Merge pull request #1 from velocitatem/baseline-setup

Baseline setup
2026-05-31 16:43:36 +00:00 · 2025-11-04 10:07:55 +01:00
parent 0c7b4e8e23 899b96a67a
commit e02be30748
40 changed files with 5353 additions and 7 deletions
--- a/.env.example
+++ b/.env.example
@@ -0,0 +1,5 @@
+HOSTNAME=localhost
+
+# PORTS
+KAFKA_PORT=9092
+REDIS_PORT=6377
--- a/.gitignore
+++ b/.gitignore
@@ -0,0 +1,2 @@
+**/.env
+**/.venv
--- a/7
+++ b/7
@@ -5,8 +5,13 @@ TEX       := main.tex
 JOBNAME   := main
 PDF       := paper/$(BUILDDIR)/$(JOBNAME).pdf

+.DEFAULT_GOAL := help
+
 all: pdf

+run.webapp:
+	@cd web && npm install && npm run dev
+
 $(BUILDDIR):
 	mkdir -p paper/$(BUILDDIR)

@@ -31,4 +36,4 @@ clean:
 	rm -rf paper/$(BUILDDIR)/*


-.PHONY: all pdf clean watch
+.PHONY: all pdf clean watch run.webapp
--- a/backend/worker/main.py
+++ b/backend/worker/main.py
@@ -0,0 +1,23 @@
+import os
+import time
+from celery import Celery
+from dotenv import load_dotenv
+load_dotenv()
+
+# Redis connection
+redis_url = os.getenv("REDIS_URL", "redis://localhost:6379")
+app = Celery('worker', broker=redis_url, backend=redis_url)
+
+@app.task
+def simple_task(message):
+    """A simple task that processes a message and returns a result"""
+    time.sleep(2)  # Simulate some work
+    return f"Processed: {message}"
+
+@app.task
+def add_numbers(x, y):
+    """Simple math task"""
+    return x + y
+
+if __name__ == '__main__':
+    app.start()
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -0,0 +1,50 @@
+services:
+  redis:
+    container_name: "PHANTOM-redis"
+    image: redis:7-alpine
+    ports:
+      - "${REDIS_PORT:-6378}:6379"
+    volumes:
+      - phantom_redis_data:/data
+    restart: unless-stopped
+  zookeeper:
+    container_name: "PHANTOM-zookeeper"
+    image: confluentinc/cp-zookeeper:latest
+    environment:
+      ZOOKEEPER_CLIENT_PORT: 2181
+    ports:
+      - "2181:2181"
+
+  kafka:
+    container_name: "PHANTOM-kafka"
+    image: confluentinc/cp-kafka:7.5.0
+    depends_on:
+      - zookeeper
+    environment:
+      KAFKA_BROKER_ID: 1
+      KAFKA_ZOOKEEPER_CONNECT: zookeeper:2181
+      KAFKA_LISTENER_SECURITY_PROTOCOL_MAP: PLAINTEXT:PLAINTEXT,PLAINTEXT_HOST:PLAINTEXT
+      KAFKA_ADVERTISED_LISTENERS: PLAINTEXT://kafka:29092,PLAINTEXT_HOST://localhost:9092
+      KAFKA_LISTENERS: PLAINTEXT://0.0.0.0:29092,PLAINTEXT_HOST://0.0.0.0:9092
+      KAFKA_INTER_BROKER_LISTENER_NAME: PLAINTEXT
+      KAFKA_OFFSETS_TOPIC_REPLICATION_FACTOR: 1
+      KAFKA_AUTO_CREATE_TOPICS_ENABLE: "true"
+    ports:
+      - "${KAFKA_PORT:-9092}:9092"
+    volumes:
+      - phantom_kafka_data:/var/lib/kafka/data
+
+  redpanda-console:
+    container_name: "PHANTOM-redpanda-console"
+    image: docker.redpanda.com/redpandadata/console:latest
+    depends_on:
+      - kafka
+    environment:
+      KAFKA_BROKERS: kafka:29092
+    ports:
+      - "${REDPANDA_CONSOLE_PORT:-8080}:8080"
+    restart: unless-stopped
+
+volumes:
+  phantom_kafka_data:
+  phantom_redis_data:
--- a/experiments/data_export.ipynb
+++ b/experiments/data_export.ipynb
@@ -0,0 +1,721 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "id": "62eafcd9-5462-4063-8873-0e7fb9add907",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 98,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from kafka import KafkaConsumer\n",
+    "import pandas as pd\n",
+    "import json\n",
+    "import numpy as np\n",
+    "import os\n",
+    "from dotenv import load_dotenv\n",
+    "import matplotlib.pyplot as plt\n",
+    "from IPython.display import display, SVG, Image\n",
+    "load_dotenv()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "id": "4af65cb4-e8cf-4877-b2db-13ac19f3838f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 141 entries, 0 to 140\n",
+      "Data columns (total 10 columns):\n",
+      " #   Column             Non-Null Count  Dtype  \n",
+      "---  ------             --------------  -----  \n",
+      " 0   sessionId          141 non-null    object \n",
+      " 1   eventType          141 non-null    object \n",
+      " 2   ts                 141 non-null    int64  \n",
+      " 3   targetEl           14 non-null     object \n",
+      " 4   targetUrl          1 non-null      object \n",
+      " 5   metadata_path      141 non-null    object \n",
+      " 6   metadata_referrer  6 non-null      object \n",
+      " 7   metadata_x         14 non-null     float64\n",
+      " 8   metadata_y         14 non-null     float64\n",
+      " 9   metadata_scrollY   121 non-null    float64\n",
+      "dtypes: float64(3), int64(1), object(6)\n",
+      "memory usage: 11.1+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "KAFKA_PORT=os.getenv(\"KAFKA_PORT\", 9092)\n",
+    "topic = \"user-interactions\"\n",
+    "consumer = KafkaConsumer(\n",
+    "    topic, \n",
+    "    enable_auto_commit=True,\n",
+    "    value_deserializer=lambda x: json.loads(x.decode('utf-8')),\n",
+    "    auto_offset_reset='earliest',\n",
+    "    bootstrap_servers=['localhost:9092'])\n",
+    "messages=consumer.poll(timeout_ms=1000,max_records=10000)\n",
+    "df = []\n",
+    "for m in messages.values():\n",
+    "    for i in m:\n",
+    "        df.append(i.value)\n",
+    "df = pd.DataFrame(df)\n",
+    "# explode metadata col json\n",
+    "df = df.join(pd.json_normalize(df.pop(\"metadata\"), sep=\".\").add_prefix(\"metadata_\"))\n",
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "f6819a1c-32ab-49c7-845b-5df7bf60f561",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>sessionId</th>\n",
+       "      <th>eventType</th>\n",
+       "      <th>ts</th>\n",
+       "      <th>targetEl</th>\n",
+       "      <th>targetUrl</th>\n",
+       "      <th>metadata_path</th>\n",
+       "      <th>metadata_referrer</th>\n",
+       "      <th>metadata_x</th>\n",
+       "      <th>metadata_y</th>\n",
+       "      <th>metadata_scrollY</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1761225843899-qaiwwwyj2o</td>\n",
+       "      <td>pageview</td>\n",
+       "      <td>1761226211163</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>/</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1761225843899-qaiwwwyj2o</td>\n",
+       "      <td>click</td>\n",
+       "      <td>1761226218090</td>\n",
+       "      <td>MAIN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>/</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>815.0</td>\n",
+       "      <td>331.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1761225843899-qaiwwwyj2o</td>\n",
+       "      <td>click</td>\n",
+       "      <td>1761226220890</td>\n",
+       "      <td>MAIN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>/</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1129.0</td>\n",
+       "      <td>605.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1761225843899-qaiwwwyj2o</td>\n",
+       "      <td>click</td>\n",
+       "      <td>1761226225801</td>\n",
+       "      <td>DIV</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>/</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>532.0</td>\n",
+       "      <td>545.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1761225843899-qaiwwwyj2o</td>\n",
+       "      <td>click</td>\n",
+       "      <td>1761226229364</td>\n",
+       "      <td>DIV</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>/</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>481.0</td>\n",
+       "      <td>399.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>1761227236286-e7mphcvw6t</td>\n",
+       "      <td>pageview</td>\n",
+       "      <td>1761227236426</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>/</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>1761227236286-e7mphcvw6t</td>\n",
+       "      <td>click</td>\n",
+       "      <td>1761227239328</td>\n",
+       "      <td>DIV</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>/</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>202.0</td>\n",
+       "      <td>351.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>1761227236286-e7mphcvw6t</td>\n",
+       "      <td>click</td>\n",
+       "      <td>1761227244783</td>\n",
+       "      <td>A</td>\n",
+       "      <td>https://vercel.com/new?utm_source=create-next-...</td>\n",
+       "      <td>/</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>377.0</td>\n",
+       "      <td>723.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>1761828056433-0gz7aboz86h</td>\n",
+       "      <td>pageview</td>\n",
+       "      <td>1761828261783</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>/</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>1761828056433-0gz7aboz86h</td>\n",
+       "      <td>click</td>\n",
+       "      <td>1761828266484</td>\n",
+       "      <td>H1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>/</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>527.0</td>\n",
+       "      <td>169.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>1761828056433-0gz7aboz86h</td>\n",
+       "      <td>scroll</td>\n",
+       "      <td>1761828270314</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>/</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>51.666668</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>1761828056433-0gz7aboz86h</td>\n",
+       "      <td>scroll</td>\n",
+       "      <td>1761828270328</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>/</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>50.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>1761828056433-0gz7aboz86h</td>\n",
+       "      <td>scroll</td>\n",
+       "      <td>1761828270336</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>/</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>49.166668</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    sessionId eventType             ts targetEl  \\\n",
