diff --git a/admin.html b/admin.html
index 141b0ca..2cc83dc 100644
--- a/admin.html
+++ b/admin.html
@@ -5,131 +5,253 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0">
 <title>Duriin Admin</title>
 <style>
+  :root {
+    --bg: #020817;
+    --bg-card: #0f172a;
+    --bg-subtle: #0b1120;
+    --border: #1e293b;
+    --border-light: #162032;
+    --foreground: #f8fafc;
+    --muted: #94a3b8;
+    --muted-dark: #475569;
+    --primary: #f8fafc;
+    --primary-bg: #1e293b;
+    --accent: #3b82f6;
+    --accent-hover: #2563eb;
+    --destructive: #7f1d1d;
+    --destructive-fg: #fca5a5;
+    --radius: 6px;
+    --radius-lg: 10px;
+  }
+
   * { box-sizing: border-box; margin: 0; padding: 0; }
 
   body {
-    font-family: system-ui, -apple-system, sans-serif;
-    background: #0f1117;
-    color: #e2e8f0;
+    font-family: -apple-system, BlinkMacSystemFont, "Inter", "Segoe UI", sans-serif;
+    background: var(--bg);
+    color: var(--foreground);
     font-size: 14px;
+    min-height: 100vh;
   }
 
+  /* ── header ── */
+
   header {
-    background: #1a1d27;
-    border-bottom: 1px solid #2d3148;
-    padding: 12px 24px;
+    background: var(--bg-card);
+    border-bottom: 1px solid var(--border);
+    padding: 0 24px;
     display: flex;
     align-items: center;
     gap: 24px;
+    height: 52px;
   }
 
-  header h1 { font-size: 18px; font-weight: 600; color: #fff; }
+  header h1 {
+    font-size: 15px;
+    font-weight: 600;
+    color: var(--foreground);
+    letter-spacing: -.01em;
+  }
+
+  header h1 span {
+    color: var(--muted);
+    font-weight: 400;
+  }
+
+
+  /* ── tabs (underline style) ── */
 
   .tabs {
     display: flex;
-    gap: 4px;
+    gap: 0;
     margin-left: auto;
+    height: 100%;
+    align-items: stretch;
   }
 
   .tab-btn {
     background: none;
     border: none;
-    color: #94a3b8;
-    padding: 6px 14px;
-    border-radius: 6px;
+    border-bottom: 2px solid transparent;
+    color: var(--muted);
+    padding: 0 14px;
     cursor: pointer;
     font-size: 13px;
+    font-weight: 500;
+    transition: color .15s, border-color .15s;
+    height: 100%;
   }
 
+  .tab-btn:hover { color: var(--foreground); background: none; }
+
   .tab-btn.active {
-    background: #2d3148;
-    color: #fff;
+    color: var(--foreground);
+    border-bottom-color: var(--foreground);
+    background: none;
   }
 
+  /* ── stats bar ── */
+
   .stats-bar {
     display: flex;
-    gap: 16px;
-    padding: 12px 24px;
-    background: #141620;
-    border-bottom: 1px solid #2d3148;
+    gap: 0;
+    background: var(--bg-card);
+    border-bottom: 1px solid var(--border);
+    padding: 0 24px;
     flex-wrap: wrap;
   }
 
   .stat {
     display: flex;
     flex-direction: column;
-    gap: 2px;
+    gap: 3px;
+    padding: 14px 28px 14px 0;
+    margin-right: 28px;
+    border-right: 1px solid var(--border);
+    padding-right: 28px;
   }
 
-  .stat .label { color: #64748b; font-size: 11px; text-transform: uppercase; letter-spacing: .05em; }
-  .stat .value { font-size: 20px; font-weight: 600; color: #fff; }
+  .stat:last-child { border-right: none; }
 
