js/saslprep/-/saslprep-1.4.4.tgz",
@@ -1672,6 +1894,27 @@
         "sparse-bitfield": "^3.0.3"
       }
     },
+    "node_modules/@opentelemetry/api": {
+      "version": "1.9.0",
+      "resolved": "https://registry.npmjs.org/@opentelemetry/api/-/api-1.9.0.tgz",
+      "integrity": "sha512-3giAOQvZiH5F9bMlMiv8+GSPMeqg0dbaeo58/0SlA9sxSqZhnUtxzX9/2FzyhS9sWQf5S0GJE0AKBrFqjpeYcg==",
+      "license": "Apache-2.0",
+      "optional": true,
+      "engines": {
+        "node": ">=8.0.0"
+      }
+    },
+    "node_modules/@pkgjs/parseargs": {
+      "version": "0.11.0",
+      "resolved": "https://registry.npmjs.org/@pkgjs/parseargs/-/parseargs-0.11.0.tgz",
+      "integrity": "sha512-+1VkjdD0QBLPodGrJUeqarH8VAIvQODIbwh9XpP5Syisf7YoQgsJKPNFoqqLQlu+VQ/tVSshMR6loPMn8U+dPg==",
+      "license": "MIT",
+      "optional": true,
+      "peer": true,
+      "engines": {
+        "node": ">=14"
+      }
+    },
     "node_modules/@protobufjs/aspromise": {
       "version": "1.1.2",
       "resolved": "https://registry.npmjs.org/@protobufjs/aspromise/-/aspromise-1.1.2.tgz",
@@ -2062,12 +2305,28 @@
         "win32"
       ]
     },
+    "node_modules/@simplewebauthn/browser": {
+      "version": "13.2.2",
+      "resolved": "https://registry.npmjs.org/@simplewebauthn/browser/-/browser-13.2.2.tgz",
+      "integrity": "sha512-FNW1oLQpTJyqG5kkDg5ZsotvWgmBaC6jCHR7Ej0qUNep36Wl9tj2eZu7J5rP+uhXgHaLk+QQ3lqcw2vS5MX1IA==",
+      "license": "MIT"
+    },
     "node_modules/@socket.io/component-emitter": {
       "version": "3.1.2",
       "resolved": "https://registry.npmjs.org/@socket.io/component-emitter/-/component-emitter-3.1.2.tgz",
       "integrity": "sha512-9BCxFwvbGg/RsZK9tjXd8s4UcwR0MWeFQ1XEKIQVVvAGJyINdrqKMcTRyLoK8Rse1GjzLV9cwjWV1olXRWEXVA==",
       "license": "MIT"
     },
+    "node_modules/@tootallnate/once": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/@tootallnate/once/-/once-2.0.0.tgz",
+      "integrity": "sha512-XCuKFP5PS55gnMVu3dty8KPatLqUoy/ZYzDzAGCQ8JNFCkLXzmI7vNHCR+XpbZaMWQK/vQubr7PkYq8g470J/A==",
+      "license": "MIT",
+      "optional": true,
+      "engines": {
+        "node": ">= 10"
+      }
+    },
     "node_modules/@types/babel__core": {
       "version": "7.20.5",
       "resolved": "https://registry.npmjs.org/@types/babel__core/-/babel__core-7.20.5.tgz",
@@ -2113,6 +2372,32 @@
         "@babel/types": "^7.28.2"
       }
     },
+    "node_modules/@types/body-parser": {
+      "version": "1.19.6",
+      "resolved": "https://registry.npmjs.org/@types/body-parser/-/body-parser-1.19.6.tgz",
+      "integrity": "sha512-HLFeCYgz89uk22N5Qg3dvGvsv46B8GLvKKo1zKG4NybA8U2DiEO3w9lqGg29t/tfLRJpJ6iQxnVw4OnB7MoM9g==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/connect": "*",
+        "@types/node": "*"
+      }
+    },
+    "node_modules/@types/caseless": {
+      "version": "0.12.5",
+      "resolved": "https://registry.npmjs.org/@types/caseless/-/caseless-0.12.5.tgz",
+      "integrity": "sha512-hWtVTC2q7hc7xZ/RLbxapMvDMgUnDvKvMOpKal4DrMyfGBUfB1oKaZlIRr6mJL+If3bAP6sV/QneGzF6tJjZDg==",
+      "license": "MIT",
+      "optional": true
+    },
+    "node_modules/@types/connect": {
+      "version": "3.4.38",
+      "resolved": "https://registry.npmjs.org/@types/connect/-/connect-3.4.38.tgz",
+      "integrity": "sha512-K6uROf1LD88uDQqJCktA4yzL1YYAK6NgfsI0v/mTgyPKWsX1CnJ0XPSDhViejru1GcRkLWb8RlzFYJRqGUbaug==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/node": "*"
+      }
+    },
     "node_modules/@types/cors": {
       "version": "2.8.19",
       "resolved": "https://registry.npmjs.org/@types/cors/-/cors-2.8.19.tgz",
@@ -2146,6 +2431,30 @@
         "@types/estree": "*"
       }
     },
+    "node_modules/@types/express": {
+      "version": "4.17.25",
+      "resolved": "https://registry.npmjs.org/@types/express/-/express-4.17.25.tgz",
+      "integrity": "sha512-dVd04UKsfpINUnK0yBoYHDF3xu7xVH4BuDotC/xGuycx4CgbP48X/KF/586bcObxT0HENHXEU8Nqtu6NR+eKhw==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/body-parser": "*",
+        "@types/express-serve-static-core": "^4.17.33",
+        "@types/qs": "*",
+        "@types/serve-static": "^1"
+      }
+    },
+    "node_modules/@types/express-serve-static-core": {
+      "version": "4.19.7",
+      "resolved": "https://registry.npmjs.org/@types/express-serve-static-core/-/express-serve-static-core-4.19.7.tgz",
+      "integrity": "sha512-FvPtiIf1LfhzsaIXhv/PHan/2FeQBbtBDtfX2QfvPxdUelMDEckK08SM6nqo1MIZY3RUlfA+HV8+hFUSio78qg==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/node": "*",
+        "@types/qs": "*",
+        "@types/range-parser": "*",
+        "@types/send": "*"
+      }
+    },
     "node_modules/@types/hast": {
       "version": "3.0.4",
       "resolved": "https://registry.npmjs.org/@types/hast/-/hast-3.0.4.tgz",
@@ -2155,6 +2464,12 @@
         "@types/unist": "*"
       }
     },
+    "node_modules/@types/http-errors": {
+      "version": "2.0.5",
+      "resolved": "https://registry.npmjs.org/@types/http-errors/-/http-errors-2.0.5.tgz",
+      "integrity": "sha512-r8Tayk8HJnX0FztbZN7oVqGccWgw98T/0neJphO91KkmOzug1KkofZURD4UaD5uH8AqcFLfdPErnBod0u71/qg==",
+      "license": "MIT"
+    },
     "node_modules/@types/json-schema": {
       "version": "7.0.15",
       "resolved": "https://registry.npmjs.org/@types/json-schema/-/json-schema-7.0.15.tgz",
@@ -2162,6 +2477,23 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/@types/jsonwebtoken": {
+      "version": "9.0.10",
+      "resolved": "https://registry.npmjs.org/@types/jsonwebtoken/-/jsonwebtoken-9.0.10.tgz",
+      "integrity": "sha512-asx5hIG9Qmf/1oStypjanR7iKTv0gXQ1Ov/jfrX6kS/EO0OFni8orbmGCn0672NHR3kXHwpAwR+B368ZGN/2rA==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/ms": "*",
+        "@types/node": "*"
+      }
+    },
+    "node_modules/@types/long": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/@types/long/-/long-4.0.2.tgz",
+      "integrity": "sha512-MqTGEo5bj5t157U6fA/BiDynNkn0YknVdh48CMPkTSpFTVmvao5UQmm7uEF6xBEo7qIMAlY/JSleYaE6VOdpaA==",
+      "license": "MIT",
+      "optional": true
+    },
     "node_modules/@types/mdast": {
       "version": "4.0.4",
       "resolved": "https://registry.npmjs.org/@types/mdast/-/mdast-4.0.4.tgz",
@@ -2171,6 +2503,12 @@
         "@types/unist": "*"
       }
     },
+    "node_modules/@types/mime": {
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@@ -5381,6 +6626,14 @@
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@@ -5534,6 +6813,19 @@
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       "resolved": "https://registry.npmjs.org/shebang-command/-/shebang-command-2.0.0.tgz",
       "integrity": "sha512-kHxr2zZpYtdmrN1qDjrrX/Z1rR1kG8Dx+gkpK1G4eXmvXswmcE1hTWBWYUzlraYw1/yZp6YuDY77YtvbN0dmDA==",
-      "dev": true,
+      "devOptional": true,
       "license": "MIT",
       "dependencies": {
         "shebang-regex": "^3.0.0"
@@ -5956,7 +7301,7 @@
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/shebang-regex/-/shebang-regex-3.0.0.tgz",
       "integrity": "sha512-7++dFhtcx3353uBaq8DDR4NuxBetBzC7ZQOhmTQInHEd6bSrXdiEyzCvG07Z44UYdLShWUyXt5M/yhz8ekcb1A==",
-      "dev": true,
+      "devOptional": true,
       "license": "MIT",
       "engines": {
         "node": ">=8"
@@ -6040,6 +7385,20 @@
       "integrity": "sha512-Rtlj66/b0ICeFzYTuNvX/EF1igRbbnGSvEyT79McoZa/DeGhMyC5pWKOEsZKnpkqtSeovd5FL/bjHWC3CIIvCQ==",
       "license": "MIT"
     },
+    "node_modules/signal-exit": {
+      "version": "4.1.0",
+      "resolved": "https://registry.npmjs.org/signal-exit/-/signal-exit-4.1.0.tgz",
+      "integrity": "sha512-bzyZ1e88w9O1iNJbKnOlvYTrWPDl46O1bG0D3XInv+9tkPrxrN8jUUTiFlDkkmKWgn1M6CfIA13SuGqOa9Korw==",
+      "license": "ISC",
+      "optional": true,
+      "peer": true,
+      "engines": {
+        "node": ">=14"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/isaacs"
+      }
+    },
     "node_modules/socket.io": {
       "version": "4.8.3",