+       "0    1761225843899-qaiwwwyj2o  pageview  1761226211163      NaN   \n",
+       "1    1761225843899-qaiwwwyj2o     click  1761226218090     MAIN   \n",
+       "2    1761225843899-qaiwwwyj2o     click  1761226220890     MAIN   \n",
+       "3    1761225843899-qaiwwwyj2o     click  1761226225801      DIV   \n",
+       "4    1761225843899-qaiwwwyj2o     click  1761226229364      DIV   \n",
+       "5    1761227236286-e7mphcvw6t  pageview  1761227236426      NaN   \n",
+       "6    1761227236286-e7mphcvw6t     click  1761227239328      DIV   \n",
+       "7    1761227236286-e7mphcvw6t     click  1761227244783        A   \n",
+       "8   1761828056433-0gz7aboz86h  pageview  1761828261783      NaN   \n",
+       "9   1761828056433-0gz7aboz86h     click  1761828266484       H1   \n",
+       "10  1761828056433-0gz7aboz86h    scroll  1761828270314      NaN   \n",
+       "11  1761828056433-0gz7aboz86h    scroll  1761828270328      NaN   \n",
+       "12  1761828056433-0gz7aboz86h    scroll  1761828270336      NaN   \n",
+       "\n",
+       "                                            targetUrl metadata_path  \\\n",
+       "0                                                 NaN             /   \n",
+       "1                                                 NaN             /   \n",
+       "2                                                 NaN             /   \n",
+       "3                                                 NaN             /   \n",
+       "4                                                 NaN             /   \n",
+       "5                                                 NaN             /   \n",
+       "6                                                 NaN             /   \n",
+       "7   https://vercel.com/new?utm_source=create-next-...             /   \n",
+       "8                                                 NaN             /   \n",
+       "9                                                 NaN             /   \n",
+       "10                                                NaN             /   \n",
+       "11                                                NaN             /   \n",
+       "12                                                NaN             /   \n",
+       "\n",
+       "   metadata_referrer  metadata_x  metadata_y  metadata_scrollY  \n",
+       "0                            NaN         NaN               NaN  \n",
+       "1                NaN       815.0       331.0               NaN  \n",
+       "2                NaN      1129.0       605.0               NaN  \n",
+       "3                NaN       532.0       545.0               NaN  \n",
+       "4                NaN       481.0       399.0               NaN  \n",
+       "5                            NaN         NaN               NaN  \n",
+       "6                NaN       202.0       351.0               NaN  \n",
+       "7                NaN       377.0       723.0               NaN  \n",
+       "8                            NaN         NaN               NaN  \n",
+       "9                NaN       527.0       169.0               NaN  \n",
+       "10               NaN         NaN         NaN         51.666668  \n",
+       "11               NaN         NaN         NaN         50.000000  \n",
+       "12               NaN         NaN         NaN         49.166668  "
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.groupby('sessionId').head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "380eca5f-8304-4fb2-be32-e8bcfd312085",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['1761225843899-qaiwwwyj2o',\n",
+       " '1761828056433-0gz7aboz86h',\n",
+       " '1761227236286-e7mphcvw6t']"
+      ]
+     },
+     "execution_count": 88,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sessions = list(set(df['sessionId'])); sessions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "id": "f4ae6f81-dcb8-44be-aee7-30dbc3a6bae1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# map sessions to experiments"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "id": "050d90a4-20a9-47f5-b998-c31178a54cb3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def build_transition_prob_matrix(df: pd.DataFrame):\n",
+    "    df = df.dropna(subset=['eventType'])\n",
+    "    events = df['eventType'].tolist()\n",
+    "    labels = pd.Index(events).unique().tolist()\n",
+    "    idx = {e:i for i,e in enumerate(labels)}\n",
+    "    M = np.zeros((len(labels), len(labels)), dtype=float)\n",
+    "    for a, b in zip(events, events[1:]):\n",
+    "        M[idx[a], idx[b]] += 1\n",
+    "    row_sums = M.sum(axis=1, keepdims=True)\n",
+    "    with np.errstate(divide='ignore', invalid='ignore'):\n",
+    "        P = np.divide(M, row_sums, where=row_sums>0)  # row-normalized\n",
+    "    return P, labels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "id": "e68f9004-82f5-4826-aece-e3dc6e15a18f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# https://medium.com/data-science/time-series-data-markov-transition-matrices-7060771e362b\n",
+    "from graphviz import Digraph\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "\n",
+    "def _as_prob_df(matrix, labels=None):\n",
+    "    \"\"\"Return a square DataFrame with index=columns=labels.\"\"\"\n",
+    "    if isinstance(matrix, pd.DataFrame):\n",
+    "        # Ensure square and aligned\n",
+    "        assert (matrix.index == matrix.columns).all(), \"Index/columns must match.\"\n",
+    "        return matrix\n",
+    "    matrix = np.asarray(matrix, dtype=float)\n",
+    "    assert matrix.shape[0] == matrix.shape[1], \"Matrix must be square.\"\n",
+    "    if labels is None:\n",
+    "        raise ValueError(\"labels are required when matrix is not a DataFrame\")\n",
+    "    assert len(labels) == matrix.shape[0], \"labels length must match matrix size.\"\n",
+    "    return pd.DataFrame(matrix, index=list(labels), columns=list(labels))\n",
+    "\n",
+    "def _df_to_edgelist(P: pd.DataFrame, threshold=0.0, round_digits=2):\n",
+    "    \"\"\"Build weighted edges > threshold.\"\"\"\n",
+    "    edges = []\n",
+    "    for src in P.index:\n",
+    "        for dst in P.columns:\n",
+    "            w = float(P.loc[src, dst])\n",
+    "            if w > threshold:\n",
+    "                edges.append((str(src), str(dst), f\"{w:.{round_digits}f}\"))\n",
+    "    return edges\n",
+    "\n",
+    "def render_graph(fname, matrix, ls_index=None, threshold=0.0, fmt=\"svg\", view=False):\n",
+    "    \"\"\"\n",
+    "    fname: output file stem (no extension)\n",
+    "    matrix: NumPy array or pandas DataFrame of transition PROBABILITIES\n",
+    "    ls_index: ordered labels (required if matrix is not a DataFrame)\n",
+    "    threshold: hide edges with weight <= threshold\n",
+    "    fmt: 'svg'|'png'|'pdf' etc.\n",
+    "    view: open after rendering\n",
+    "    \"\"\"\n",
+    "    P = _as_prob_df(matrix, labels=ls_index)\n",
+    "    edges = _df_to_edgelist(P, threshold=threshold)\n",
+    "\n",
+    "    g = Digraph(format=fmt)\n",
+    "    g.attr(rankdir=\"LR\", size=\"30\")\n",
+    "    g.attr(\"node\", shape=\"circle\")\n",
+    "\n",
+    "    # ensure isolated nodes appear\n",
+    "    for node in P.index:\n",
+    "        g.node(str(node), width=\"1\", height=\"1\")\n",
+    "\n",
+    "    for src, dst, label in edges:\n",
+    "        g.edge(src, dst, label=label)\n",
+    "\n",
+    "    g.render(fname, view=view, cleanup=True)\n",
+    "    return g\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "id": "e255a2c1-6454-4e5e-89f6-ef8ac51ab6cc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
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+       " -->\n",
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+       "<!-- pageview -->\n",
+       "<g id=\"node1\" class=\"node\">\n",
+       "<title>pageview</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"44.58\" cy=\"-44.58\" rx=\"44.58\" ry=\"44.58\"/>\n",
+       "<text xml:space=\"preserve\" text-anchor=\"middle\" x=\"44.58\" y=\"-39.91\" font-family=\"Times,serif\" font-size=\"14.00\">pageview</text>\n",
+       "</g>\n",
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+       "<g id=\"node2\" class=\"node\">\n",
+       "<title>click</title>\n",
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+       "</g>\n",
+       "<!-- pageview&#45;&gt;click -->\n",
+       "<g id=\"edge1\" class=\"edge\">\n",
+       "<title>pageview&#45;&gt;click</title>\n",
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+       "</g>\n",
+       "<!-- click&#45;&gt;click -->\n",
+       "<g id=\"edge2\" class=\"edge\">\n",
+       "<title>click&#45;&gt;click</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M171.43,-78.86C171.56,-89.86 175.63,-98.58 183.66,-98.58 188.68,-98.58 192.16,-95.17 194.09,-89.93\"/>\n",
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+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.graphs.Digraph at 0x7fd404165c70>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[0. 1.]\n",
+      " [0. 1.]]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 13.1.2 (0)\n",
+       " -->\n",
+       "<!-- Pages: 1 -->\n",
+       "<svg width=\"358pt\" height=\"132pt\"\n",
+       " viewBox=\"0.00 0.00 358.00 132.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 128.41)\">\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-128.41 354.16,-128.41 354.16,4 -4,4\"/>\n",
+       "<!-- pageview -->\n",
+       "<g id=\"node1\" class=\"node\">\n",
+       "<title>pageview</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"44.58\" cy=\"-44.58\" rx=\"44.58\" ry=\"44.58\"/>\n",