-  .content { padding: 20px 24px; }
+  .stat .label {
+    color: var(--muted-dark);
+    font-size: 11px;
+    text-transform: uppercase;
+    letter-spacing: .06em;
+    font-weight: 500;
+  }
+
+  .stat .value {
+    font-size: 22px;
+    font-weight: 700;
+    color: var(--foreground);
+    letter-spacing: -.02em;
+    line-height: 1;
+  }
+
+  /* ── content ── */
+
+  .content { padding: 24px; }
+
+  /* ── filters ── */
 
   .filters {
     display: flex;
     gap: 10px;
-    margin-bottom: 16px;
+    margin-bottom: 18px;
     flex-wrap: wrap;
     align-items: flex-end;
+    padding: 14px;
+    background: var(--bg-card);
+    border: 1px solid var(--border);
+    border-radius: var(--radius-lg);
   }
 
-  .filters label { display: flex; flex-direction: column; gap: 4px; font-size: 12px; color: #94a3b8; }
+  .filters label {
+    display: flex;
+    flex-direction: column;
+    gap: 5px;
+    font-size: 11px;
+    font-weight: 500;
+    color: var(--muted);
+    text-transform: uppercase;
+    letter-spacing: .05em;
+  }
+
+  /* ── inputs / selects ── */
 
   input[type="text"], input[type="date"], select {
-    background: #1a1d27;
-    border: 1px solid #2d3148;
-    color: #e2e8f0;
-    padding: 6px 10px;
-    border-radius: 6px;
+    background: var(--bg-subtle);
+    border: 1px solid var(--border);
+    color: var(--foreground);
+    padding: 7px 10px;
+    border-radius: var(--radius);
     font-size: 13px;
     outline: none;
     min-width: 140px;
+    transition: border-color .15s, box-shadow .15s;
   }
 
-  input[type="text"]:focus, select:focus {
-    border-color: #4f6ef7;
+  input[type="text"]:focus, input[type="date"]:focus, select:focus {
+    border-color: var(--accent);
+    box-shadow: 0 0 0 3px rgba(59, 130, 246, .15);
   }
 
+  select option { background: #0f172a; }
+
+
+  /* ── buttons ── */
+
   button {
-    background: #2d3148;
-    border: none;
-    color: #e2e8f0;
+    background: var(--primary-bg);
+    border: 1px solid var(--border);
+    color: var(--foreground);
     padding: 7px 14px;
-    border-radius: 6px;
+    border-radius: var(--radius);
     cursor: pointer;
     font-size: 13px;
+    font-weight: 500;
+    transition: background .15s, opacity .1s;
+    line-height: 1;
   }
 
-  button:hover { background: #3a3f5c; }
-  button.primary { background: #4f6ef7; color: #fff; }
-  button.primary:hover { background: #3d5ce0; }
-  button.danger { background: #7f1d1d; color: #fca5a5; }
-  button.danger:hover { background: #991b1b; }
+  button:hover { background: #263347; }
 
-  table {
-    width: 100%;
-    border-collapse: collapse;
+  button.primary {
+    background: var(--foreground);
+    color: #0f172a;
+    border-color: transparent;
+    font-weight: 600;
   }
 
+  button.primary:hover { background: #e2e8f0; }
+
+  button.danger {
+    background: transparent;
+    border-color: var(--destructive);
+    color: var(--destructive-fg);
+  }
+
+  button.danger:hover { background: rgba(127, 29, 29, .3); }
+
+  button:disabled { opacity: .4; cursor: not-allowed; }
+
+
+  /* ── table ── */
+
+  .table-wrap {
+    background: var(--bg-card);
+    border: 1px solid var(--border);
+    border-radius: var(--radius-lg);
+    overflow: hidden;
+  }
+
+  table { width: 100%; border-collapse: collapse; }
+
   th {
     text-align: left;
-    padding: 8px 12px;
-    border-bottom: 1px solid #2d3148;
-    color: #64748b;
+    padding: 10px 14px;
+    border-bottom: 1px solid var(--border);
+    color: var(--muted-dark);
     font-size: 11px;
     text-transform: uppercase;
-    letter-spacing: .05em;
-    font-weight: 500;
+    letter-spacing: .06em;
+    font-weight: 600;
+    background: var(--bg-subtle);
   }
 
   td {
-    padding: 8px 12px;
-    border-bottom: 1px solid #1e2130;
-    vertical-align: top;
+    padding: 10px 14px;
+    border-bottom: 1px solid var(--border-light);
+    vertical-align: middle;
   }
 
