updating website with defense assets

docs/index.html

@@ -66,6 +66,11 @@
   <link rel="stylesheet" href="static/css/bulma.min.css">
   <link rel="stylesheet" href="static/css/index.css">
 
+  <!-- Defense-style monospace tagline font -->
+  <link rel="preconnect" href="https://fonts.googleapis.com">
+  <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
+  <link href="https://fonts.googleapis.com/css2?family=IBM+Plex+Mono:wght@400;500;600;700&display=swap" rel="stylesheet">
+
   <!-- Non-critical CSS - Load asynchronously -->
   <link rel="preload" href="static/css/bulma-carousel.min.css" as="style" onload="this.onload=null;this.rel='stylesheet'">
   <link rel="preload" href="static/css/bulma-slider.min.css" as="style" onload="this.onload=null;this.rel='stylesheet'">
@@ -242,6 +247,7 @@
         <div class="columns is-centered">
           <div class="column has-text-centered">
             <h1 class="title is-1 publication-title">Pricing Heuristics Against Non-human Transaction Orchestration Mechanisms</h1>
+            <p class="defense-tagline">Revenue management in the age of <span class="mark">AI agents</span>.</p>
             <div class="is-size-5 publication-authors author-names">
               <span class="author-block">
                 <a href="https://alves.world" target="_blank">Daniel Rösel</a></span>
@@ -314,6 +320,7 @@
               </a>
             </span>
             </div>
+            <p class="tpu-credit">Powered by <span class="accent">Google</span> TPU Research Cloud.</p>
           </div>
         </div>
       </div>
@@ -355,6 +362,52 @@
 </section>
 <!-- End paper abstract -->
 
+
+<!-- Defense-styled: new interaction environment (actor triptych) -->
+<section class="section defense-block">
+  <div class="container is-max-desktop">
+    <h2 class="defense-heading">New interaction environment of <span class="mark">future commerce</span>.</h2>
+    <div class="actor-grid">
+      <div class="actor-card">
+        <div class="actor-art">
+          <img src="static/images/human.svg" alt="Isometric illustration of a human user as a cube character" loading="lazy" />
+        </div>
+        <h3>Users</h3>
+        <p>Have new needs and <strong>means of research</strong> &amp; acquisition.</p>
+      </div>
+      <div class="actor-card">
+        <div class="actor-art">
+          <img src="static/images/agent.svg" alt="Isometric illustration of an LLM agent depicted as a cube robot" loading="lazy" />
+        </div>
+        <h3>Agents</h3>
+        <p>Use browsers (C/BUA) to look human and create <strong>clean sessions</strong>.</p>
+      </div>
+      <div class="actor-card">
+        <div class="actor-art">
+          <div class="actor-icon" aria-hidden="true"><i class="fas fa-store"></i></div>
+        </div>
+        <h3>Platforms</h3>
+        <p>Run <strong>standard pricing</strong> algorithms and experience revenue loss.</p>
+      </div>
+    </div>
+  </div>
+</section>
+<!-- End actor triptych -->
+
+
+<!-- Defense-styled: COI vulnerability -->
+<section class="section">
+  <div class="container is-max-desktop">
+    <h2 class="defense-heading">When agents can repeatedly query prices, realizable <span class="underline">markup disappears</span>.</h2>
+    <div class="coi-equation">
+      <div class="formula">COI = <em>E</em>[P] &minus; <u>p</u></div>
+      <p class="caption">Cost of Information &mdash; the expected premium dynamic pricing earns over the reservation price &mdash; collapses to zero as the number of independent querying agents grows.</p>
+    </div>
+  </div>
+</section>
+<!-- End COI vulnerability -->
+
+
 <section class="section">
   <div class="container is-max-desktop">
     <div class="content has-text-justified">
@@ -388,6 +441,38 @@
 </section>
 