+       "<text xml:space=\"preserve\" text-anchor=\"middle\" x=\"44.58\" y=\"-39.91\" font-family=\"Times,serif\" font-size=\"14.00\">pageview</text>\n",
+       "</g>\n",
+       "<!-- pageview&#45;&gt;pageview -->\n",
+       "<g id=\"edge1\" class=\"edge\">\n",
+       "<title>pageview&#45;&gt;pageview</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M30.86,-87.29C31.64,-98.6 36.22,-107.16 44.58,-107.16 49.94,-107.16 53.74,-103.65 55.99,-98.15\"/>\n",
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+       "</g>\n",
+       "<!-- click -->\n",
+       "<g id=\"node2\" class=\"node\">\n",
+       "<title>click</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"183.66\" cy=\"-44.58\" rx=\"36\" ry=\"36\"/>\n",
+       "<text xml:space=\"preserve\" text-anchor=\"middle\" x=\"183.66\" y=\"-39.91\" font-family=\"Times,serif\" font-size=\"14.00\">click</text>\n",
+       "</g>\n",
+       "<!-- pageview&#45;&gt;click -->\n",
+       "<g id=\"edge2\" class=\"edge\">\n",
+       "<title>pageview&#45;&gt;click</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M89.33,-44.58C104.32,-44.58 121.13,-44.58 136.31,-44.58\"/>\n",
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+       "</g>\n",
+       "<!-- click&#45;&gt;pageview -->\n",
+       "<g id=\"edge3\" class=\"edge\">\n",
+       "<title>click&#45;&gt;pageview</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M150.74,-29.52C143.93,-26.96 136.67,-24.68 129.66,-23.33 119.02,-21.28 107.71,-22.06 96.96,-24.24\"/>\n",
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+       "</g>\n",
+       "<!-- click&#45;&gt;click -->\n",
+       "<g id=\"edge4\" class=\"edge\">\n",
+       "<title>click&#45;&gt;click</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M171.43,-78.86C171.56,-89.86 175.63,-98.58 183.66,-98.58 188.68,-98.58 192.16,-95.17 194.09,-89.93\"/>\n",
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+       "</g>\n",
+       "<!-- scroll -->\n",
+       "<g id=\"node3\" class=\"node\">\n",
+       "<title>scroll</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"314.16\" cy=\"-44.58\" rx=\"36\" ry=\"36\"/>\n",
+       "<text xml:space=\"preserve\" text-anchor=\"middle\" x=\"314.16\" y=\"-39.91\" font-family=\"Times,serif\" font-size=\"14.00\">scroll</text>\n",
+       "</g>\n",
+       "<!-- click&#45;&gt;scroll -->\n",
+       "<g id=\"edge5\" class=\"edge\">\n",
+       "<title>click&#45;&gt;scroll</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M220.12,-44.58C234.44,-44.58 251.18,-44.58 266.47,-44.58\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"266.31,-48.08 276.31,-44.58 266.31,-41.08 266.31,-48.08\"/>\n",
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+       "</g>\n",
+       "<!-- scroll&#45;&gt;scroll -->\n",
+       "<g id=\"edge6\" class=\"edge\">\n",
+       "<title>scroll&#45;&gt;scroll</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M301.93,-78.86C302.06,-89.86 306.13,-98.58 314.16,-98.58 319.18,-98.58 322.66,-95.17 324.59,-89.93\"/>\n",
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+       "<text xml:space=\"preserve\" text-anchor=\"middle\" x=\"314.16\" y=\"-102.53\" font-family=\"Times,serif\" font-size=\"14.00\">1.0</text>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.graphs.Digraph at 0x7fd406e21a90>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[0.25       0.75       0.        ]\n",
+      " [0.28571429 0.57142857 0.14285714]\n",
+      " [0.         0.00826446 0.99173554]]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 13.1.2 (0)\n",
+       " -->\n",
+       "<!-- Pages: 1 -->\n",
+       "<svg width=\"228pt\" height=\"124pt\"\n",
+       " viewBox=\"0.00 0.00 228.00 124.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 119.83)\">\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-119.83 223.66,-119.83 223.66,4 -4,4\"/>\n",
+       "<!-- pageview -->\n",
+       "<g id=\"node1\" class=\"node\">\n",
+       "<title>pageview</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"44.58\" cy=\"-44.58\" rx=\"44.58\" ry=\"44.58\"/>\n",
+       "<text xml:space=\"preserve\" text-anchor=\"middle\" x=\"44.58\" y=\"-39.91\" font-family=\"Times,serif\" font-size=\"14.00\">pageview</text>\n",
+       "</g>\n",
+       "<!-- click -->\n",
+       "<g id=\"node2\" class=\"node\">\n",
+       "<title>click</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"183.66\" cy=\"-44.58\" rx=\"36\" ry=\"36\"/>\n",
+       "<text xml:space=\"preserve\" text-anchor=\"middle\" x=\"183.66\" y=\"-39.91\" font-family=\"Times,serif\" font-size=\"14.00\">click</text>\n",
+       "</g>\n",
+       "<!-- pageview&#45;&gt;click -->\n",
+       "<g id=\"edge1\" class=\"edge\">\n",
+       "<title>pageview&#45;&gt;click</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M89.33,-44.58C104.32,-44.58 121.13,-44.58 136.31,-44.58\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"136.04,-48.08 146.04,-44.58 136.04,-41.08 136.04,-48.08\"/>\n",
+       "<text xml:space=\"preserve\" text-anchor=\"middle\" x=\"118.41\" y=\"-48.53\" font-family=\"Times,serif\" font-size=\"14.00\">1.0</text>\n",
+       "</g>\n",
+       "<!-- click&#45;&gt;click -->\n",
+       "<g id=\"edge2\" class=\"edge\">\n",
+       "<title>click&#45;&gt;click</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M171.43,-78.86C171.56,-89.86 175.63,-98.58 183.66,-98.58 188.68,-98.58 192.16,-95.17 194.09,-89.93\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"197.49,-90.78 195.65,-80.35 190.58,-89.66 197.49,-90.78\"/>\n",
+       "<text xml:space=\"preserve\" text-anchor=\"middle\" x=\"183.66\" y=\"-102.53\" font-family=\"Times,serif\" font-size=\"14.00\">1.0</text>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.graphs.Digraph at 0x7fd4041662b0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[0. 1.]\n",
+      " [0. 1.]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "def explore_session(session_id: str):\n",
+    "    subset = df[df['sessionId'] == session_id]  # not .where(...)\n",
+    "    P, labels = build_transition_prob_matrix(subset)\n",
+    "    g = render_graph(f\"session_{session_id}\", P, ls_index=labels, threshold=0.01, fmt=\"svg\", view=False)\n",
+    "    display(g)\n",
+    "    return P\n",
+    "for session in sessions:\n",
+    "    print(explore_session(session))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4d278c2d-406e-4dc0-b219-5f7b236e852b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python (PHANTOM)",
+   "language": "python",
+   "name": "phantom"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.13.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
--- a/paper/academic_page/.nojekyll
+++ b/paper/academic_page/.nojekyll
@@ -0,0 +1 @@
+
--- a/paper/academic_page/README.md
+++ b/paper/academic_page/README.md
@@ -0,0 +1,80 @@
+# Academic Project Page Template
+
+> **Update (September 2025)**: This template has been modernized with better design, SEO, and mobile support. For the original version, see the [original-version branch](https://github.com/eliahuhorwitz/Academic-project-page-template/tree/original-version).
+
+A clean, responsive template for academic project pages.
+
+
+Example project pages built using this template are:
+- https://horwitz.ai/probex
+- https://vision.huji.ac.il/probegen
+- https://horwitz.ai/mother
+- https://horwitz.ai/spectral_detuning
+- https://vision.huji.ac.il/ladeda
+- https://vision.huji.ac.il/dsire
+- https://horwitz.ai/podd
+- https://dreamix-video-editing.github.io
+- https://horwitz.ai/conffusion
+- https://horwitz.ai/3d_ads/
+- https://vision.huji.ac.il/ssrl_ad
+- https://vision.huji.ac.il/deepsim
+
+
+
+## Start using the template
+To start using the template click on `Use this Template`.
+
+The template uses html for controlling the content and css for controlling the style. 
+To edit the websites contents edit the `index.html` file. It contains different HTML "building blocks", use whichever ones you need and comment out the rest.  
+
+**IMPORTANT!** Make sure to replace the `favicon.ico` under `static/images/` with one of your own, otherwise your favicon is going to be a dreambooth image of me.
+
+## What's New
+
+- Modern, clean design with better mobile support
+- Improved SEO with proper meta tags and structured data
+- Performance improvements (lazy loading, optimized assets)
+- More Works dropdown
+- Copy button for BibTeX citations
+- Better accessibility
+
+## Components
+
+- Teaser video
+- Image carousel
+- YouTube video embedding
+- Video carousel
+- PDF poster viewer
+- BibTeX citation
+
+## Customization
+
+The HTML file has TODO comments showing what to replace:
+
+- Paper title, authors, institution, conference
+- Links (arXiv, GitHub, etc.)
+- Abstract and descriptions  
+- Videos, images, and PDFs
+- Related works in the dropdown
+- Meta tags for SEO and social sharing
+
+### Meta Tags
+The template includes meta tags for better search engine visibility and social media sharing. These appear in the `<head>` section and help with:
+- Google Scholar indexing
+- Social media previews (Twitter, Facebook, LinkedIn)
+- Search engine optimization
+
+Create a 1200x630px social preview image at `static/images/social_preview.png`.
+
+## Tips
+
+- Compress images with [TinyPNG](https://tinypng.com)
+- Use YouTube for large videos (>10MB)  
+- Replace the favicon in `static/images/`
+- Works with GitHub Pages
+
+## Acknowledgments
+Parts of this project page were adopted from the [Nerfies](https://nerfies.github.io/) page.
+
+## Website License
+<a rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/"><img alt="Creative Commons License" style="border-width:0" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" /></a><br />This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/">Creative Commons Attribution-ShareAlike 4.0 International License</a>.