-  tr:hover td { background: #161926; }
+  tr:last-child td { border-bottom: none; }
+
+  tr:hover td { background: rgba(255,255,255,.02); }
+
+
+  /* ── truncate ── */
 
   .truncate {
     max-width: 280px;
@@ -139,34 +261,48 @@
     display: block;
   }
 
+
+  /* ── badges ── */
+
   .badge {
-    display: inline-block;
-    padding: 2px 7px;
+    display: inline-flex;
+    align-items: center;
+    padding: 2px 8px;
     border-radius: 4px;
     font-size: 11px;
-    font-weight: 500;
+    font-weight: 600;
+    letter-spacing: .03em;
   }
 
-  .badge.ok { background: #14532d; color: #86efac; }
-  .badge.err { background: #7f1d1d; color: #fca5a5; }
-  .badge.pending { background: #1e3a5f; color: #93c5fd; }
-  .badge.null { background: #1e293b; color: #94a3b8; }
+  .badge.ok { background: rgba(20, 83, 45, .5); color: #86efac; border: 1px solid rgba(134,239,172,.15); }
+  .badge.err { background: rgba(127, 29, 29, .5); color: #fca5a5; border: 1px solid rgba(252,165,165,.15); }
+  .badge.pending { background: rgba(30, 58, 95, .5); color: #93c5fd; border: 1px solid rgba(147,197,253,.15); }
+  .badge.null { background: rgba(30, 41, 59, .7); color: #64748b; border: 1px solid var(--border); }
+
+
+  /* ── pagination ── */
 
   .pagination {
     display: flex;
     align-items: center;
     gap: 10px;
-    margin-top: 16px;
-    color: #64748b;
-    font-size: 13px;
+    margin-top: 14px;
+    color: var(--muted-dark);
+    font-size: 12px;
+    font-weight: 500;
   }
 
-  /* modal */
+  .pagination button { font-size: 12px; padding: 5px 12px; }
+
+
+  /* ── overlay / dialog ── */
+
   .overlay {
     display: none;
     position: fixed;
     inset: 0;
-    background: rgba(0,0,0,.6);
+    background: rgba(2, 8, 23, .75);
+    backdrop-filter: blur(4px);
     z-index: 100;
     align-items: center;
     justify-content: center;
@@ -175,74 +311,245 @@
   .overlay.open { display: flex; }
 
   .modal {
-    background: #1a1d27;
-    border: 1px solid #2d3148;
-    border-radius: 10px;
-    padding: 24px;
+    background: var(--bg-card);
+    border: 1px solid var(--border);
+    border-radius: var(--radius-lg);
+    padding: 28px;
     width: 680px;
     max-width: 95vw;
     max-height: 90vh;
     overflow-y: auto;
+    box-shadow: 0 25px 50px -12px rgba(0,0,0,.5);
   }
 
-  .modal h2 { font-size: 16px; margin-bottom: 16px; }
+  .modal h2 {
+    font-size: 16px;
+    font-weight: 600;
+    margin-bottom: 6px;
+    letter-spacing: -.01em;
+  }
+
+  .modal-divider {
+    height: 1px;
+    background: var(--border);
+    margin: 16px -28px;
+  }
 
   .field { margin-bottom: 14px; display: flex; flex-direction: column; gap: 5px; }
-  .field label { font-size: 12px; color: #94a3b8; }
+
+  .field label {
+    font-size: 11px;
+    font-weight: 600;
+    color: var(--muted);
+    text-transform: uppercase;
+    letter-spacing: .05em;
+  }
 