       "resolved": "https://registry.npmjs.org/socket.io/-/socket.io-4.8.3.tgz",
@@ -6156,6 +7515,23 @@
         "node": ">= 0.8"
       }
     },
+    "node_modules/stream-events": {
+      "version": "1.0.5",
+      "resolved": "https://registry.npmjs.org/stream-events/-/stream-events-1.0.5.tgz",
+      "integrity": "sha512-E1GUzBSgvct8Jsb3v2X15pjzN1tYebtbLaMg+eBOUOAxgbLoSbT2NS91ckc5lJD1KfLjId+jXJRgo0qnV5Nerg==",
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "stubs": "^3.0.0"
+      }
+    },
+    "node_modules/stream-shift": {
+      "version": "1.0.3",
+      "resolved": "https://registry.npmjs.org/stream-shift/-/stream-shift-1.0.3.tgz",
+      "integrity": "sha512-76ORR0DO1o1hlKwTbi/DM3EXWGf3ZJYO8cXX5RJwnul2DEg2oyoZyjLNoQM8WsvZiFKCRfC1O0J7iCvie3RZmQ==",
+      "license": "MIT",
+      "optional": true
+    },
     "node_modules/streamsearch": {
       "version": "1.1.0",
       "resolved": "https://registry.npmjs.org/streamsearch/-/streamsearch-1.1.0.tgz",
@@ -6187,6 +7563,23 @@
         "node": ">=8"
       }
     },
+    "node_modules/string-width-cjs": {
+      "name": "string-width",
+      "version": "4.2.3",
+      "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
+      "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
+      "license": "MIT",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "emoji-regex": "^8.0.0",
+        "is-fullwidth-code-point": "^3.0.0",
+        "strip-ansi": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
     "node_modules/stringify-entities": {
       "version": "4.0.4",
       "resolved": "https://registry.npmjs.org/stringify-entities/-/stringify-entities-4.0.4.tgz",
@@ -6213,6 +7606,21 @@
         "node": ">=8"
       }
     },
+    "node_modules/strip-ansi-cjs": {
+      "name": "strip-ansi",
+      "version": "6.0.1",
+      "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz",
+      "integrity": "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==",
+      "license": "MIT",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "ansi-regex": "^5.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
     "node_modules/strip-json-comments": {
       "version": "3.1.1",
       "resolved": "https://registry.npmjs.org/strip-json-comments/-/strip-json-comments-3.1.1.tgz",
@@ -6226,6 +7634,26 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/strnum": {
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/strnum/-/strnum-1.1.2.tgz",
+      "integrity": "sha512-vrN+B7DBIoTTZjnPNewwhx6cBA/H+IS7rfW68n7XxC1y7uoiGQBxaKzqucGUgavX15dJgiGztLJ8vxuEzwqBdA==",
+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/NaturalIntelligence"
+        }
+      ],
+      "license": "MIT",
+      "optional": true
+    },
+    "node_modules/stubs": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/stubs/-/stubs-3.0.0.tgz",
+      "integrity": "sha512-PdHt7hHUJKxvTCgbKX9C1V/ftOcjJQgz8BZwNfV5c4B6dcGqlpelTbJ999jBGZ2jYiPAwcX5dP6oBwVlBlUbxw==",
+      "license": "MIT",
+      "optional": true
+    },
     "node_modules/style-to-js": {
       "version": "1.1.21",
       "resolved": "https://registry.npmjs.org/style-to-js/-/style-to-js-1.1.21.tgz",
@@ -6264,6 +7692,64 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/teeny-request": {
+      "version": "9.0.0",
+      "resolved": "https://registry.npmjs.org/teeny-request/-/teeny-request-9.0.0.tgz",
+      "integrity": "sha512-resvxdc6Mgb7YEThw6G6bExlXKkv6+YbuzGg9xuXxSgxJF7Ozs+o8Y9+2R3sArdWdW8nOokoQb1yrpFB0pQK2g==",
+      "license": "Apache-2.0",
+      "optional": true,
+      "dependencies": {
+        "http-proxy-agent": "^5.0.0",
+        "https-proxy-agent": "^5.0.0",
+        "node-fetch": "^2.6.9",
+        "stream-events": "^1.0.5",
+        "uuid": "^9.0.0"
+      },
+      "engines": {
+        "node": ">=14"
+      }
+    },
+    "node_modules/teeny-request/node_modules/agent-base": {
+      "version": "6.0.2",
+      "resolved": "https://registry.npmjs.org/agent-base/-/agent-base-6.0.2.tgz",
+      "integrity": "sha512-RZNwNclF7+MS/8bDg70amg32dyeZGZxiDuQmZxKLAlQjr3jGyLx+4Kkk58UO7D2QdgFIQCovuSuZESne6RG6XQ==",
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "debug": "4"
+      },
+      "engines": {
+        "node": ">= 6.0.0"
+      }
+    },
+    "node_modules/teeny-request/node_modules/https-proxy-agent": {
+      "version": "5.0.1",
+      "resolved": "https://registry.npmjs.org/https-proxy-agent/-/https-proxy-agent-5.0.1.tgz",
+      "integrity": "sha512-dFcAjpTQFgoLMzC2VwU+C/CbS7uRL0lWmxDITmqm7C+7F0Odmj6s9l6alZc6AELXhrnggM2CeWSXHGOdX2YtwA==",
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "agent-base": "6",
+        "debug": "4"
+      },
+      "engines": {
+        "node": ">= 6"
+      }
+    },
+    "node_modules/teeny-request/node_modules/uuid": {
+      "version": "9.0.1",
+      "resolved": "https://registry.npmjs.org/uuid/-/uuid-9.0.1.tgz",
+      "integrity": "sha512-b+1eJOlsR9K8HJpow9Ok3fiWOWSIcIzXodvv0rQjVoOVNpWMpxf1wZNpt4y9h10odCNrqnYp1OBzRktckBe3sA==",
+      "funding": [
+        "https://github.com/sponsors/broofa",
+        "https://github.com/sponsors/ctavan"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "bin": {
+        "uuid": "dist/bin/uuid"
+      }
+    },
     "node_modules/tinyglobby": {
       "version": "0.2.15",
       "resolved": "https://registry.npmjs.org/tinyglobby/-/tinyglobby-0.2.15.tgz",
@@ -6535,6 +8021,19 @@
       "integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==",
       "license": "MIT"
     },
+    "node_modules/uuid": {
+      "version": "11.1.0",
+      "resolved": "https://registry.npmjs.org/uuid/-/uuid-11.1.0.tgz",
+      "integrity": "sha512-0/A9rDy9P7cJ+8w1c9WD9V//9Wj15Ce2MPz8Ri6032usz+NfePxx5AcN3bN+r6ZL6jEo066/yNYB3tn4pQEx+A==",
+      "funding": [
+        "https://github.com/sponsors/broofa",
+        "https://github.com/sponsors/ctavan"
+      ],
+      "license": "MIT",
+      "bin": {
+        "uuid": "dist/esm/bin/uuid"
+      }
+    },
     "node_modules/vary": {
       "version": "1.1.2",
       "resolved": "https://registry.npmjs.org/vary/-/vary-1.1.2.tgz",
@@ -6647,6 +8146,17 @@
         }
       }
     },
+    "node_modules/web-streams-polyfill": {
+      "version": "3.3.3",
+      "resolved": "https://registry.npmjs.org/web-streams-polyfill/-/web-streams-polyfill-3.3.3.tgz",
+      "integrity": "sha512-d2JWLCivmZYTSIoge9MsgFCZrt571BikcWGYkjC1khllbTeDlGqZ2D8vD8E/lJa8WGWbb7Plm8/XJYV7IJHZZw==",
+      "license": "MIT",
+      "optional": true,
+      "peer": true,
+      "engines": {
+        "node": ">= 8"
+      }
+    },
     "node_modules/web-vitals": {
       "version": "4.2.4",
       "resolved": "https://registry.npmjs.org/web-vitals/-/web-vitals-4.2.4.tgz",
@@ -6702,7 +8212,7 @@
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
       "integrity": "sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==",
-      "dev": true,
+      "devOptional": true,
       "license": "ISC",
       "dependencies": {
         "isexe": "^2.0.0"
@@ -6741,6 +8251,26 @@
         "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
       }
     },
+    "node_modules/wrap-ansi-cjs": {
+      "name": "wrap-ansi",
+      "version": "7.0.0",
+      "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
+      "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
+      "license": "MIT",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "ansi-styles": "^4.0.0",
+        "string-width": "^4.1.0",
+        "strip-ansi": "^6.0.0"
+      },
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
+      }
+    },
     "node_modules/wrappy": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
@@ -6832,7 +8362,7 @@
       "version": "0.1.0",
       "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
       "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
-      "dev": true,
+      "devOptional": true,
       "license": "MIT",
       "engines": {
         "node": ">=10"