--- a/paper/academic_page/index.html
+++ b/paper/academic_page/index.html
@@ -0,0 +1,496 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="utf-8">
+  <meta name="viewport" content="width=device-width, initial-scale=1">
+
+  <!-- Primary Meta Tags -->
+  <meta name="title" content="PHANTOM: Pricing Heuristics Against Non-human Transaction Orchestration Mechanisms">
+  <meta name="description" content="Developing pricing heuristics to protect e-commerce platforms from systematic exploitation by LLM agents in dynamic pricing environments through behavioral signature detection.">
+  <meta name="keywords" content="dynamic pricing, LLM agents, e-commerce security, behavioral detection, pricing heuristics, recommendation systems, agent detection, AI security, pricing integrity">
+  <meta name="author" content="Daniel Alves Rösel">
+  <meta name="robots" content="index, follow">
+  <meta name="language" content="English">
+
+  <!-- Open Graph / Facebook -->
+  <meta property="og:type" content="article">
+  <meta property="og:site_name" content="PHANTOM Research">
+  <meta property="og:title" content="PHANTOM: Pricing Heuristics Against Non-human Transaction Orchestration Mechanisms">
+  <meta property="og:description" content="Developing pricing heuristics to protect e-commerce platforms from systematic exploitation by LLM agents in dynamic pricing environments through behavioral signature detection.">
+  <meta property="og:url" content="TODO">
+  <meta property="og:image" content="TODO">
+  <meta property="og:image:width" content="1200">
+  <meta property="og:image:height" content="630">
+  <meta property="og:image:alt" content="PHANTOM Research Preview">
+  <meta property="article:published_time" content="2025-01-01T00:00:00.000Z">
+  <meta property="article:author" content="Daniel Alves Rösel">
+  <meta property="article:section" content="Research">
+  <meta property="article:tag" content="dynamic pricing">
+  <meta property="article:tag" content="LLM agents">
+
+  <!-- Twitter -->
+  <meta name="twitter:card" content="summary_large_image">
+  <!-- TODO: Replace with your lab/institution Twitter handle -->
+  <meta name="twitter:site" content="@YOUR_TWITTER_HANDLE">
+  <!-- TODO: Replace with first author's Twitter handle -->
+  <meta name="twitter:creator" content="@AUTHOR_TWITTER_HANDLE">
+  <!-- TODO: Same as paper title above -->
+  <meta name="twitter:title" content="PAPER_TITLE">
+  <!-- TODO: Same as description above -->
+  <meta name="twitter:description" content="BRIEF_DESCRIPTION_OF_YOUR_RESEARCH_CONTRIBUTION_AND_FINDINGS">
+  <!-- TODO: Same as social preview image above -->
+  <meta name="twitter:image" content="https://YOUR_DOMAIN.com/static/images/social_preview.png">
+  <meta name="twitter:image:alt" content="PAPER_TITLE - Research Preview">
+
+  <!-- Academic/Research Specific -->
+  <meta name="citation_title" content="Pricing Heuristics Against Non-human Transaction Orchestration Mechanisms">
+  <meta name="citation_author" content="Rösel, Daniel">
+  <meta name="citation_publication_date" content="2025">
+  <meta name="citation_conference_title" content="IE University Bachelor's Thesis">
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+            <h1 class="title is-1 publication-title">Pricing Heuristics Against Non-human Transaction Orchestration Mechanisms</h1>
+            <div class="is-size-5 publication-authors">
+              <span class="author-block">
+                <a href="https://alves.world" target="_blank">Daniel Rösel</a></span>
+                  </div>
+
+                  <div class="is-size-5 publication-authors">
+                    <span class="author-block">IE University<br>Bachelor's Thesis 2025</span>
+                    <span class="eql-cntrb"><small><br>Advisor: <a href="SECOND AUTHOR PERSONAL LINK" target="_blank">Alberto Martín Izquierdo</a></small></span>
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+      <pre id="bibtex-code"><code>@thesis{Rosel2025PHANTOM,
+  title={Pricing Heuristics Against Non-human Transaction Orchestration Mechanisms},
+  author={R{\"o}sel, Daniel},
+  school={IE University},
+  year={2025},
+  address={Madrid, Spain},
+  type={Bachelor's Thesis},
+  note={Advisor: Alberto Mart{\'i}n Izquierdo}
+}</code></pre>
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+
+body {
+  font-family: 'Inter', 'Segoe UI', -apple-system, BlinkMacSystemFont, sans-serif;
+  color: var(--text-primary);
+  line-height: 1.6;
+  font-size: 16px;
+  background-color: var(--background-primary);
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+
+
+/* Modern Button Styles */
+.button {
+  border-radius: var(--border-radius) !important;
+  font-weight: 600 !important;
+  transition: var(--transition) !important;
+  border: 2px solid transparent !important;
+  position: relative;
+  overflow: hidden;
+}
+
+.button.is-dark {
+  background: var(--text-primary) !important;
+  border: none !important;
+  color: white !important;
+  box-shadow: var(--shadow-md);
+}
+
+.button.is-dark:hover {
+  transform: translateY(-2px);
+  box-shadow: var(--shadow-lg);
+  background: var(--primary-color) !important;
+}
+
+.button.is-dark:active {
+  transform: translateY(0);
+  box-shadow: var(--shadow-md);
+}
+
+.footer .icon-link {
+    font-size: 25px;
+    color: var(--text-secondary);
+    transition: var(--transition);
+}
+
+.footer .icon-link:hover {
+    color: var(--primary-color);
+    transform: translateY(-2px);
+}
+
+.link-block a {
+    margin: 8px 4px;
+}
+
+.dnerf {
+  font-variant: small-caps;
+}
+
+
+/* Hero Section Modernization */
+.hero {
+  position: relative;
+  overflow: hidden;
+}
+
+.hero.is-light {
+  background: var(--background-secondary);
+  border-top: 1px solid var(--border-color);
+  border-bottom: 1px solid var(--border-color);
+}
+
+.hero-body {
+  padding: 4rem 1.5rem;
+}
+
+.teaser .hero-body {
+  padding-top: 2rem;
+  padding-bottom: 4rem;
+}
+
+.teaser {
+  font-family: 'Inter', sans-serif;
+}
+
+
+/* Publication Content Styling */
+.publication-title {
+    font-family: 'Inter', sans-serif !important;
+    font-weight: 800 !important;
+    color: var(--text-primary) !important;
+    margin-bottom: 2rem !important;
+    line-height: 1.1 !important;
+}
+
+.publication-banner {
+  max-height: 70vh;
+  border-radius: var(--border-radius-lg);
+  overflow: hidden;
+  box-shadow: var(--shadow-xl);
+  margin: 2rem 0;
+}
+
+.publication-banner video {
+  position: relative;
+  left: auto;
+  top: auto;
+  transform: none;
+  object-fit: cover;
+  width: 100%;
+  height: 100%;
+  border-radius: var(--border-radius-lg);
+}
+
+.publication-header .hero-body {
+  padding: 6rem 1.5rem 4rem;
+}
+
+.publication-authors {
+    font-family: 'Inter', sans-serif !important;
+    font-weight: 500;
+    margin-bottom: 1.5rem;
+}
+
+.publication-venue {
+    color: var(--text-secondary);
+    width: fit-content;
+    font-weight: 600;
+    background: var(--background-accent);
+    padding: 0.5rem 1rem;
+    border-radius: var(--border-radius);
+    margin-top: 1rem;
+    display: inline-block;
+}
+
+.publication-awards {
+    color: #ef4444;
+    width: fit-content;
+    font-weight: 700;
+    background: linear-gradient(135deg, #fef2f2, #fee2e2);
+    padding: 0.5rem 1rem;
+    border-radius: var(--border-radius);
+    border-left: 4px solid #ef4444;
+    margin-top: 1rem;
+}
+
+.publication-authors a {
+   color: var(--primary-color) !important;
+   text-decoration: none;
+   font-weight: 600;
+   transition: var(--transition);
+   position: relative;
+}
+
+.publication-authors a::after {
+    content: '';
+    position: absolute;
+    width: 0;
+    height: 2px;
+    bottom: -2px;
+    left: 0;
+    background: var(--gradient-accent);
+    transition: var(--transition);
+}
+
+.publication-authors a:hover::after {
+    width: 100%;
+}
+
+.publication-authors a:hover {
+    color: var(--primary-hover) !important;
+}
+
+.author-block {
+  display: inline-block;
+  margin-right: 0.5rem;
+}
+
+.publication-banner img {
+  border-radius: var(--border-radius-lg);
+  box-shadow: var(--shadow-lg);
+  transition: var(--transition);
+}
+
+.publication-banner img:hover {
+  transform: scale(1.02);
+  box-shadow: var(--shadow-xl);
+}
+
+/* Modern Video and Carousel Styling */
+.publication-video {
+    position: relative;
+    width: 100%;
+    height: 0;
+    padding-bottom: 56.25%;
+    overflow: hidden;
+    border-radius: var(--border-radius-lg) !important;
+    box-shadow: var(--shadow-xl);
+    transition: var(--transition);
+}
+
+.publication-video:hover {
+    transform: translateY(-4px);
+    box-shadow: var(--shadow-xl);
+}
+
+.publication-video iframe {
+    position: absolute;
+    top: 0;
+    left: 0;
+    width: 100%;
+    height: 100%;
+    border-radius: var(--border-radius-lg);
+}
+
+.publication-body img {
+  border-radius: var(--border-radius);
+  box-shadow: var(--shadow-md);
+  transition: var(--transition);
+}
+
+.publication-body img:hover {
+  transform: translateY(-2px);
+  box-shadow: var(--shadow-lg);
+}
+
+.results-carousel {
+  overflow: hidden;
+  padding: 1rem 0;
+}
+
+.results-carousel .item {
+  margin: 1rem;
+  overflow: hidden;
+  padding: 1.5rem;
+  font-size: 0;
+  background: var(--background-primary);
+  border-radius: var(--border-radius-lg);
+  box-shadow: var(--shadow-md);
+  transition: var(--transition);
+  border: 1px solid var(--border-color);
+}
+
+.results-carousel .item:hover {
+  transform: translateY(-4px);
+  box-shadow: var(--shadow-lg);
+}
+
+.results-carousel .item img,
+.results-carousel video {
+  margin: 0;
+  border-radius: var(--border-radius);
+  width: 100%;
+  height: auto;
+}
+
+.results-carousel .subtitle {
+  font-size: 1rem !important;
+  color: var(--text-secondary);
+  margin-top: 1rem;
+  font-weight: 500;
+}
+