   .field input[type="text"],
   .field textarea,
-  .field select {
-    width: 100%;
-    min-width: unset;
-  }
+  .field select { width: 100%; min-width: unset; }
 
   textarea {
-    background: #141620;
-    border: 1px solid #2d3148;
-    color: #e2e8f0;
+    background: var(--bg-subtle);
+    border: 1px solid var(--border);
+    color: var(--foreground);
     padding: 8px 10px;
-    border-radius: 6px;
+    border-radius: var(--radius);
     font-size: 13px;
     resize: vertical;
     font-family: inherit;
     outline: none;
     min-height: 120px;
+    transition: border-color .15s, box-shadow .15s;
   }
 
-  textarea:focus { border-color: #4f6ef7; }
+  textarea:focus {
+    border-color: var(--accent);
+    box-shadow: 0 0 0 3px rgba(59, 130, 246, .15);
+  }
 
   .modal-footer {
     display: flex;
     justify-content: flex-end;
     gap: 8px;
-    margin-top: 18px;
+    margin-top: 20px;
+    padding-top: 16px;
+    border-top: 1px solid var(--border);
   }
 
-  .url-link { color: #818cf8; text-decoration: none; }
+  .url-link { color: #60a5fa; text-decoration: none; }
   .url-link:hover { text-decoration: underline; }
 
+
+  /* ── toast ── */
+
   #toast {
     position: fixed;
     bottom: 24px;
     right: 24px;
-    background: #1e293b;
-    border: 1px solid #334155;
-    color: #e2e8f0;
-    padding: 10px 18px;
-    border-radius: 8px;
+    background: var(--bg-card);
+    border: 1px solid var(--border);
+    color: var(--foreground);
+    padding: 10px 16px;
+    border-radius: var(--radius);
     font-size: 13px;
+    font-weight: 500;
     display: none;
     z-index: 200;
+    box-shadow: 0 8px 24px rgba(0,0,0,.4);
+    gap: 8px;
+    align-items: center;
+  }
+
+  #toast.show { display: flex; }
+  #toast .toast-dot { width: 7px; height: 7px; border-radius: 50%; background: #22c55e; flex-shrink: 0; }
+  #toast.error .toast-dot { background: #ef4444; }
+
+
+  /* ── intel stats ── */
+
+  .intel-stat-card {
+    background: var(--bg-card);
+    border: 1px solid var(--border);
+    border-radius: var(--radius-lg);
+    padding: 14px 18px;
+    display: flex;
+    flex-direction: column;
+    gap: 4px;
+    min-width: 130px;
+  }
+
+  .intel-stat-card .label {
+    font-size: 11px;
+    color: var(--muted-dark);
+    font-weight: 500;
+    text-transform: uppercase;
+    letter-spacing: .06em;
+  }
+
+  .intel-stat-card .value {
+    font-size: 20px;
+    font-weight: 700;
+    color: var(--foreground);
+    letter-spacing: -.02em;
+    line-height: 1;
+  }
+
+
+  /* ── intel detail body ── */
+
+  .intel-body {
+    font-size: 13px;
+    line-height: 1.7;
+    white-space: pre-wrap;
+    word-break: break-word;
+    background: var(--bg-subtle);
+    padding: 14px;
+    border-radius: var(--radius);
+    border: 1px solid var(--border);
+    font-family: "SF Mono", "Fira Code", monospace;
+  }
+
+
+  /* ── section heading ── */
+
+  .section-heading {
+    font-size: 12px;
+    color: var(--muted-dark);
+    font-weight: 600;
+    text-transform: uppercase;
+    letter-spacing: .06em;
+    margin-bottom: 12px;
+  }
+
+  /* ── graph view ── */
+
+  #intel-graph-wrap {
+    display: none;
+  }
+
+  #intel-graph-svg-wrap {
+    flex: 1;
+    background: var(--bg-subtle);
+    border: 1px solid var(--border);
+    border-radius: var(--radius-lg);
+    overflow: hidden;
+    position: relative;
+    height: 600px;
+  }
+
+  #intel-graph-svg {
+    width: 100%;
+    height: 100%;
+  }
+
+  #graph-sidebar {
+    display: none;
+    width: 270px;
+    flex-shrink: 0;
+    margin-left: 14px;
+    background: var(--bg-card);
+    border: 1px solid var(--border);
+    border-radius: var(--radius-lg);
+    padding: 16px;
+    overflow-y: auto;
+    height: 600px;
+  }
+
+  #graph-sidebar-title {
+    font-size: 13px;
+    font-weight: 600;
+    margin-bottom: 12px;
+    padding-bottom: 10px;
+    border-bottom: 1px solid var(--border);
+  }
+
+  .graph-fact-row {
+    padding: 7px 0;
+    border-bottom: 1px solid var(--border-light);
+  }
+
+  .graph-fact-row:last-child {
+    border-bottom: none;
+  }
+
+  .graph-fact-claim {
+    font-size: 12px;
+    color: var(--foreground);
+    line-height: 1.5;
+    margin-bottom: 3px;
+  }
+
+  .graph-fact-meta {
+    font-size: 11px;
+    color: var(--muted-dark);
+  }
+
+  #graph-legend {
+    margin-top: 10px;
+    display: flex;
+    gap: 18px;
+    font-size: 11px;
+    color: var(--muted-dark);
+    align-items: center;
+  }
+
+  .graph-legend-dot {
+    width: 10px;
+    height: 10px;
+    border-radius: 50%;
+    display: inline-block;
+    margin-right: 5px;
+    vertical-align: middle;
   }
 