kibali-ui/package.json → package.json

@@ -10,23 +10,30 @@
     "preview": "vite preview"
   },
   "dependencies": {
+    "@simplewebauthn/browser": "^13.2.2",
     "axios": "^1.13.2",
     "bcrypt": "^6.0.0",
+    "bcryptjs": "^3.0.3",
+    "body-parser": "^2.2.1",
+    "cloudinary": "^2.8.0",
     "cors": "^2.8.5",
     "dotenv": "^17.2.3",
     "express": "^5.2.1",
     "firebase": "^12.7.0",
+    "firebase-admin": "^13.6.0",
     "jsonwebtoken": "^9.0.3",
     "leaflet": "^1.9.4",
     "lucide-react": "^0.562.0",
-    "mongoose": "^9.1.0",
+    "mongoose": "^9.1.1",
     "multer": "^2.0.2",
+    "nodemailer": "^7.0.12",
     "react": "^19.2.0",
     "react-dom": "^19.2.0",
     "react-leaflet": "^5.0.0",
     "react-markdown": "^10.1.0",
     "socket.io": "^4.8.3",
-    "socket.io-client": "^4.8.3"
+    "socket.io-client": "^4.8.3",
+    "ws": "^8.18.3"
   },
   "devDependencies": {
     "@eslint/js": "^9.39.1",