+/* Pagination and Misc Improvements */
+.slider-pagination .slider-page {
+  background: var(--primary-color);
+  border-radius: 50%;
+  transition: var(--transition);
+}
+
+.slider-pagination .slider-page.is-active {
+  background: var(--primary-hover);
+  transform: scale(1.2);
+}
+
+.eql-cntrb { 
+  font-size: 0.875rem;
+  color: var(--text-light);
+  font-style: italic;
+}
+
+/* Section Titles */
+.title.is-3 {
+  font-family: 'Inter', sans-serif !important;
+  font-weight: 700 !important;
+  color: var(--text-primary);
+  margin-bottom: 2rem !important;
+  position: relative;
+  padding-bottom: 1rem;
+}
+
+.title.is-3::after {
+  content: '';
+  position: absolute;
+  bottom: 0;
+  left: 50%;
+  transform: translateX(-50%);
+  width: 60px;
+  height: 3px;
+  background: var(--gradient-accent);
+  border-radius: 2px;
+}
+
+/* Content Improvements */
+.content.has-text-justified {
+  font-size: 1.1rem;
+  line-height: 1.8;
+  color: var(--text-secondary);
+}
+
+.content.has-text-justified p {
+  margin-bottom: 1.5rem;
+}
+
+/* Footer Improvements */
+.footer {
+  background: var(--background-secondary);
+  border-top: 1px solid var(--border-color);
+  padding: 3rem 1.5rem;
+}
+
+.footer .content {
+  color: var(--text-secondary);
+  line-height: 1.7;
+}
+
+.footer a {
+  color: var(--primary-color);
+  text-decoration: none;
+  transition: var(--transition);
+}
+
+.footer a:hover {
+  color: var(--primary-hover);
+  text-decoration: underline;
+}
+
+/* BibTeX Styling */
+pre {
+  background: var(--background-accent) !important;
+  border: 1px solid var(--border-color) !important;
+  border-radius: var(--border-radius) !important;
+  padding: 1.5rem !important;
+  font-size: 0.9rem !important;
+  overflow-x: auto;
+  box-shadow: var(--shadow-sm);
+}
+
+code {
+  background: var(--background-accent) !important;
+  color: var(--text-primary) !important;
+  font-family: 'SF Mono', 'Monaco', 'Cascadia Code', 'Roboto Mono', monospace !important;
+}
+
+/* BibTeX Section Improvements */
+.bibtex-header {
+  display: flex;
+  justify-content: space-between;
+  align-items: center;
+  margin-bottom: 1rem;
+}
+
+.copy-bibtex-btn {
+  background: var(--primary-color);
+  color: white;
+  border: none;
+  border-radius: var(--border-radius);
+  padding: 0.75rem 1rem;
+  font-size: 0.9rem;
+  font-weight: 600;
+  cursor: pointer;
+  transition: var(--transition);
+  display: inline-flex;
+  align-items: center;
+  gap: 0.5rem;
+}
+
+.copy-bibtex-btn:hover {
+  background: var(--primary-hover);
+  transform: translateY(-2px);
+  box-shadow: var(--shadow-md);
+}
+
+.copy-bibtex-btn.copied {
+  background: #10b981;
+}
+
+.copy-bibtex-btn.copied .copy-text::after {
+  content: "ied!";
+}
+
+/* Scroll to Top Button */
+.scroll-to-top {
+  position: fixed;
+  bottom: 2rem;
+  right: 2rem;
+  width: 50px;
+  height: 50px;
+  background: var(--primary-color);
+  color: white;
+  border: none;
+  border-radius: 50%;
+  cursor: pointer;
+  opacity: 0;
+  visibility: hidden;
+  transition: var(--transition);
+  z-index: 999;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  font-size: 1.2rem;
+  box-shadow: var(--shadow-lg);
+}
+
+.scroll-to-top:hover {
+  background: var(--primary-hover);
+  transform: translateY(-3px);
+  box-shadow: var(--shadow-xl);
+}
+
+.scroll-to-top.visible {
+  opacity: 1;
+  visibility: visible;
+}
+
+
+/* More Works Dropdown */
+.more-works-container {
+  position: fixed;
+  top: 2rem;
+  right: 2rem;
+  z-index: 1000;
+}
+
+.more-works-btn {
+  background: var(--background-primary);
+  color: var(--text-primary);
+  border: 2px solid var(--border-color);
+  border-radius: var(--border-radius-lg);
+  padding: 0.75rem 1.25rem;
+  font-weight: 600;
+  font-size: 0.9rem;
+  box-shadow: var(--shadow-md);
+  transition: var(--transition);
+  cursor: pointer;
+  text-decoration: none;
+  display: inline-flex;
+  align-items: center;
+  gap: 0.5rem;
+  font-family: 'Inter', sans-serif;
+}
+
+.more-works-btn:hover {
+  transform: translateY(-2px);
+  box-shadow: var(--shadow-lg);
+  background: var(--background-secondary);
+  border-color: var(--primary-color);
+}
+
+.more-works-btn .dropdown-arrow {
+  transition: var(--transition);
+  font-size: 0.8rem;
+}
+
+.more-works-btn.active .dropdown-arrow {
+  transform: rotate(180deg);
+}
+
+.more-works-dropdown {
+  position: absolute;
+  top: calc(100% + 0.5rem);
+  right: 0;
+  width: 400px;
+  max-width: 90vw;
+  background: var(--background-primary);
+  border: 1px solid var(--border-color);
+  border-radius: var(--border-radius-lg);
+  box-shadow: var(--shadow-xl);
+  opacity: 0;
+  visibility: hidden;
+  transform: translateY(-10px);
+  transition: var(--transition);
+  max-height: 70vh;
+  overflow-y: auto;
+}
+
+.more-works-dropdown.show {
+  opacity: 1;
+  visibility: visible;
+  transform: translateY(0);
+}
+
+.dropdown-header {
+  display: flex;
+  justify-content: space-between;
+  align-items: center;
+  padding: 1.5rem 1.5rem 1rem;
+  border-bottom: 1px solid var(--border-color);
+}
+
+.dropdown-header h4 {
+  margin: 0;
+  font-size: 1.1rem;
+  font-weight: 700;
+  color: var(--text-primary);
+}
+
+.close-btn {
+  background: none;
+  border: none;
+  color: var(--text-secondary);
+  cursor: pointer;
+  padding: 0.5rem;
+  border-radius: var(--border-radius);
+  transition: var(--transition);
+}
+
+.close-btn:hover {
+  background: var(--background-accent);
+  color: var(--text-primary);
+}
+
+.works-list {
+  padding: 1rem;
+}
+
+.work-item {
+  display: flex;
+  align-items: flex-start;
+  justify-content: space-between;
+  padding: 1rem;
+  border-radius: var(--border-radius);
+  text-decoration: none;
+  color: inherit;
+  transition: var(--transition);
+  margin-bottom: 0.5rem;
+}
+
+.work-item:hover {
+  background: var(--background-accent);
+  transform: translateX(4px);
+}
+
+.work-info h5 {
+  margin: 0 0 0.5rem 0;
+  font-size: 1rem;
+  font-weight: 500;
+  color: var(--text-primary);
+}
+
+.work-info p {
+  margin: 0 0 0.5rem 0;
+  font-size: 0.9rem;
+  color: var(--text-secondary);
+  line-height: 1.4;
+}
+
+.work-venue {
+  font-size: 0.8rem;
+  color: var(--text-light);
+  font-style: italic;
+}
+
+.work-item .fas {
+  color: var(--text-light);
+  font-size: 0.9rem;
+  margin-top: 0.2rem;
+  flex-shrink: 0;
+}
+
+
+/* Mobile Responsive Improvements */
+@media screen and (max-width: 768px) {
+  .hero-body {
+    padding: 2rem 1rem;
+  }
+  
+  .publication-header .hero-body {
+    padding: 3rem 1rem 2rem;
+  }
+  
+  .publication-title {
+    font-size: 2.5rem !important;
+    line-height: 1.2 !important;
+    margin-bottom: 1.5rem !important;
+  }
+  
+  .publication-authors {
+    font-size: 1rem !important;
+  }
+  
+  .button {
+    margin: 0.25rem !important;
+    font-size: 0.875rem !important;
+    padding: 0.75rem 1rem !important;
+  }
+  
+  .more-works-container {
+    bottom: 2rem;
+    right: 1rem;
+    top: auto;
+  }
+  
+  .more-works-btn {
+    padding: 0.6rem 1rem;
+    font-size: 0.8rem;
+  }
+  
+  .more-works-dropdown {
+    width: calc(100vw - 2rem);
+    right: -1rem;
+    bottom: calc(100% + 0.5rem);
+    top: auto;
+  }
+  
+  .results-carousel .item {
+    margin: 0.5rem;
+    padding: 1rem;
+  }
+  
+  .teaser .hero-body {
+    padding: 1rem;
+  }
+  
+  .content.has-text-justified {
+    font-size: 1rem;
+  }
+}
+
+@media screen and (max-width: 480px) {
+  .publication-title {
+    font-size: 2rem !important;
+  }
+  
+  .hero-body {
+    padding: 1.5rem 0.75rem;
+  }
+  
+  .more-works-container {
+    position: fixed;
+    bottom: 2rem;
+    right: 1rem;
+    z-index: 1000;
+  }
+  
+  .more-works-btn {
+    padding: 0.5rem 0.75rem;
+    font-size: 0.75rem;
+  }
+  
+  .more-works-dropdown {
+    position: absolute;
+    bottom: calc(100% + 0.5rem);
+    right: 0;
+    width: calc(100vw - 2rem);
+    max-width: 90vw;
+  }
+  
+  .link-block {
+    display: block;
+    margin-bottom: 0.5rem;
+  }
+  
+  .button {
+    width: 100%;
+    justify-content: center;
+  }
+}
+
+/* Tablet Responsive */
+@media screen and (min-width: 769px) and (max-width: 1024px) {
+  .hero-body {
+    padding: 3rem 2rem;
+  }
+  
+  .publication-header .hero-body {
+    padding: 4rem 2rem 3rem;
+  }
+}
+
+/* Animation for page load */
+@keyframes fadeInUp {
+  from {
+    opacity: 0;
+    transform: translateY(30px);
+  }
+  to {
+    opacity: 1;
+    transform: translateY(0);
+  }
+}
+
+.hero, .section {
+  animation: fadeInUp 0.6s ease-out;
+}
+
+/* Improved focus states for accessibility */
+.button:focus,
+.related-works-btn:focus,
+a:focus {
+  outline: 2px solid var(--primary-color);
+  outline-offset: 2px;
+}
+
+
+/* Print styles */
+@media print {
+  .more-works-container {
+    display: none;
+  }
+  
+  .hero, .section {
+    animation: none;
+  }
+  
+  .button {
+    background: transparent !important;
+    color: var(--text-primary) !important;
+    box-shadow: none !important;
+  }
+}
+
+
+
--- a/paper/academic_page/static/images/carousel1.jpg
+++ b/paper/academic_page/static/images/carousel1.jpg
--- a/paper/academic_page/static/images/carousel2.jpg
+++ b/paper/academic_page/static/images/carousel2.jpg
--- a/paper/academic_page/static/images/carousel3.jpg
+++ b/paper/academic_page/static/images/carousel3.jpg
--- a/paper/academic_page/static/images/carousel4.jpg
+++ b/paper/academic_page/static/images/carousel4.jpg
--- a/paper/academic_page/static/images/favicon.ico
+++ b/paper/academic_page/static/images/favicon.ico
--- a/paper/academic_page/static/js/bulma-carousel.js
+++ b/paper/academic_page/static/js/bulma-carousel.js
--- a/paper/academic_page/static/js/bulma-carousel.min.js
+++ b/paper/academic_page/static/js/bulma-carousel.min.js
--- a/paper/academic_page/static/js/bulma-slider.js
+++ b/paper/academic_page/static/js/bulma-slider.js
@@ -0,0 +1,461 @@