-  #toast.show { display: block; }
 </style>
+<script src="https://cdn.jsdelivr.net/npm/d3@7/dist/d3.min.js"></script>
 </head>
 <body>
 
 <header>
-  <h1>Duriin Admin</h1>
+  <h1>Duriin <span>Admin</span></h1>
   <div class="tabs">
     <button class="tab-btn active" data-tab="articles">Articles</button>
     <button class="tab-btn" data-tab="events">Events</button>
@@ -280,19 +587,21 @@
       <button class="primary" id="searchBtn" style="align-self:flex-end">Search</button>
     </div>
 
-    <table>
-      <thead>
-        <tr>
-          <th style="width:44px">ID</th>
-          <th>Title</th>
-          <th>Source</th>
-          <th>Status</th>
-          <th>Ingested</th>
-          <th style="width:80px"></th>
-        </tr>
-      </thead>
-      <tbody id="articleTable"></tbody>
-    </table>
+    <div class="table-wrap">
+      <table>
+        <thead>
+          <tr>
+            <th style="width:44px">ID</th>
+            <th>Title</th>
+            <th>Source</th>
+            <th>Status</th>
+            <th>Ingested</th>
+            <th style="width:80px"></th>
+          </tr>
+        </thead>
+        <tbody id="articleTable"></tbody>
+      </table>
+    </div>
 
     <div class="pagination">
       <button id="prevBtn">← Prev</button>
@@ -303,18 +612,21 @@
 
   <!-- Events tab -->
   <div id="tab-events" style="display:none">
-    <table>
-      <thead>
-        <tr>
-          <th style="width:44px">ID</th>
-          <th>Title</th>
-          <th style="width:100px">Articles</th>
-          <th>Created</th>
-          <th style="width:80px"></th>
-        </tr>
-      </thead>
-      <tbody id="eventTable"></tbody>
-    </table>
+    <div class="table-wrap">
+      <table>
+        <thead>
+          <tr>
+            <th style="width:44px">ID</th>
+            <th>Title</th>
+            <th style="width:100px">Articles</th>
+            <th>Created</th>
+            <th style="width:80px"></th>
+          </tr>
+        </thead>
+        <tbody id="eventTable"></tbody>
+      </table>
+    </div>
+
     <div class="pagination">
       <button id="ePrevBtn">← Prev</button>
       <span id="ePageInfo"></span>
@@ -325,22 +637,23 @@
   <!-- Intelligence tab -->
   <div id="tab-intelligence" style="display:none">
 