{kibali-ui/public → public}/manifest.json

@@ -1,15 +1,15 @@
-{
-  "short_name": "Kibali",
-  "name": "Kibali AI Assistant",
-  "icons": [
-    {
-      "src": "/kibali_logo.svg",
-      "type": "image/svg+xml",
-      "sizes": "512x512"
-    }
-  ],
-  "start_url": ".",
-  "display": "standalone",
-  "theme_color": "#000000",
-  "background_color": "#ffffff"
+{
+  "short_name": "Kibali",
+  "name": "Kibali AI Assistant",
+  "icons": [
+    {
+      "src": "/kibali_logo.svg",
+      "type": "image/svg+xml",
+      "sizes": "512x512"
+    }
+  ],
+  "start_url": ".",
+  "display": "standalone",
+  "theme_color": "#000000",
+  "background_color": "#ffffff"
 }

server.js

@@ -0,0 +1,89 @@
+import 'dotenv/config';
+import express from 'express';
+import mongoose from 'mongoose';
+import cors from 'cors';
+import bcrypt from 'bcryptjs';
+import jwt from 'jsonwebtoken';
+import nodemailer from 'nodemailer';
+import crypto from 'crypto';
+import path from 'path';
+import fs from 'fs';
+import { fileURLToPath } from 'url';
+
+const __filename = fileURLToPath(import.meta.url);
+const __dirname = path.dirname(__filename);
+
+const app = express();
+app.use(cors());
+app.use(express.json());
+
+// --- CONNEXION MONGODB ---
+mongoose.connect(process.env.MONGO_URI)
+  .then(() => console.log('✅ MongoDB Connecté'))
+  .catch(err => console.error('❌ Erreur DB:', err));
+
+// --- CONFIGURATION NODEMAILER (CORRIGÉE) ---
+const transporter = nodemailer.createTransport({
+  host: 'smtp.gmail.com',
+  port: 465,
+  secure: true, // Utilisation du port SSL 465
+  auth: {
+    user: process.env.EMAIL_USER,
+    pass: process.env.EMAIL_PASS
+  },
+  tls: {
+    rejectUnauthorized: false // Aide à passer outre certains blocages réseau
+  }
+});
+
+// Vérification immédiate
+transporter.verify((error) => {
+  if (error) {
+    console.error('❌ Erreur SMTP Persistante:', error.message);
+  } else {
+    console.log('📧 Serveur SMTP authentifié avec succès !');
+  }
+});
+
+const User = mongoose.model('User', new mongoose.Schema({
+  email: { type: String, unique: true, required: true },
+  password: { type: String, required: true },
+  otp: String,
+  otpExpires: Date
+}));
+
+// --- ROUTE REGISTER ---
+app.post('/api/auth/register', async (req, res) => {
+  const { email, password } = req.body;
+  const otp = Math.floor(100000 + Math.random() * 900000).toString();
+
+  try {
+    let user = await User.findOne({ email });
+    if (!user) {
+      const hashedPassword = await bcrypt.hash(password, 10);
+      user = new User({ email, password: hashedPassword, otp, otpExpires: Date.now() + 600000 });
+    } else {
+      user.otp = otp;
+      user.otpExpires = Date.now() + 600000;
+    }
+    await user.save();
+
+    await transporter.sendMail({
+      from: `"Kibali AI" <${process.env.EMAIL_USER}>`,
+      to: email,
+      subject: `Code de vérification : ${otp}`,
+      html: `<div style="text-align:center; padding:20px; border:2px solid #10b981;">
+              <h1>Votre code Kibali</h1>
+              <p style="font-size:30px; font-weight:bold;">${otp}</p>
+             </div>`
+    });
+
+    res.json({ message: "OTP envoyé" });
+  } catch (err) {
+    console.error("Erreur lors du register:", err);
+    res.status(500).json({ error: "Erreur serveur ou SMTP" });
+  }
+});
+
+const PORT = process.env.PORT || 5000;
+app.listen(PORT, () => console.log(`🚀 Serveur actif sur le port ${PORT}`));

{kibali-ui/src → src}/App.jsx

@@ -3,10 +3,36 @@ import axios from 'axios';
 import {
   Send, FileText, Upload, Globe, MapPin,
   Loader2, Trash2, Image as ImageIcon, Search, Brain, ChevronDown, ChevronUp, User,
-  Database, Clock, TrendingUp, AlertCircle, CheckCircle, Zap
+  Database, Clock, TrendingUp, AlertCircle, CheckCircle, Zap,
+  LogOut
 } from 'lucide-react';
-
-const API_BASE = "http://localhost:8000";
+import { initializeApp } from 'firebase/app';
+import { 
+  getAuth, 
+  GoogleAuthProvider, 
+  signInWithRedirect, 
+  signOut, 
+  onAuthStateChanged,
+  getRedirectResult
+} from 'firebase/auth';
+
+// Configuration Firebase
+const firebaseConfig = {
+  apiKey: import.meta.env.VITE_FIREBASE_API_KEY || "AIzaSyCel4qvAtZomh4aQOCArCLIYSYmeZ4Qbig",
+  authDomain: import.meta.env.VITE_FIREBASE_AUTH_DOMAIN || "sevenstatut.firebaseapp.com",
+  databaseURL: import.meta.env.VITE_FIREBASE_DATABASE_URL || "https://sevenstatut-default-rtdb.firebaseio.com",
+  projectId: import.meta.env.VITE_FIREBASE_PROJECT_ID || "sevenstatut",
+  storageBucket: import.meta.env.VITE_FIREBASE_STORAGE_BUCKET || "sevenstatut.firebasestorage.app",
+  messagingSenderId: import.meta.env.VITE_FIREBASE_MESSAGING_SENDER_ID || "838268990346",
+  appId: import.meta.env.VITE_FIREBASE_APP_ID || "1:838268990346:web:dba8702c39e82981704e73"
+};
+
+// Initialiser Firebase
+const app = initializeApp(firebaseConfig);
+const auth = getAuth(app);
+const googleProvider = new GoogleAuthProvider();
+
+const API_BASE = "https://belikanm-kibali-api.hf.space";
 const LOGO_PATH = "/kibali_logo.svg";
 
 function App() {
@@ -18,18 +44,49 @@ function App() {
     doc_chunks: 0,
     memory_entries: 0,
     current_subject: null,
-    subject_message_count: 0
+    subject_message_count: 0,
+    torch_cuda_available: false,
+    status: 'unknown'
   });
   const [showThinking, setShowThinking] = useState({});
   const [uploadProgress, setUploadProgress] = useState(null);
+  const [user, setUser] = useState(null);
+  const [authLoading, setAuthLoading] = useState(true);
+
   const scrollRef = useRef(null);
   const pollingInterval = useRef(null);
 