+(function webpackUniversalModuleDefinition(root, factory) {
+	if(typeof exports === 'object' && typeof module === 'object')
+		module.exports = factory();
+	else if(typeof define === 'function' && define.amd)
+		define([], factory);
+	else if(typeof exports === 'object')
+		exports["bulmaSlider"] = factory();
+	else
+		root["bulmaSlider"] = factory();
+})(typeof self !== 'undefined' ? self : this, function() {
+return /******/ (function(modules) { // webpackBootstrap
+/******/ 	// The module cache
+/******/ 	var installedModules = {};
+/******/
+/******/ 	// The require function
+/******/ 	function __webpack_require__(moduleId) {
+/******/
+/******/ 		// Check if module is in cache
+/******/ 		if(installedModules[moduleId]) {
+/******/ 			return installedModules[moduleId].exports;
+/******/ 		}
+/******/ 		// Create a new module (and put it into the cache)
+/******/ 		var module = installedModules[moduleId] = {
+/******/ 			i: moduleId,
+/******/ 			l: false,
+/******/ 			exports: {}
+/******/ 		};
+/******/
+/******/ 		// Execute the module function
+/******/ 		modules[moduleId].call(module.exports, module, module.exports, __webpack_require__);
+/******/
+/******/ 		// Flag the module as loaded
+/******/ 		module.l = true;
+/******/
+/******/ 		// Return the exports of the module
+/******/ 		return module.exports;
+/******/ 	}
+/******/
+/******/
+/******/ 	// expose the modules object (__webpack_modules__)
+/******/ 	__webpack_require__.m = modules;
+/******/
+/******/ 	// expose the module cache
+/******/ 	__webpack_require__.c = installedModules;
+/******/
+/******/ 	// define getter function for harmony exports
+/******/ 	__webpack_require__.d = function(exports, name, getter) {
+/******/ 		if(!__webpack_require__.o(exports, name)) {
+/******/ 			Object.defineProperty(exports, name, {
+/******/ 				configurable: false,
+/******/ 				enumerable: true,
+/******/ 				get: getter
+/******/ 			});
+/******/ 		}
+/******/ 	};
+/******/
+/******/ 	// getDefaultExport function for compatibility with non-harmony modules
+/******/ 	__webpack_require__.n = function(module) {
+/******/ 		var getter = module && module.__esModule ?
+/******/ 			function getDefault() { return module['default']; } :
+/******/ 			function getModuleExports() { return module; };
+/******/ 		__webpack_require__.d(getter, 'a', getter);
+/******/ 		return getter;
+/******/ 	};
+/******/
+/******/ 	// Object.prototype.hasOwnProperty.call
+/******/ 	__webpack_require__.o = function(object, property) { return Object.prototype.hasOwnProperty.call(object, property); };
+/******/
+/******/ 	// __webpack_public_path__
+/******/ 	__webpack_require__.p = "";
+/******/
+/******/ 	// Load entry module and return exports
+/******/ 	return __webpack_require__(__webpack_require__.s = 0);
+/******/ })
+/************************************************************************/
+/******/ ([
+/* 0 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+Object.defineProperty(__webpack_exports__, "__esModule", { value: true });
+/* harmony export (binding) */ __webpack_require__.d(__webpack_exports__, "isString", function() { return isString; });
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_0__events__ = __webpack_require__(1);
+var _extends = Object.assign || function (target) { for (var i = 1; i < arguments.length; i++) { var source = arguments[i]; for (var key in source) { if (Object.prototype.hasOwnProperty.call(source, key)) { target[key] = source[key]; } } } return target; };
+
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+var _typeof = typeof Symbol === "function" && typeof Symbol.iterator === "symbol" ? function (obj) { return typeof obj; } : function (obj) { return obj && typeof Symbol === "function" && obj.constructor === Symbol && obj !== Symbol.prototype ? "symbol" : typeof obj; };
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+function _possibleConstructorReturn(self, call) { if (!self) { throw new ReferenceError("this hasn't been initialised - super() hasn't been called"); } return call && (typeof call === "object" || typeof call === "function") ? call : self; }
+
+function _inherits(subClass, superClass) { if (typeof superClass !== "function" && superClass !== null) { throw new TypeError("Super expression must either be null or a function, not " + typeof superClass); } subClass.prototype = Object.create(superClass && superClass.prototype, { constructor: { value: subClass, enumerable: false, writable: true, configurable: true } }); if (superClass) Object.setPrototypeOf ? Object.setPrototypeOf(subClass, superClass) : subClass.__proto__ = superClass; }
+
+
+
+var isString = function isString(unknown) {
+  return typeof unknown === 'string' || !!unknown && (typeof unknown === 'undefined' ? 'undefined' : _typeof(unknown)) === 'object' && Object.prototype.toString.call(unknown) === '[object String]';
+};
+
+var bulmaSlider = function (_EventEmitter) {
+  _inherits(bulmaSlider, _EventEmitter);
+
+  function bulmaSlider(selector) {
+    var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {};
+
+    _classCallCheck(this, bulmaSlider);
+
+    var _this = _possibleConstructorReturn(this, (bulmaSlider.__proto__ || Object.getPrototypeOf(bulmaSlider)).call(this));
+
+    _this.element = typeof selector === 'string' ? document.querySelector(selector) : selector;
+    // An invalid selector or non-DOM node has been provided.
+    if (!_this.element) {
+      throw new Error('An invalid selector or non-DOM node has been provided.');
+    }
+
+    _this._clickEvents = ['click'];
+    /// Set default options and merge with instance defined
+    _this.options = _extends({}, options);
+
+    _this.onSliderInput = _this.onSliderInput.bind(_this);
+
+    _this.init();
+    return _this;
+  }
+
+  /**
+   * Initiate all DOM element containing selector
+   * @method
+   * @return {Array} Array of all slider instances
+   */
+
+
+  _createClass(bulmaSlider, [{
+    key: 'init',
+
+
+    /**
+     * Initiate plugin
+     * @method init
+     * @return {void}
+     */
+    value: function init() {
+      this._id = 'bulmaSlider' + new Date().getTime() + Math.floor(Math.random() * Math.floor(9999));
+      this.output = this._findOutputForSlider();
+
+      this._bindEvents();
+
+      if (this.output) {
+        if (this.element.classList.contains('has-output-tooltip')) {
+          // Get new output position
+          var newPosition = this._getSliderOutputPosition();
+
+          // Set output position
+          this.output.style['left'] = newPosition.position;
+        }
+      }
+
+      this.emit('bulmaslider:ready', this.element.value);
+    }
+  }, {
+    key: '_findOutputForSlider',
+    value: function _findOutputForSlider() {
+      var _this2 = this;
+
+      var result = null;
+      var outputs = document.getElementsByTagName('output') || [];
+
+      Array.from(outputs).forEach(function (output) {
+        if (output.htmlFor == _this2.element.getAttribute('id')) {
+          result = output;
+          return true;
+        }
+      });
+      return result;
+    }
+  }, {
+    key: '_getSliderOutputPosition',
+    value: function _getSliderOutputPosition() {
+      // Update output position
+      var newPlace, minValue;
+
+      var style = window.getComputedStyle(this.element, null);
+      // Measure width of range input
+      var sliderWidth = parseInt(style.getPropertyValue('width'), 10);
+
+      // Figure out placement percentage between left and right of input
+      if (!this.element.getAttribute('min')) {
+        minValue = 0;
+      } else {
+        minValue = this.element.getAttribute('min');
+      }
+      var newPoint = (this.element.value - minValue) / (this.element.getAttribute('max') - minValue);
+
+      // Prevent bubble from going beyond left or right (unsupported browsers)
+      if (newPoint < 0) {
+        newPlace = 0;
+      } else if (newPoint > 1) {
+        newPlace = sliderWidth;
+      } else {
+        newPlace = sliderWidth * newPoint;
+      }
+
+      return {
+        'position': newPlace + 'px'
+      };
+    }
+
+    /**
+     * Bind all events
+     * @method _bindEvents
+     * @return {void}
+     */
+
+  }, {
+    key: '_bindEvents',
+    value: function _bindEvents() {
+      if (this.output) {
+        // Add event listener to update output when slider value change
+        this.element.addEventListener('input', this.onSliderInput, false);
+      }
+    }
+  }, {
+    key: 'onSliderInput',
+    value: function onSliderInput(e) {
+      e.preventDefault();
+
+      if (this.element.classList.contains('has-output-tooltip')) {
+        // Get new output position
+        var newPosition = this._getSliderOutputPosition();
+
+        // Set output position
+        this.output.style['left'] = newPosition.position;
+      }
+
+      // Check for prefix and postfix
+      var prefix = this.output.hasAttribute('data-prefix') ? this.output.getAttribute('data-prefix') : '';
+      var postfix = this.output.hasAttribute('data-postfix') ? this.output.getAttribute('data-postfix') : '';
+
+      // Update output with slider value
+      this.output.value = prefix + this.element.value + postfix;
+
+      this.emit('bulmaslider:ready', this.element.value);
+    }
+  }], [{
+    key: 'attach',
+    value: function attach() {
+      var _this3 = this;
+
+      var selector = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : 'input[type="range"].slider';
+      var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {};
+
+      var instances = new Array();
+
+      var elements = isString(selector) ? document.querySelectorAll(selector) : Array.isArray(selector) ? selector : [selector];
+      elements.forEach(function (element) {
+        if (typeof element[_this3.constructor.name] === 'undefined') {
+          var instance = new bulmaSlider(element, options);