-    <div id="intel-unavailable" style="display:none; color:#94a3b8; padding: 24px 0">intelligence.sqlite not found — is the intelligence worker running?</div>
+    <div id="intel-unavailable" style="display:none; color:var(--muted); padding: 24px 0">intelligence.sqlite not found — is the intelligence worker running?</div>
 
     <div id="intel-content">
-      <div style="display:flex; gap:24px; flex-wrap:wrap; margin-bottom:24px" id="intel-stats-row"></div>
+      <div style="display:flex; gap:12px; flex-wrap:wrap; margin-bottom:24px" id="intel-stats-row"></div>
 
-      <div style="display:flex; gap:16px; margin-bottom:14px; flex-wrap:wrap; align-items:flex-end">
-        <label style="display:flex; flex-direction:column; gap:4px; font-size:12px; color:#94a3b8">Company
+      <div class="filters" style="margin-bottom:18px">
+        <label>Company
           <select id="i-company"><option value="">All companies</option></select>
         </label>
-        <label style="display:flex; flex-direction:column; gap:4px; font-size:12px; color:#94a3b8">View
+        <label>View
           <select id="i-view">
             <option value="knowledge">Knowledge</option>
             <option value="predictions">Predictions</option>
+            <option value="graph">Graph</option>
           </select>
         </label>
-        <label style="display:flex; flex-direction:column; gap:4px; font-size:12px; color:#94a3b8">Type
+        <label>Type
           <select id="i-type">
             <option value="">All types</option>
             <option value="relationship">Relationship</option>
@@ -348,59 +661,87 @@
             <option value="factor">Factor</option>
           </select>
         </label>
-        <label style="display:flex; flex-direction:column; gap:4px; font-size:12px; color:#94a3b8" id="i-sort-wrap">Sort
+        <label id="i-sort-wrap">Sort
           <select id="i-sort">
             <option value="id">Recent first</option>
             <option value="event_date">By event date</option>
           </select>
         </label>
-        <button class="primary" onclick="loadIntelligence()">Filter</button>
+        <button class="primary" onclick="loadIntelligence()" style="align-self:flex-end">Filter</button>
       </div>
 
-      <table>
-        <thead id="intel-thead"></thead>
-        <tbody id="intel-tbody"></tbody>
-      </table>
+      <div class="table-wrap" id="intel-table-wrap">
+        <table>
+          <thead id="intel-thead"></thead>
+          <tbody id="intel-tbody"></tbody>
+        </table>
+      </div>
 
-      <div class="pagination">
+      <div class="pagination" id="intel-pagination">
         <button id="iPrevBtn">← Prev</button>
         <span id="iPageInfo"></span>
         <button id="iNextBtn">Next →</button>
       </div>
+
+      <!-- graph view -->
+      <div id="intel-graph-wrap">
+        <div style="display:flex">
+          <div id="intel-graph-svg-wrap">
+            <svg id="intel-graph-svg"></svg>
+            <div id="graph-empty" style="display:none; position:absolute; inset:0; color:var(--muted); font-size:13px; text-align:center; padding-top:120px">No relationship data yet</div>
+          </div>
+          <div id="graph-sidebar">
+            <div id="graph-sidebar-title"></div>
+            <div id="graph-sidebar-body"></div>
+          </div>
+        </div>
+
+        <div id="graph-legend">
+          <span><span class="graph-legend-dot" style="background:#3b82f6; border:2px solid #1d4ed8"></span>Tracked company</span>
+          <span><span class="graph-legend-dot" style="background:#1e293b; border:2px solid #475569"></span>Untracked entity</span>
+          <span style="margin-left:8px; color:var(--muted-dark)">Scroll to zoom · drag nodes · click to see facts</span>
+        </div>
+      </div>
+
     </div>
   </div>
 