 
+<!-- Defense-styled: three takeaways and forward-deploy line -->
+<section class="section defense-block">
+  <div class="container is-max-desktop">
+    <h2 class="defense-heading">Agents <span class="mark">distort marketplace signals</span>. PHANTOM uses behavioral distinguishability and DR&ndash;RL to <span class="mark">preserve pricing power</span>.</h2>
+    <ol class="takeaways">
+      <li>
+        <span class="num">01</span>
+        <span>We can <strong>distinguish humans from agents</strong> at the transition-kernel level.<span class="stat">Mann&ndash;Whitney U = 2.0, p = 0.0006 across 29 labeled sessions.</span></span>
+      </li>
+      <li>
+        <span class="num">02</span>
+        <span>Revenue <strong>declines monotonically</strong> in agent-contaminated systems.<span class="stat">Each 1.0 step of contamination &alpha; removes ~90,140 in cohort revenue (p &lt; 10<sup>-77</sup>).</span></span>
+      </li>
+      <li>
+        <span class="num">03</span>
+        <span>Distributionally robust RL <strong>preserves margin</strong> under worst-case contamination.<span class="stat">Defended policy holds positive COI gap over baseline across &alpha; &isin; [0, 1].</span></span>
+      </li>
+    </ol>
+    <p class="deploy-line">Our solution can be forward-deployed to any e-commerce platform to <strong>preserve their COI</strong>.</p>
+    <div class="hf-callout">
+      <div class="hf-emoji" aria-hidden="true">&#129303;</div>
+      <div>
+        <h4>WhoClickedIt &mdash; published on Hugging Face.</h4>
+        <p>~4k rows of labeled human and agent interaction data across hotel and airline tasks. Open dataset used for training the behavioral kernels.</p>
+        <a href="https://huggingface.co/datasets/velocitatem/whoclickedit" target="_blank" rel="noopener">huggingface.co/datasets/velocitatem/whoclickedit</a>
+      </div>
+    </div>
+  </div>
+</section>
+<!-- End takeaways -->
+
+
 <!-- Image carousel -->
 <!--
 <section class="hero is-small">
@@ -428,35 +513,7 @@
 
 
 
-<!-- Video carousel -->
-<section class="hero is-small">
-  <div class="hero-body">
-    <div class="container">
-      <h2 class="title is-3">Defense Scenes</h2>
-      <div id="videos-carousel" class="carousel results-carousel">
-        <div class="item item-video1">
-          <video poster="" id="video1" controls muted loop height="100%" preload="metadata">
-            <source src="static/videos/COIFirstPrinciplesScene.mp4" type="video/mp4">
-          </video>
-          <h2 class="subtitle has-text-centered">COI from first principles.</h2>
-        </div>
-        <div class="item item-video2">
-          <video poster="" id="video2" controls muted loop height="100%" preload="metadata">
-            <source src="static/videos/BehaviorKernelConstructionScene.mp4" type="video/mp4">
-          </video>
-          <h2 class="subtitle has-text-centered">Behavioral kernel construction: learning how humans and agents differ.</h2>
-        </div>
-        <div class="item item-video3">
-          <video poster="" id="video3" controls muted loop height="100%" preload="metadata">
-            <source src="static/videos/RobustControlScene.mp4" type="video/mp4">
-          </video>
-          <h2 class="subtitle has-text-centered">Distributionally robust control loop.</h2>
-        </div>
-      </div>
-    </div>
-  </div>
-</section>
-<!-- End video carousel -->
+<!-- Defense Scenes video carousel removed -->
 
 
 

docs/static/css/index.css

@@ -31,6 +31,15 @@
   --paper-ink-strong: #303030;
   --paper-ink-soft: #6b6b6b;
   --paper-accent: #2f2f2f;
+  --defense-bg: #f4f7f9;
+  --defense-surface: #ffffff;
+  --defense-teal: #5fb3a8;
+  --defense-teal-soft: #b9e2dc;
+  --defense-teal-bg: #c8ebe5;
+  --defense-blue: #2d6f9f;
+  --defense-ink: #1d2630;
+  --defense-ink-soft: #5a6470;
+  --mono-stack: "IBM Plex Mono", "JetBrains Mono", "Roboto Mono", "SF Mono", Menlo, Consolas, monospace;
   --radius: 10px;
   --radius-lg: 14px;
 }
@@ -677,6 +686,281 @@ a:focus-visible,
   }
 }
 