+          element[_this3.constructor.name] = instance;
+          instances.push(instance);
+        } else {
+          instances.push(element[_this3.constructor.name]);
+        }
+      });
+
+      return instances;
+    }
+  }]);
+
+  return bulmaSlider;
+}(__WEBPACK_IMPORTED_MODULE_0__events__["a" /* default */]);
+
+/* harmony default export */ __webpack_exports__["default"] = (bulmaSlider);
+
+/***/ }),
+/* 1 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+var EventEmitter = function () {
+  function EventEmitter() {
+    var listeners = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : [];
+
+    _classCallCheck(this, EventEmitter);
+
+    this._listeners = new Map(listeners);
+    this._middlewares = new Map();
+  }
+
+  _createClass(EventEmitter, [{
+    key: "listenerCount",
+    value: function listenerCount(eventName) {
+      if (!this._listeners.has(eventName)) {
+        return 0;
+      }
+
+      var eventListeners = this._listeners.get(eventName);
+      return eventListeners.length;
+    }
+  }, {
+    key: "removeListeners",
+    value: function removeListeners() {
+      var _this = this;
+
+      var eventName = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : null;
+      var middleware = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : false;
+
+      if (eventName !== null) {
+        if (Array.isArray(eventName)) {
+          name.forEach(function (e) {
+            return _this.removeListeners(e, middleware);
+          });
+        } else {
+          this._listeners.delete(eventName);
+
+          if (middleware) {
+            this.removeMiddleware(eventName);
+          }
+        }
+      } else {
+        this._listeners = new Map();
+      }
+    }
+  }, {
+    key: "middleware",
+    value: function middleware(eventName, fn) {
+      var _this2 = this;
+
+      if (Array.isArray(eventName)) {
+        name.forEach(function (e) {
+          return _this2.middleware(e, fn);
+        });
+      } else {
+        if (!Array.isArray(this._middlewares.get(eventName))) {
+          this._middlewares.set(eventName, []);
+        }
+
+        this._middlewares.get(eventName).push(fn);
+      }
+    }
+  }, {
+    key: "removeMiddleware",
+    value: function removeMiddleware() {
+      var _this3 = this;
+
+      var eventName = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : null;
+
+      if (eventName !== null) {
+        if (Array.isArray(eventName)) {
+          name.forEach(function (e) {
+            return _this3.removeMiddleware(e);
+          });
+        } else {
+          this._middlewares.delete(eventName);
+        }
+      } else {
+        this._middlewares = new Map();
+      }
+    }
+  }, {
+    key: "on",
+    value: function on(name, callback) {
+      var _this4 = this;
+
+      var once = arguments.length > 2 && arguments[2] !== undefined ? arguments[2] : false;
+
+      if (Array.isArray(name)) {
+        name.forEach(function (e) {
+          return _this4.on(e, callback);
+        });
+      } else {
+        name = name.toString();
+        var split = name.split(/,|, | /);
+
+        if (split.length > 1) {
+          split.forEach(function (e) {
+            return _this4.on(e, callback);
+          });
+        } else {
+          if (!Array.isArray(this._listeners.get(name))) {
+            this._listeners.set(name, []);
+          }
+
+          this._listeners.get(name).push({ once: once, callback: callback });
+        }
+      }
+    }
+  }, {
+    key: "once",
+    value: function once(name, callback) {
+      this.on(name, callback, true);
+    }
+  }, {
+    key: "emit",
+    value: function emit(name, data) {
+      var _this5 = this;
+
+      var silent = arguments.length > 2 && arguments[2] !== undefined ? arguments[2] : false;
+
+      name = name.toString();
+      var listeners = this._listeners.get(name);
+      var middlewares = null;
+      var doneCount = 0;
+      var execute = silent;
+
+      if (Array.isArray(listeners)) {
+        listeners.forEach(function (listener, index) {
+          // Start Middleware checks unless we're doing a silent emit
+          if (!silent) {
+            middlewares = _this5._middlewares.get(name);
+            // Check and execute Middleware
+            if (Array.isArray(middlewares)) {
+              middlewares.forEach(function (middleware) {
+                middleware(data, function () {
+                  var newData = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : null;
+
+                  if (newData !== null) {
+                    data = newData;
+                  }
+                  doneCount++;
+                }, name);
+              });
+
+              if (doneCount >= middlewares.length) {
+                execute = true;
+              }
+            } else {
+              execute = true;
+            }
+          }
+
+          // If Middleware checks have been passed, execute
+          if (execute) {
+            if (listener.once) {
+              listeners[index] = null;
+            }
+            listener.callback(data);
+          }
+        });
+
+        // Dirty way of removing used Events
+        while (listeners.indexOf(null) !== -1) {
+          listeners.splice(listeners.indexOf(null), 1);
+        }
+      }
+    }
+  }]);
+
+  return EventEmitter;
+}();
+
+/* harmony default export */ __webpack_exports__["a"] = (EventEmitter);
+
+/***/ })
+/******/ ])["default"];
+});
--- a/paper/academic_page/static/js/bulma-slider.min.js
+++ b/paper/academic_page/static/js/bulma-slider.min.js
--- a/paper/academic_page/static/js/fontawesome.all.min.js
+++ b/paper/academic_page/static/js/fontawesome.all.min.js
--- a/paper/academic_page/static/js/index.js
+++ b/paper/academic_page/static/js/index.js
@@ -0,0 +1,142 @@
+window.HELP_IMPROVE_VIDEOJS = false;
+
+// More Works Dropdown Functionality
+function toggleMoreWorks() {
+    const dropdown = document.getElementById('moreWorksDropdown');
+    const button = document.querySelector('.more-works-btn');
+    
+    if (dropdown.classList.contains('show')) {
+        dropdown.classList.remove('show');
+        button.classList.remove('active');
+    } else {
+        dropdown.classList.add('show');
+        button.classList.add('active');
+    }
+}
+
+// Close dropdown when clicking outside
+document.addEventListener('click', function(event) {
+    const container = document.querySelector('.more-works-container');
+    const dropdown = document.getElementById('moreWorksDropdown');
+    const button = document.querySelector('.more-works-btn');
+    
+    if (container && !container.contains(event.target)) {
+        dropdown.classList.remove('show');
+        button.classList.remove('active');
+    }
+});
+
+// Close dropdown on escape key
+document.addEventListener('keydown', function(event) {
+    if (event.key === 'Escape') {
+        const dropdown = document.getElementById('moreWorksDropdown');
+        const button = document.querySelector('.more-works-btn');
+        dropdown.classList.remove('show');
+        button.classList.remove('active');
+    }
+});
+
+// Copy BibTeX to clipboard
+function copyBibTeX() {
+    const bibtexElement = document.getElementById('bibtex-code');
+    const button = document.querySelector('.copy-bibtex-btn');
+    const copyText = button.querySelector('.copy-text');
+    
+    if (bibtexElement) {
+        navigator.clipboard.writeText(bibtexElement.textContent).then(function() {
+            // Success feedback
+            button.classList.add('copied');
+            copyText.textContent = 'Cop';
+            
+            setTimeout(function() {
+                button.classList.remove('copied');
+                copyText.textContent = 'Copy';
+            }, 2000);
+        }).catch(function(err) {
+            console.error('Failed to copy: ', err);
+            // Fallback for older browsers
+            const textArea = document.createElement('textarea');
+            textArea.value = bibtexElement.textContent;
+            document.body.appendChild(textArea);
+            textArea.select();
+            document.execCommand('copy');
+            document.body.removeChild(textArea);
+            
+            button.classList.add('copied');
+            copyText.textContent = 'Cop';
+            setTimeout(function() {
+                button.classList.remove('copied');
+                copyText.textContent = 'Copy';
+            }, 2000);
+        });
+    }
+}
+
+// Scroll to top functionality
+function scrollToTop() {
+    window.scrollTo({
+        top: 0,
+        behavior: 'smooth'
+    });
+}
+
+// Show/hide scroll to top button
+window.addEventListener('scroll', function() {
+    const scrollButton = document.querySelector('.scroll-to-top');
+    if (window.pageYOffset > 300) {
+        scrollButton.classList.add('visible');
+    } else {
+        scrollButton.classList.remove('visible');
+    }
+});
+
+// Video carousel autoplay when in view
+function setupVideoCarouselAutoplay() {
+    const carouselVideos = document.querySelectorAll('.results-carousel video');
+    
+    if (carouselVideos.length === 0) return;
+    
+    const observer = new IntersectionObserver((entries) => {
+        entries.forEach(entry => {
+            const video = entry.target;
+            if (entry.isIntersecting) {
+                // Video is in view, play it
+                video.play().catch(e => {
+                    // Autoplay failed, probably due to browser policy
+                    console.log('Autoplay prevented:', e);
+                });
+            } else {
+                // Video is out of view, pause it
+                video.pause();
+            }
+        });
+    }, {
+        threshold: 0.5 // Trigger when 50% of the video is visible
+    });
+    
+    carouselVideos.forEach(video => {