   <!-- SQL tab -->
   <div id="tab-sql" style="display:none">
-    <div style="display:flex; gap:10px; margin-bottom:10px; align-items:center">
+    <div style="display:flex; gap:10px; margin-bottom:12px; align-items:center">
       <select id="sql-db" style="min-width:160px">
         <option value="archive">archive.sqlite</option>
         <option value="intelligence">intelligence.sqlite</option>
       </select>
       <button class="primary" id="sql-run-btn">Run</button>
-      <span id="sql-elapsed" style="color:#64748b; font-size:12px"></span>
+      <span id="sql-elapsed" style="color:var(--muted-dark); font-size:12px"></span>
     </div>
-    <textarea id="sql-input" style="width:100%; min-height:120px; font-family:monospace; font-size:13px; margin-bottom:12px" placeholder="SELECT ..."></textarea>
+    <textarea id="sql-input" style="width:100%; min-height:120px; font-family:'SF Mono','Fira Code',monospace; font-size:13px; margin-bottom:12px" placeholder="SELECT ..."></textarea>
     <div id="sql-error" style="color:#fca5a5; font-size:13px; margin-bottom:10px; display:none"></div>
     <div id="sql-results" style="overflow-x:auto"></div>
   </div>
 
   <!-- Stats tab -->
   <div id="tab-stats" style="display:none">
-    <div style="display:flex; gap:32px; flex-wrap:wrap; padding-top:8px">
+    <div style="display:flex; gap:32px; flex-wrap:wrap; padding-top:4px">
       <div>
-        <h3 style="font-size:13px; color:#94a3b8; margin-bottom:10px; text-transform:uppercase; letter-spacing:.05em">By source</h3>
-        <table style="width:auto">
-          <thead><tr><th>Source</th><th style="text-align:right">Count</th></tr></thead>
-          <tbody id="sourceTable"></tbody>
-        </table>
+        <div class="section-heading">By source</div>
+        <div class="table-wrap" style="width:auto; min-width:220px">
+          <table style="width:auto">
+            <thead><tr><th>Source</th><th style="text-align:right">Count</th></tr></thead>
+            <tbody id="sourceTable"></tbody>
+          </table>
+        </div>
       </div>
+
       <div>
-        <h3 style="font-size:13px; color:#94a3b8; margin-bottom:10px; text-transform:uppercase; letter-spacing:.05em">By content status</h3>
-        <table style="width:auto">
-          <thead><tr><th>Status</th><th style="text-align:right">Count</th></tr></thead>
-          <tbody id="statusTable"></tbody>
-        </table>
+        <div class="section-heading">By content status</div>
+        <div class="table-wrap" style="width:auto; min-width:180px">
+          <table style="width:auto">
+            <thead><tr><th>Status</th><th style="text-align:right">Count</th></tr></thead>
+            <tbody id="statusTable"></tbody>
+          </table>
+        </div>
       </div>
     </div>
   </div>
@@ -411,8 +752,9 @@
 <div class="overlay" id="intelOverlay">
   <div class="modal" style="width:740px">
     <h2 id="intel-modal-title">Detail</h2>
-    <div id="intel-modal-meta" style="font-size:12px; color:#64748b; margin-bottom:16px; display:flex; gap:16px; flex-wrap:wrap"></div>
-    <div id="intel-modal-body" style="font-size:13px; line-height:1.7; white-space:pre-wrap; word-break:break-word; background:#141620; padding:14px; border-radius:6px; border:1px solid #2d3148"></div>
+    <div id="intel-modal-meta" style="font-size:12px; color:var(--muted-dark); margin-top:4px; display:flex; gap:12px; flex-wrap:wrap"></div>
+    <div class="modal-divider"></div>
+    <div id="intel-modal-body" class="intel-body"></div>
     <div class="modal-footer">
       <button id="intelCloseBtn">Close</button>
     </div>
@@ -423,7 +765,8 @@
 <div class="overlay" id="articleOverlay">
   <div class="modal">
     <h2 id="modalTitle">Article</h2>
-    <div id="modalMeta" style="font-size:12px; color:#64748b; margin-bottom:16px; display:flex; gap:16px; flex-wrap:wrap"></div>
+    <div id="modalMeta" style="font-size:12px; color:var(--muted-dark); margin-top:4px; display:flex; gap:14px; flex-wrap:wrap"></div>
+    <div class="modal-divider"></div>
 