+/* ------- Defense-styled sections (style ported from defense slides) ------- */
+
+.defense-tagline {
+  font-family: var(--mono-stack);
+  font-size: clamp(1.05rem, 2vw, 1.45rem);
+  font-weight: 500;
+  color: var(--defense-ink-soft);
+  letter-spacing: 0.02em;
+  margin-top: -0.5rem;
+  margin-bottom: 1.5rem;
+  text-align: center;
+  line-height: 1.45;
+}
+
+.defense-tagline .mark {
+  background: var(--defense-teal-bg);
+  padding: 0.05em 0.35em;
+  border-radius: 4px;
+  color: var(--defense-ink);
+}
+
+.tpu-credit {
+  font-family: var(--mono-stack);
+  font-size: 0.85rem;
+  color: var(--paper-ink-soft);
+  letter-spacing: 0.03em;
+  text-align: center;
+  margin-top: 1.25rem;
+}
+
+.tpu-credit .accent {
+  color: #4285f4;
+  font-weight: 700;
+}
+
+.section.defense-block {
+  background: var(--defense-bg);
+  border-top: 1px solid var(--paper-border);
+  border-bottom: 1px solid var(--paper-border);
+}
+
+.defense-heading {
+  font-family: var(--mono-stack) !important;
+  font-size: clamp(1.35rem, 2.6vw, 2rem) !important;
+  font-weight: 700;
+  color: var(--defense-ink) !important;
+  line-height: 1.4;
+  letter-spacing: -0.005em;
+  max-width: 56ch;
+  margin: 0 auto 2.25rem !important;
+  text-align: center;
+}
+
+.defense-heading .mark {
+  background: var(--defense-teal-bg);
+  padding: 0.05em 0.35em;
+  border-radius: 4px;
+}
+
+.defense-heading .underline {
+  text-decoration: underline;
+  text-decoration-color: var(--defense-teal);
+  text-decoration-thickness: 2px;
+  text-underline-offset: 4px;
+}
+
+.actor-grid {
+  display: grid;
+  grid-template-columns: repeat(3, 1fr);
+  gap: 1.4rem;
+  align-items: start;
+  margin: 2rem 0 1rem;
+}
+
+.actor-card {
+  background: var(--defense-surface);
+  border: 1px solid var(--paper-border);
+  border-radius: var(--radius-lg);
+  padding: 1.4rem 1.2rem 1.6rem;
+  text-align: center;
+}
+
+.actor-card .actor-art {
+  height: 160px;
+  display: grid;
+  place-items: center;
+  margin-bottom: 1rem;
+  overflow: hidden;
+}
+
+.actor-card .actor-art img,
+.actor-card .actor-art svg {
+  height: 160px !important;
+  width: 160px !important;
+  max-height: 160px;
+  max-width: 160px;
+  display: block;
+  border: 0;
+  border-radius: 0;
+  box-shadow: none;
+  object-fit: contain;
+}
+
+.actor-card .actor-icon {
+  height: 160px;
+  width: 160px;
+  display: grid;
+  place-items: center;
+  color: var(--defense-teal);
+  font-size: 5rem;
+  line-height: 1;
+}
+
+.actor-card h3 {
+  font-family: var(--mono-stack) !important;
+  font-size: 1.4rem !important;
+  font-weight: 700;
+  color: var(--defense-ink) !important;
+  margin: 0 0 0.55rem !important;
+  letter-spacing: -0.01em;
+}
+
+.actor-card p {
+  font-family: var(--mono-stack);
+  font-size: 0.95rem;
+  line-height: 1.55;
+  color: var(--defense-ink-soft);
+  margin: 0;
+}
+
+.actor-card p strong {
+  color: var(--defense-ink);
+  font-weight: 700;
+}
+
+.coi-equation {
+  display: grid;
+  grid-template-columns: 1fr;
+  gap: 0.6rem;
+  text-align: center;
+  background: var(--defense-surface);
+  border: 1px solid var(--paper-border);
+  border-radius: var(--radius-lg);
+  padding: 2.25rem 1.5rem;
+  margin: 1.8rem auto 0;
+}
+
+.coi-equation .formula {
+  font-family: "CMU Serif", Georgia, serif;
+  font-size: clamp(1.8rem, 4vw, 2.6rem);
+  color: var(--defense-ink);
+}
+
+.coi-equation .formula em {
+  font-style: italic;
+}
+
+.coi-equation .caption {
+  font-family: var(--mono-stack);
+  font-size: 0.92rem;
+  color: var(--defense-ink-soft);
+  max-width: 46ch;
+  margin: 0 auto;
+  line-height: 1.55;
+}
+
+.takeaways {
+  list-style: none;
+  margin: 0 auto;
+  padding: 0;
+  max-width: 720px;
+  display: grid;
+  gap: 0.85rem;
+}
+
+.takeaways li {
+  display: grid;
+  grid-template-columns: 2.6rem 1fr;
+  align-items: start;
+  gap: 1rem;
+  padding: 1rem 1.2rem;
+  background: var(--defense-surface);
+  border: 1px solid var(--paper-border);
+  border-left: 3px solid var(--defense-teal);
+  border-radius: var(--radius);
+  font-family: var(--mono-stack);
+  font-size: 1rem;
+  color: var(--defense-ink);
+  line-height: 1.5;
+}
+
+.takeaways li .num {
+  font-weight: 700;
+  color: var(--defense-teal);
+  font-size: 1.05rem;
+}
+
+.takeaways li .stat {
+  display: block;
+  font-size: 0.82rem;
+  color: var(--defense-ink-soft);
+  margin-top: 0.25rem;
+}
+
+.deploy-line {
+  font-family: var(--mono-stack);
+  font-size: clamp(1.05rem, 2vw, 1.3rem);
+  text-align: center;
+  margin: 2rem auto 0;
+  max-width: 48ch;
+  color: var(--defense-ink);
+  line-height: 1.55;
+}
+
+.deploy-line strong {
+  background: var(--defense-teal-bg);
+  padding: 0.05em 0.35em;
+  border-radius: 4px;
+}
+
+.hf-callout {
+  display: grid;
+  grid-template-columns: auto 1fr;
+  gap: 1rem;
+  align-items: center;
+  background: #fff8e7;
+  border: 1px solid #f3dba0;
+  border-radius: var(--radius-lg);
+  padding: 1.1rem 1.3rem;
+  margin: 1.6rem auto 0;
+  max-width: 720px;
+  font-family: var(--mono-stack);
+}
+
+.hf-callout .hf-emoji {
+  font-size: 2rem;
+  line-height: 1;
+}
+
+.hf-callout h4 {
+  margin: 0 0 0.3rem 0 !important;
+  font-family: var(--mono-stack) !important;
+  font-size: 1.05rem !important;
+  color: var(--defense-ink) !important;
+}
+
+.hf-callout p {
+  margin: 0;
+  font-size: 0.92rem;
+  color: var(--defense-ink-soft);
+  line-height: 1.5;
+}
+
+.hf-callout a {
+  color: var(--defense-blue);
+  border-bottom-color: var(--defense-teal-soft);
+  font-size: 0.85rem;
+}
+
+@media screen and (max-width: 768px) {
+  .actor-grid {
+    grid-template-columns: 1fr;
+  }
+
+  .takeaways li {
+    grid-template-columns: 2rem 1fr;
+    gap: 0.7rem;
+  }
+
+  .hf-callout {
+    grid-template-columns: 1fr;
+    text-align: center;
+  }
+}
+
 @media print {
   .more-works-container,
   .scroll-to-top,