+        observer.observe(video);
+    });
+}
+
+$(document).ready(function() {
+    // Check for click events on the navbar burger icon
+
+    var options = {
+		slidesToScroll: 1,
+		slidesToShow: 1,
+		loop: true,
+		infinite: true,
+		autoplay: true,
+		autoplaySpeed: 5000,
+    }
+
+	// Initialize all div with carousel class
+    var carousels = bulmaCarousel.attach('.carousel', options);
+	
+    bulmaSlider.attach();
+    
+    // Setup video autoplay for carousel
+    setupVideoCarouselAutoplay();
+
+})
--- a/paper/academic_page/static/pdfs/sample.pdf
+++ b/paper/academic_page/static/pdfs/sample.pdf
--- a/paper/academic_page/static/videos/banner_video.mp4
+++ b/paper/academic_page/static/videos/banner_video.mp4
--- a/paper/academic_page/static/videos/carousel1.mp4
+++ b/paper/academic_page/static/videos/carousel1.mp4
--- a/paper/academic_page/static/videos/carousel2.mp4
+++ b/paper/academic_page/static/videos/carousel2.mp4
--- a/paper/academic_page/static/videos/carousel3.mp4
+++ b/paper/academic_page/static/videos/carousel3.mp4
--- a/requirements.txt
+++ b/requirements.txt
@@ -0,0 +1,7 @@
+kafka-python
+dotenv
+pandas
+jupyter
+ipykernel
+matplotlib
+graphviz
--- a/web/package-lock.json
+++ b/web/package-lock.json
@@ -8,6 +8,7 @@
      "name": "web",
      "version": "0.1.0",
      "dependencies": {
+        "kafkajs": "^2.2.4",
        "next": "16.0.0",
        "react": "19.2.0",
        "react-dom": "19.2.0"
@@ -1040,6 +1041,15 @@
        "jiti": "lib/jiti-cli.mjs"
      }
    },
+    "node_modules/kafkajs": {
+      "version": "2.2.4",
+      "resolved": "https://registry.npmjs.org/kafkajs/-/kafkajs-2.2.4.tgz",
+      "integrity": "sha512-j/YeapB1vfPT2iOIUn/vxdyKEuhuY2PxMBvf5JWux6iSaukAccrMtXEY/Lb7OvavDhOWME589bpLrEdnVHjfjA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
    "node_modules/lightningcss": {
      "version": "1.30.2",
      "resolved": "https://registry.npmjs.org/lightningcss/-/lightningcss-1.30.2.tgz",
--- a/web/package.json
+++ b/web/package.json
@@ -8,16 +8,17 @@
    "start": "next start"
  },
  "dependencies": {
+    "kafkajs": "^2.2.4",
+    "next": "16.0.0",
    "react": "19.2.0",
-    "react-dom": "19.2.0",
-    "next": "16.0.0"
+    "react-dom": "19.2.0"
  },
  "devDependencies": {
-    "typescript": "^5",
+    "@tailwindcss/postcss": "^4",
    "@types/node": "^20",
    "@types/react": "^19",
    "@types/react-dom": "^19",
-    "@tailwindcss/postcss": "^4",
-    "tailwindcss": "^4"
+    "tailwindcss": "^4",
+    "typescript": "^5"
  }
 }
--- a/web/src/app/api/track/route.ts
+++ b/web/src/app/api/track/route.ts
@@ -0,0 +1,33 @@
+import { NextRequest, NextResponse } from 'next/server';
+import { sendInteractionEvent } from '@/lib/kafka';
+
+export async function POST(req: NextRequest) {
+    try {
+        const body = await req.json();
+        const { sessionId, eventType, targetEl, targetUrl, metadata } = body;
+
+        if (!sessionId || !eventType) {
+            return NextResponse.json(
+                { error: 'sessionId and eventType required' },
+                { status: 400 }
+            );
+        }
+
+        await sendInteractionEvent({
+            sessionId,
+            eventType,
+            targetEl,
+            targetUrl,
+            metadata,
+            ts: Date.now(),
+        });
+
+        return NextResponse.json({ success: true });
+    } catch (err: any) {
+        console.error('track error:', err);
+        return NextResponse.json(
+            { error: err.message || 'unknown error' },
+            { status: 500 }
+        );
+    }
+}
--- a/web/src/app/layout.tsx
+++ b/web/src/app/layout.tsx
@@ -1,6 +1,7 @@
 import type { Metadata } from "next";
 import { Geist, Geist_Mono } from "next/font/google";
 import "./globals.css";
+import { TrackingProvider } from "@/components/TrackingProvider";

 const geistSans = Geist({
  variable: "--font-geist-sans",
@@ -27,7 +28,7 @@ export default function RootLayout({
      <body
        className={`${geistSans.variable} ${geistMono.variable} antialiased`}
      >
-        {children}
+        <TrackingProvider>{children}</TrackingProvider>
      </body>
    </html>
  );
--- a/web/src/components/TrackingProvider.tsx
+++ b/web/src/components/TrackingProvider.tsx
@@ -0,0 +1,8 @@
+'use client';
+
+import { useInteractionTracking } from '@/hooks/useInteractionTracking';
+
+export const TrackingProvider = ({ children }: { children: React.ReactNode }) => {
+  useInteractionTracking();
+  return <>{children}</>;
+};
--- a/web/src/hooks/useInteractionTracking.ts
+++ b/web/src/hooks/useInteractionTracking.ts
@@ -0,0 +1,117 @@
+import { useEffect, useRef } from 'react';
+import '@/lib/experiments' // ensure experiments lib is loaded
+
+const genSessionId = () => {
+    if (typeof window === 'undefined') return '';
+    let sid = sessionStorage.getItem('phantom_session_id');
+    if (!sid) {
+        sid = `${Date.now()}-${Math.random().toString(36).slice(2)}`;
+        sessionStorage.setItem('phantom_session_id', sid);
+        // TODO: when creating new id send to exepriemtn tracking db
+        // match between sesion-id and experiment-id for this session
+        // so that we can identify all interactions aligning with a specific experiment goal.
+    }
+    return sid;
+};
+
+const track = async (ev: {
+    sessionId: string;
+    eventType: string;
+    targetEl?: string;
+    targetUrl?: string;
+    metadata?: Record<string, any>;
+}) => {
+    try {
+        await fetch('/api/track', {
+            method: 'POST',
+            headers: { 'Content-Type': 'application/json' },
+            body: JSON.stringify(ev),
+        });
+    } catch (err) {
+        console.error('track failed:', err);
+    }
+};
+
+export const useInteractionTracking = () => {
+    const sidRef = useRef<string>('');
+
+    useEffect(() => {
+        sidRef.current = genSessionId();
+
+        const handleClick = (e: MouseEvent) => {
+            const tgt = e.target as HTMLElement;
+            track({
+                sessionId: sidRef.current,
+                eventType: 'click',
+                targetEl: tgt.tagName,
+                targetUrl: tgt instanceof HTMLAnchorElement ? tgt.href : undefined,
+                metadata: {
+                    x: e.clientX,
+                    y: e.clientY,
+                    path: window.location.pathname,
+                },
+            });
+        };
+
+        const handleScroll = () => {
+            track({
+                sessionId: sidRef.current,
+                eventType: 'scroll',
+                metadata: {
+                    scrollY: window.scrollY,
+                    path: window.location.pathname,
+                },
+            });
+        };
+
+        const handlePageView = () => {
+            track({
+                sessionId: sidRef.current,
+                eventType: 'pageview',
+                metadata: {
+                    path: window.location.pathname,
+                    referrer: document.referrer,
+                },
+            });
+        };
+
+        enum DefinedInteractions {
+            ADD_TO_CART = 'add_to_cart',
+            PURCHASE = 'purchase',
+        }
+
+        // called when clicking on "Add to Cart" button or "Purchase" button
+        const handleDefinedInteraction = (
+            interactionType: DefinedInteractions,
+            metadata?: Record<string, any>
+        ) => {
+            track({
+                sessionId: sidRef.current,
+                eventType: interactionType,
+                metadata: {
+                    path: window.location.pathname,
+                    ...metadata,
+                },
+            });
+        };
+
+
+        handlePageView();
+        document.addEventListener('click', handleClick);
+        document.addEventListener('definedInteraction', (e: Event) => {
+            const customEvent = e as CustomEvent;
+            handleDefinedInteraction(customEvent.detail.interactionType, customEvent.detail.metadata);
+        });
+        // TOO NOISY: enable if needed but tbh not worth it
+        //window.addEventListener('scroll', handleScroll, { passive: true });
+
+        return () => {
+            document.removeEventListener('click', handleClick);
+            document.removeEventListener('definedInteraction', (e: Event) => {
+                const customEvent = e as CustomEvent;
+                handleDefinedInteraction(customEvent.detail.interactionType, customEvent.detail.metadata);
+            });
+            //window.removeEventListener('scroll', handleScroll);
+        };
+    }, []);
+};
--- a/web/src/lib/experiments.ts
+++ b/web/src/lib/experiments.ts
@@ -0,0 +1 @@
+//
--- a/web/src/lib/kafka.ts
+++ b/web/src/lib/kafka.ts
@@ -0,0 +1,42 @@
+import { Kafka, Producer } from 'kafkajs';
+
+let producer: Producer | null = null;
+
+const kafka = new Kafka({
+    clientId: 'phantom-web',
+    brokers: [`${process.env.KAFKA_HOST || 'localhost'}:${process.env.KAFKA_PORT || '9092'}`],
+});
+
+export const getProducer = async (): Promise<Producer> => {
+    if (!producer) {
+        producer = kafka.producer();
+        await producer.connect();
+    }
+    return producer;
+};
+
+export const sendInteractionEvent = async (ev: {
+    sessionId: string;
+    eventType: string;
+    targetEl?: string;
+    targetUrl?: string;
+    metadata?: Record<string, any>;
+    ts: number;
+}) => {
+    const p = await getProducer();
+    // add to the metadata
+    await p.send({
+        topic: 'user-interactions',
+        messages: [{
+            key: ev.sessionId,
+            value: JSON.stringify(ev),
+        }],
+    });
+};
+
+export const disconnect = async () => {
+    if (producer) {
+        await producer.disconnect();
+        producer = null;
+    }
+};
				`@@ -0,0 +1 @@`
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