-  // Récupération du status backend au démarrage et périodiquement
+  // Gestion de l'authentification
+  useEffect(() => {
+    // Vérifier le résultat de la redirection
+    getRedirectResult(auth)
+      .then((result) => {
+        if (result) {
+          setUser(result.user);
+        }
+        setAuthLoading(false);
+      })
+      .catch((error) => {
+        console.error("Erreur lors de la redirection:", error);
+        setAuthLoading(false);
+      });
+
+    // Écouter les changements d'état d'authentification
+    const unsubscribe = onAuthStateChanged(auth, (firebaseUser) => {
+      setUser(firebaseUser);
+      if (!firebaseUser) {
+        setAuthLoading(false);
+      }
+    });
+
+    return () => unsubscribe();
+  }, []);
+
+  // Récupération du statut du backend au démarrage et toutes les 10 secondes
   useEffect(() => {
     fetchStatus();
-    pollingInterval.current = setInterval(fetchStatus, 10000); // Toutes les 10 secondes
-    
+    pollingInterval.current = setInterval(fetchStatus, 10000);
+
     return () => {
       if (pollingInterval.current) {
         clearInterval(pollingInterval.current);
@@ -46,6 +103,26 @@ function App() {
     }
   };
 
+  // Connexion Google avec redirection
+  const handleGoogleLogin = async () => {
+    try {
+      await signInWithRedirect(auth, googleProvider);
+    } catch (error) {
+      console.error("Erreur de connexion Google:", error);
+      alert(`Erreur de connexion: ${error.message}`);
+    }
+  };
+
+  // Déconnexion
+  const handleLogout = async () => {
+    try {
+      await signOut(auth);
+      setUser(null);
+    } catch (error) {
+      console.error("Erreur de déconnexion:", error);
+    }
+  };
+
   // Auto-scroll vers le bas
   useEffect(() => {
     scrollRef.current?.scrollIntoView({ behavior: "smooth" });
@@ -55,7 +132,12 @@ function App() {
   const handleSend = async () => {
     if (!input.trim() || loading) return;
 
-    const userMsg = { role: "user", content: input.trim() };
+    const userMsg = { 
+      role: "user", 
+      content: input.trim(),
+      userPhoto: user?.photoURL || null,
+      userName: user?.displayName || "Utilisateur"
+    };
     setMessages(prev => [...prev, userMsg]);
     setInput("");
     setLoading(true);
@@ -68,7 +150,7 @@ function App() {
         city: "Libreville",
         thinking_mode: true
       }, {
-        timeout: 120000 // 120 secondes pour les requêtes complexes
+        timeout: 120000
       });
 
       const aiResponse = response.data.response || "Réponse reçue du serveur.";
@@ -83,16 +165,15 @@ function App() {
         timestamp: new Date().toISOString()
       }]);
 
-      // Mise à jour du status après la réponse
       fetchStatus();
     } catch (error) {
       console.error("Erreur lors de l'appel au backend:", error);
       let errorMsg = "Erreur : impossible de contacter le serveur IA.";
-      
+
       if (error.code === 'ERR_NETWORK') {
-        errorMsg = "⚠️ Serveur injoignable. Vérifiez que votre backend est lancé sur http://localhost:8000";
+        errorMsg = "⚠️ Serveur injoignable. Vérifiez que votre backend est lancé.";
       } else if (error.code === 'ECONNABORTED') {
-        errorMsg = "⏱️ Timeout : la requête a pris trop de temps. Le modèle est peut-être surchargé.";
+        errorMsg = "⏱️ Timeout : la requête a pris trop de temps.";
       } else if (error.response?.status === 400) {
         errorMsg = `❌ Erreur de requête : ${error.response.data.detail || 'Format invalide'}`;
       } else if (error.response?.status === 500) {
@@ -112,7 +193,7 @@ function App() {
     }
   };
 
-  // Upload de fichiers PDF avec feedback de progression
+  // Upload de fichiers PDF
   const handleFileUpload = async (e) => {
     const files = Array.from(e.target.files);
     if (!files.length) return;
@@ -126,7 +207,7 @@ function App() {
     try {
       const res = await axios.post(`${API_BASE}/upload`, formData, {
         headers: { 'Content-Type': 'multipart/form-data' },
-        timeout: 180000, // 3 minutes pour les gros PDFs
+        timeout: 180000,
         onUploadProgress: (progressEvent) => {
           const percentCompleted = Math.round((progressEvent.loaded * 100) / progressEvent.total);
           setUploadProgress(prev => ({ ...prev, percent: percentCompleted }));
@@ -137,7 +218,6 @@ function App() {
       const filesProcessed = res.data.files_processed || 0;
       const totalChunks = res.data.total_doc_chunks || 0;
 
-      // Mise à jour du status immédiate
       setStatus(prev => ({ ...prev, doc_chunks: totalChunks }));
 
       setMessages(prev => [...prev, {
@@ -147,12 +227,10 @@ function App() {
         timestamp: new Date().toISOString()
       }]);
 
-      // Refresh complet du status
       fetchStatus();
     } catch (err) {
       console.error("Erreur upload:", err);
       let errorMsg = "❌ Échec de l'import des documents.";
-      
       if (err.code === 'ECONNABORTED') {
         errorMsg += " Timeout : les fichiers sont peut-être trop volumineux.";
       } else if (err.response?.data?.detail) {
@@ -172,18 +250,15 @@ function App() {
     }
   };
 
-  // Réinitialisation du chat ET de la mémoire
+  // Réinitialisation complète (chat + mémoire)
   const handleReset = async () => {
-    if (!window.confirm("Voulez-vous réinitialiser la conversation ET effacer la mémoire du modèle ?")) {
-      return;
-    }
+    if (!window.confirm("Voulez-vous réinitialiser la conversation ET effacer la mémoire du modèle ?")) return;
 
     try {
-      // Appeler l'endpoint de clear memory
       await axios.post(`${API_BASE}/clear-memory`, {}, { timeout: 5000 });
       setMessages([]);
       fetchStatus();
-      
+
       setMessages([{
         role: "assistant",
         content: "✅ Conversation et mémoire réinitialisées avec succès.",
@@ -195,17 +270,16 @@ function App() {
       setMessages([{
         role: "assistant",
         content: "⚠️ Chat réinitialisé, mais impossible de contacter le serveur pour effacer la mémoire.",
-        error: true
+        error: true,
+        timestamp: new Date().toISOString()
       }]);
     }
   };
 
-  // Toggle thinking pour chaque message
   const toggleThinking = (msgIndex) => {
     setShowThinking(prev => ({ ...prev, [msgIndex]: !prev[msgIndex] }));
   };
 