docs/static/images/banner.svg

@@ -56,7 +56,7 @@
     <g transform="translate(60, 580)">
         <text x="0" y="30" font-size="24" font-weight="bold" fill="#444">Why COI Erodes with Agent Saturation</text>
         <text x="0" y="75" font-family="Georgia, serif" font-style="italic" font-size="22" fill="#8C7A6B">p<tspan font-size="14" dy="5">(1)</tspan><tspan dy="-5"> = min(p</tspan><tspan font-size="14" dy="5">1</tspan><tspan dy="-5">, ..., p</tspan><tspan font-size="14" dy="5">N</tspan><tspan dy="-5">)</tspan></text>
-        <text x="0" y="115" font-family="Georgia, serif" font-style="italic" font-size="22" fill="#8C7A6B">P(p<tspan font-size="14" dy="5">(1)</tspan><tspan dy="-5"> > t) = [1 - F(t)]</tspan><tspan font-size="14" dy="-10">N</tspan></text>
+        <text x="0" y="115" font-family="Georgia, serif" font-style="italic" font-size="22" fill="#8C7A6B">P(p<tspan font-size="14" dy="5">(1)</tspan><tspan dy="-5"> &gt; t) = [1 - F(t)]</tspan><tspan font-size="14" dy="-10">N</tspan></text>
 
         <!-- Erosion Graph -->
         <rect x="120" y="150" width="280" height="230" fill="#FFFFFF" filter="url(#shadow)" rx="8"/>
@@ -129,9 +129,9 @@
         <text x="250" y="440" font-size="18" fill="#777" text-anchor="middle">Kernel shape is the compact behavioral signature used downstream.</text>
     </g>
 
-    <!-- Bottom: Separability Distributions -->
+    <!-- Bottom: Distinguishability Distributions -->
     <g transform="translate(700, 600)">
-        <text x="0" y="30" font-size="24" font-weight="bold" fill="#444">Separability into a Control Signal</text>
+        <text x="0" y="30" font-size="24" font-weight="bold" fill="#444">Distinguishability into a Control Signal</text>
         <text x="0" y="75" font-family="Georgia, serif" font-style="italic" font-size="22" fill="#8C7A6B">Δ<tspan font-size="16" dy="5">H</tspan><tspan dy="-5"> = D</tspan><tspan font-size="16" dy="5">KL</tspan><tspan dy="-5">(T&#770;' || T&#772;</tspan><tspan font-size="16" dy="5">H</tspan><tspan dy="-5">)</tspan></text>
         <text x="0" y="115" font-family="Georgia, serif" font-style="italic" font-size="22" fill="#8C7A6B">Δ<tspan font-size="16" dy="5">A</tspan><tspan dy="-5"> = D</tspan><tspan font-size="16" dy="5">KL</tspan><tspan dy="-5">(T&#770;' || T&#772;</tspan><tspan font-size="16" dy="5">A</tspan><tspan dy="-5">)</tspan></text>
         <text x="0" y="155" font-family="Georgia, serif" font-style="italic" font-size="24" fill="#8C7A6B">g = Δ<tspan font-size="16" dy="5">H</tspan><tspan dy="-5"> - Δ</tspan><tspan font-size="16" dy="5">A</tspan></text>