-  // Formatage du temps relatif
   const formatTimeAgo = (timestamp) => {
     if (!timestamp) return "";
     const seconds = Math.floor((new Date() - new Date(timestamp)) / 1000);
@@ -230,7 +304,34 @@ function App() {
     inputField: { flex: 1, background: 'transparent', border: 'none', color: 'white', padding: '0.8rem', outline: 'none', fontSize: '1rem' },
     sendBtn: { backgroundColor: '#10b981', color: 'white', border: 'none', borderRadius: '1rem', width: '45px', height: '45px', display: 'flex', alignItems: 'center', justifyContent: 'center', cursor: 'pointer', transition: 'all 0.2s' },
     toolBadge: { display: 'flex', alignItems: 'center', gap: '6px', fontSize: '11px', backgroundColor: '#020617', padding: '6px 12px', borderRadius: '10px', border: '1px solid #1e293b', color: '#94a3b8' },
-    statCard: { backgroundColor: 'rgba(2, 6, 23, 0.5)', borderRadius: '1rem', padding: '1rem', border: '1px solid #1e293b', marginBottom: '0.8rem' }
+    statCard: { backgroundColor: 'rgba(2, 6, 23, 0.5)', borderRadius: '1rem', padding: '1rem', border: '1px solid #1e293b', marginBottom: '0.8rem' },
+    googleBtn: { 
+      width: '100%', 
+      padding: '12px 16px', 
+      backgroundColor: '#0f172a', 
+      border: '1px solid #334155', 
+      borderRadius: '12px', 
+      color: '#f1f5f9', 
+      display: 'flex', 
+      alignItems: 'center', 
+      justifyContent: 'center', 
+      gap: '10px', 
+      cursor: 'pointer', 
+      fontWeight: '600', 
+      fontSize: '14px',
+      transition: 'all 0.2s',
+      marginBottom: '1rem'
+    },
+    userProfile: { 
+      display: 'flex', 
+      alignItems: 'center', 
+      gap: '12px', 
+      padding: '12px 16px', 
+      backgroundColor: 'rgba(2, 6, 23, 0.5)', 
+      borderRadius: '12px', 
+      border: '1px solid #334155',
+      marginBottom: '1rem'
+    }
   };
 
   return (
@@ -252,7 +353,97 @@ function App() {
         </div>
 
         <div style={{ padding: '2rem', flex: 1, display: 'flex', flexDirection: 'column', gap: '2rem' }}>
-          {/* Upload de documents */}
+          {/* Section Connexion */}
+          {authLoading ? (
+            <div style={{ display: 'flex', justifyContent: 'center', alignItems: 'center', height: '80px' }}>
+              <Loader2 className="animate-spin" color="#10b981" size={24} />
+            </div>
+          ) : user ? (
+            <div style={styles.userProfile}>
+              <div style={{ position: 'relative' }}>
+                <img 
+                  src={user.photoURL} 
+                  alt={user.displayName || "Utilisateur"}
+                  style={{ 
+                    width: '50px', 
+                    height: '50px', 
+                    borderRadius: '50%',
+                    border: '2px solid #10b981'
+                  }}
+                  onError={(e) => {
+                    e.target.src = `https://ui-avatars.com/api/?name=${encodeURIComponent(user.displayName || "User")}&background=059669&color=fff`;
+                  }}
+                />
+                <div style={{
+                  position: 'absolute',
+                  bottom: 0,
+                  right: 0,
+                  width: '12px',
+                  height: '12px',
+                  backgroundColor: '#10b981',
+                  borderRadius: '50%',
+                  border: '2px solid #0f172a'
+                }} />
+              </div>
+              <div style={{ flex: 1 }}>
+                <div style={{ fontWeight: '600', fontSize: '15px', color: '#f1f5f9' }}>
+                  {user.displayName || "Utilisateur"}
+                </div>
+                <div style={{ fontSize: '12px', color: '#64748b', marginTop: '4px' }}>
+                  {user.email}
+                </div>
+              </div>
+              <button
+                onClick={handleLogout}
+                style={{
+                  backgroundColor: 'transparent',
+                  border: '1px solid #334155',
+                  borderRadius: '8px',
+                  width: '36px',
+                  height: '36px',
+                  display: 'flex',
+                  alignItems: 'center',
+                  justifyContent: 'center',
+                  cursor: 'pointer',
+                  color: '#94a3b8',
+                  transition: 'all 0.2s'
+                }}
+                onMouseEnter={(e) => {
+                  e.target.style.borderColor = '#ef4444';
+                  e.target.style.color = '#ef4444';
+                }}
+                onMouseLeave={(e) => {
+                  e.target.style.borderColor = '#334155';
+                  e.target.style.color = '#94a3b8';
+                }}
+              >
+                <LogOut size={18} />
+              </button>
+            </div>
+          ) : (
+            <button
+              onClick={handleGoogleLogin}
+              style={styles.googleBtn}
+              onMouseEnter={(e) => {
+                e.target.style.backgroundColor = '#1e293b';
+                e.target.style.borderColor = '#475569';
+              }}
+              onMouseLeave={(e) => {
+                e.target.style.backgroundColor = '#0f172a';
+                e.target.style.borderColor = '#334155';
+              }}
+            >
+              <svg width="20" height="20" viewBox="0 0 24 24">
+                <path fill="#4285F4" d="M22.56 12.25c0-.78-.07-1.53-.2-2.25H12v4.26h5.92c-.26 1.37-1.04 2.53-2.21 3.31v2.77h3.57c2.08-1.92 3.28-4.74 3.28-8.09z"/>
+                <path fill="#34A853" d="M12 23c2.97 0 5.46-.98 7.28-2.66l-3.57-2.77c-.98.66-2.23 1.06-3.71 1.06-2.86 0-5.29-1.93-6.16-4.53H2.18v2.84C3.99 20.53 7.7 23 12 23z"/>
+                <path fill="#FBBC05" d="M5.84 14.09c-.22-.66-.35-1.36-.35-2.09s.13-1.43.35-2.09V7.07H2.18C1.43 8.55 1 10.22 1 12s.43 3.45 1.18 4.93l2.85-2.22.81-.62z"/>
+                <path fill="#EA4335" d="M12 5.38c1.62 0 3.06.56 4.21 1.64l3.15-3.15C17.45 2.09 14.97 1 12 1 7.7 1 3.99 3.47 2.18 7.07l3.66 2.84c.87-2.6 3.3-4.53 6.16-4.53z"/>
+              </svg>
+              Connexion Google
+            </button>
+          )}
+
+          {/* Upload */}
           <div>
             <h2 style={{ fontSize: '11px', color: '#475569', textTransform: 'uppercase', letterSpacing: '1.5px', marginBottom: '1rem', fontWeight: '800' }}>
               📚 Documents
@@ -298,13 +489,12 @@ function App() {
             </label>
           </div>
 
-          {/* Statistiques enrichies */}
+          {/* Statistiques */}
           <div>
             <h3 style={{ fontSize: '11px', color: '#475569', textTransform: 'uppercase', marginBottom: '1rem', fontWeight: '800', letterSpacing: '1.5px' }}>
               📊 Statistiques
             </h3>
-            
-            {/* Base de connaissances */}
+
             <div style={styles.statCard}>
               <div style={{ display: 'flex', justifyContent: 'space-between', alignItems: 'center' }}>
                 <span style={{ color: '#64748b', fontSize: '12px', display: 'flex', alignItems: 'center', gap: '6px' }}>
@@ -319,7 +509,6 @@ function App() {
               </div>
             </div>
 
-            {/* Mémoire conversationnelle */}
             <div style={styles.statCard}>
               <div style={{ display: 'flex', justifyContent: 'space-between', alignItems: 'center' }}>
                 <span style={{ color: '#64748b', fontSize: '12px', display: 'flex', alignItems: 'center', gap: '6px' }}>
@@ -334,7 +523,6 @@ function App() {
               </div>
             </div>
 
-            {/* Contexte conversationnel */}
             {status.current_subject && (
               <div style={styles.statCard}>
                 <div style={{ display: 'flex', justifyContent: 'space-between', alignItems: 'center' }}>
@@ -351,7 +539,6 @@ function App() {
               </div>
             )}
 
-            {/* Localisation */}
             <div style={styles.statCard}>
               <div style={{ display: 'flex', justifyContent: 'space-between', alignItems: 'center' }}>
                 <span style={{ color: '#64748b', fontSize: '12px' }}>Position</span>
@@ -361,7 +548,6 @@ function App() {
               </div>
             </div>
 
-            {/* Santé du système */}
             <div style={styles.statCard}>
               <div style={{ display: 'flex', justifyContent: 'space-between', alignItems: 'center' }}>
                 <span style={{ color: '#64748b', fontSize: '12px', display: 'flex', alignItems: 'center', gap: '6px' }}>
@@ -431,6 +617,43 @@ function App() {
               <p style={{ color: '#64748b', maxWidth: '450px', lineHeight: '1.7', fontSize: '1.1rem' }}>
                 Assistant IA expert du Gabon avec mémoire contextuelle et analyse documentaire avancée.
               </p>
+              {!user && (
+                <div style={{ marginTop: '2rem' }}>
+                  <button
+                    onClick={handleGoogleLogin}
+                    style={{
+                      padding: '12px 24px',
+                      backgroundColor: '#0f172a',
+                      border: '1px solid #334155',
+                      borderRadius: '12px',
+                      color: '#f1f5f9',
+                      display: 'flex',
+                      alignItems: 'center',
+                      gap: '10px',
+                      cursor: 'pointer',
+                      fontWeight: '600',
+                      fontSize: '14px',
+                      transition: 'all 0.2s'
+                    }}
+                    onMouseEnter={(e) => {
+                      e.target.style.backgroundColor = '#1e293b';
+                      e.target.style.borderColor = '#475569';
+                    }}
+                    onMouseLeave={(e) => {
+                      e.target.style.backgroundColor = '#0f172a';
+                      e.target.style.borderColor = '#334155';
+                    }}
+                  >
+                    <svg width="20" height="20" viewBox="0 0 24 24">
+                      <path fill="#4285F4" d="M22.56 12.25c0-.78-.07-1.53-.2-2.25H12v4.26h5.92c-.26 1.37-1.04 2.53-2.21 3.31v2.77h3.57c2.08-1.92 3.28-4.74 3.28-8.09z"/>
+                      <path fill="#34A853" d="M12 23c2.97 0 5.46-.98 7.28-2.66l-3.57-2.77c-.98.66-2.23 1.06-3.71 1.06-2.86 0-5.29-1.93-6.16-4.53H2.18v2.84C3.99 20.53 7.7 23 12 23z"/>
+                      <path fill="#FBBC05" d="M5.84 14.09c-.22-.66-.35-1.36-.35-2.09s.13-1.43.35-2.09V7.07H2.18C1.43 8.55 1 10.22 1 12s.43 3.45 1.18 4.93l2.85-2.22.81-.62z"/>
+                      <path fill="#EA4335" d="M12 5.38c1.62 0 3.06.56 4.21 1.64l3.15-3.15C17.45 2.09 14.97 1 12 1 7.7 1 3.99 3.47 2.18 7.07l3.66 2.84c.87-2.6 3.3-4.53 6.16-4.53z"/>
+                    </svg>
+                    Connectez-vous pour commencer
+                  </button>
+                </div>
+              )}
               <div style={{ display: 'flex', gap: '1rem', marginTop: '2rem' }}>
                 <div style={{ textAlign: 'center' }}>
                   <div style={{ fontSize: '2rem', fontWeight: 'bold', color: '#10b981' }}>{status.doc_chunks}</div>
@@ -456,10 +679,27 @@ function App() {
                   justifyContent: 'center',
                   backgroundColor: m.role === 'user' ? '#059669' : m.error ? '#7f1d1d' : m.success ? '#064e3b' : '#1e293b',
                   flexShrink: 0,
-                  border: '1px solid #334155'
+                  border: '1px solid #334155',
+                  overflow: 'hidden'
                 }}>
                   {m.role === 'user' ? (
-                    <User size={24} color="white" />
+                    m.userPhoto ? (
+                      <img 
+                        src={m.userPhoto} 
+                        alt={m.userName}
+                        style={{ 
+                          width: '100%', 
+                          height: '100%', 
+                          objectFit: 'cover' 
+                        }}
+                        onError={(e) => {
+                          e.target.style.display = 'none';
+                          e.target.parentElement.innerHTML = `<div style="display:flex;align-items:center;justify-content:center;width:100%;height:100%;background-color:#059669;"><User size={24} color="white" /></div>`;
+                        }}
+                      />
+                    ) : (
+                      <User size={24} color="white" />
+                    )
                   ) : m.error ? (
                     <AlertCircle size={24} color="#ef4444" />
                   ) : m.success ? (
@@ -470,7 +710,6 @@ function App() {
                 </div>
 
                 <div style={{ display: 'flex', flexDirection: 'column', gap: '0.8rem', width: '100%' }}>
-                  {/* Informations contextuelles */}
                   {m.role === 'assistant' && !m.error && !m.success && m.context_info && (
                     <div style={{ backgroundColor: 'rgba(30, 41, 59, 0.3)', borderRadius: '12px', padding: '10px 14px', border: '1px solid #1e293b' }}>
                       <button
@@ -482,7 +721,7 @@ function App() {
                         </span>
                         {showThinking[i] ? <ChevronUp size={14} /> : <ChevronDown size={14} />}
                       </button>
-                      
+
                       {showThinking[i] && (
                         <>
                           <div style={{ display: 'flex', gap: '8px', marginTop: '12px', flexWrap: 'wrap' }}>
@@ -503,7 +742,6 @@ function App() {
                             </div>
                           </div>
 
-                          {/* Détails du contexte */}
                           <div style={{ marginTop: '12px', fontSize: '11px', color: '#64748b', padding: '10px', backgroundColor: '#020617', borderRadius: '8px' }}>
                             {m.context_info.subject_keywords?.length > 0 && (
                               <div style={{ marginBottom: '8px' }}>
@@ -526,7 +764,6 @@ function App() {
                     </div>
                   )}
 
-                  {/* Bulle de message */}
                   <div style={{
                     ...(m.role === 'user' ? styles.userBubble : m.error ? styles.errorBubble : m.success ? styles.successBubble : styles.aiBubble),
                     position: 'relative'
@@ -541,14 +778,13 @@ function App() {
                     )}
                   </div>
 
-                  {/* Images */}
                   {m.images && m.images.length > 0 && (
                     <div style={{ display: 'flex', gap: '12px', marginTop: '8px', overflowX: 'auto', paddingBottom: '10px' }}>
                       {m.images.map((img, idx) => (
                         <div key={idx} style={{ flexShrink: 0, position: 'relative', borderRadius: '1.2rem', overflow: 'hidden', border: '2px solid #334155', backgroundColor: '#0f172a' }}>
-                          <img 
-                            src={img} 
-                            alt={`Image ${idx + 1}`} 
+                          <img
+                            src={img}
+                            alt={`Image ${idx + 1}`}
                             style={{ height: '180px', width: '280px', objectFit: 'cover' }}
                             onError={(e) => {
                               e.target.style.display = 'none';
@@ -597,28 +833,28 @@ function App() {
             <Search size={22} color="#475569" style={{ marginRight: '10px' }} />
             <input
               style={styles.inputField}
-              placeholder="Posez votre question sur le Gabon, vos documents ou l'actualité..."
+              placeholder={user ? "Posez votre question sur le Gabon, vos documents ou l'actualité..." : "Connectez-vous pour poser des questions..."}
               value={input}
               onChange={(e) => setInput(e.target.value)}
               onKeyDown={(e) => {
-                if (e.key === 'Enter' && !e.shiftKey) {
+                if (e.key === 'Enter' && !e.shiftKey && user) {
                   e.preventDefault();
                   handleSend();
                 }
               }}
-              disabled={loading}
+              disabled={loading || !user}
             />
             <button
-              style={{ 
-                ...styles.sendBtn, 
-                opacity: input.trim() && !loading ? 1 : 0.4,
-                cursor: input.trim() && !loading ? 'pointer' : 'not-allowed',
-                transform: input.trim() && !loading ? 'scale(1)' : 'scale(0.95)'
+              style={{
+                ...styles.sendBtn,
+                opacity: (input.trim() && !loading && user) ? 1 : 0.4,
+                cursor: (input.trim() && !loading && user) ? 'pointer' : 'not-allowed',
+                transform: (input.trim() && !loading && user) ? 'scale(1)' : 'scale(0.95)'
               }}
               onClick={handleSend}
-              disabled={loading || !input.trim()}
+              disabled={loading || !input.trim() || !user}
               onMouseEnter={(e) => {
-                if (input.trim() && !loading) {
+                if (input.trim() && !loading && user) {
                   e.target.style.backgroundColor = '#059669';
                   e.target.style.transform = 'scale(1.05)';
                 }

{kibali-ui/src → src}/firebase.js

@@ -1,37 +1,37 @@
-// src/firebase.js
-import { initializeApp } from "firebase/app";
-import { getAuth, GoogleAuthProvider } from "firebase/auth";
-
-// Vérifie que les variables sont bien chargées (très utile pour debug)
-const apiKey = import.meta.env.VITE_FIREBASE_API_KEY;
-const authDomain = import.meta.env.VITE_FIREBASE_AUTH_DOMAIN;
-const projectId = import.meta.env.VITE_FIREBASE_PROJECT_ID;
-const storageBucket = import.meta.env.VITE_FIREBASE_STORAGE_BUCKET;
-const messagingSenderId = import.meta.env.VITE_FIREBASE_MESSAGING_SENDER_ID;
-const appId = import.meta.env.VITE_FIREBASE_APP_ID;
-
-// Debug temporaire (à supprimer plus tard)
-console.log("Firebase Config chargée :", {
-  apiKey: apiKey ? "OK (cachée)" : "MANQUANTE !",
-  authDomain,
-  projectId,
-  appId
-});
-
-if (!apiKey || !authDomain || !projectId || !appId) {
-  throw new Error("Variables Firebase manquantes dans .env ! Vérifie ton fichier .env à la racine.");
-}
-
-const firebaseConfig = {
-  apiKey,
-  authDomain,
-  projectId,
-  storageBucket,
-  messagingSenderId,
-  appId,
-};
-
-// Initialiser Firebase
-const app = initializeApp(firebaseConfig);
-export const auth = getAuth(app);
+// src/firebase.js
+import { initializeApp } from "firebase/app";
+import { getAuth, GoogleAuthProvider } from "firebase/auth";
+
+// Vérifie que les variables sont bien chargées (très utile pour debug)
+const apiKey = import.meta.env.VITE_FIREBASE_API_KEY;
+const authDomain = import.meta.env.VITE_FIREBASE_AUTH_DOMAIN;
+const projectId = import.meta.env.VITE_FIREBASE_PROJECT_ID;
+const storageBucket = import.meta.env.VITE_FIREBASE_STORAGE_BUCKET;
+const messagingSenderId = import.meta.env.VITE_FIREBASE_MESSAGING_SENDER_ID;
+const appId = import.meta.env.VITE_FIREBASE_APP_ID;
+
+// Debug temporaire (à supprimer plus tard)
+console.log("Firebase Config chargée :", {
+  apiKey: apiKey ? "OK (cachée)" : "MANQUANTE !",
+  authDomain,
+  projectId,
+  appId
+});
+
+if (!apiKey || !authDomain || !projectId || !appId) {
+  throw new Error("Variables Firebase manquantes dans .env ! Vérifie ton fichier .env à la racine.");
+}
+
+const firebaseConfig = {
+  apiKey,
+  authDomain,
+  projectId,
+  storageBucket,
+  messagingSenderId,
+  appId,
+};
+
+// Initialiser Firebase
+const app = initializeApp(firebaseConfig);
+export const auth = getAuth(app);
 export const googleProvider = new GoogleAuthProvider();

kibali-ui/tailwind.config.js → tailwind.config.js

@@ -1,18 +1,18 @@
-export default {
-  content: [
-    "./index.html",
-    "./src/**/*.{js,ts,jsx,tsx}",
-  ],
-  theme: {
-    extend: {
-      colors: {
-        kibali: {
-          dark: "#0f172a",
-          card: "#1e293b",
-          green: "#22c55e"
-        }
-      }
-    },
-  },
-  plugins: [],
+export default {
+  content: [
+    "./index.html",
+    "./src/**/*.{js,ts,jsx,tsx}",
+  ],
+  theme: {
+    extend: {
+      colors: {
+        kibali: {
+          dark: "#0f172a",
+          card: "#1e293b",
+          green: "#22c55e"
+        }
+      }
+    },
+  },
+  plugins: [],
 }

tools/web.py

@@ -1,5 +1,5 @@
 from tavily import TavilyClient
-from duckduckgo_search import DDGS
+from ddgs import DDGS
 import os
 from dotenv import load_dotenv