     <div class="field">
       <label>Title</label>
@@ -437,6 +780,7 @@
       <label>Content</label>
       <textarea id="m-content" style="min-height:200px"></textarea>
     </div>
+
     <div style="display:flex; gap:12px; flex-wrap:wrap">
       <div class="field" style="flex:1; min-width:140px">
         <label>Content status</label>
@@ -466,6 +810,7 @@
 
     <div class="modal-footer">
       <button class="danger" id="deleteBtn">Delete</button>
+      <div style="flex:1"></div>
       <button id="cancelBtn">Cancel</button>
       <button class="primary" id="saveBtn">Save</button>
     </div>
@@ -474,21 +819,23 @@
 
 <!-- Event edit modal -->
 <div class="overlay" id="eventOverlay">
-  <div class="modal">
+  <div class="modal" style="width:480px">
     <h2>Edit Event</h2>
+    <div class="modal-divider"></div>
     <div class="field">
       <label>Title</label>
       <input type="text" id="em-title" />
     </div>
     <div class="modal-footer">
       <button class="danger" id="eDeleteBtn">Delete event</button>
+      <div style="flex:1"></div>
       <button id="eCancelBtn">Cancel</button>
       <button class="primary" id="eSaveBtn">Save</button>
     </div>
   </div>
 </div>
 
-<div id="toast"></div>
+<div id="toast"><span class="toast-dot"></span><span id="toast-msg"></span></div>
 
 <script>
 const api = (path, opts) => fetch(path, opts).then(r => {
@@ -498,10 +845,8 @@ const api = (path, opts) => fetch(path, opts).then(r => {
 
 function toast(msg, err) {
   const el = document.getElementById('toast');
-  el.textContent = msg;
-  el.className = 'show';
-  if (err) el.style.borderColor = '#ef4444';
-  else el.style.borderColor = '#334155';
+  document.getElementById('toast-msg').textContent = msg;
+  el.className = 'show' + (err ? ' error' : '');
   clearTimeout(toast._t);
   toast._t = setTimeout(() => el.className = '', 2500);
 }
@@ -571,13 +916,14 @@ async function loadArticles() {
 
   tbody.innerHTML = data.rows.map(r => `
     <tr>
-      <td style="color:#64748b">${r.id}</td>
-      <td><span class="truncate" title="${r.title}">${r.title}</span>
-        <a class="url-link" href="${r.url}" target="_blank" style="font-size:11px; display:block; margin-top:2px">↗ ${new URL(r.url).hostname}</a>
+      <td style="color:var(--muted-dark); font-size:12px">${r.id}</td>
+      <td>
+        <span class="truncate" title="${r.title}">${r.title}</span>
+        <a class="url-link" href="${r.url}" target="_blank" style="font-size:11px; display:block; margin-top:3px; color:var(--muted-dark)">↗ ${new URL(r.url).hostname}</a>
       </td>
-      <td><span style="color:#94a3b8">${r.source}</span></td>
+      <td style="color:var(--muted)">${r.source}</td>
       <td>${badgeHtml(r.content_status)}</td>
-      <td style="color:#64748b; white-space:nowrap">${r.ingested_at ? r.ingested_at.slice(0, 16) : '—'}</td>
+      <td style="color:var(--muted-dark); white-space:nowrap; font-size:12px">${r.ingested_at ? r.ingested_at.slice(0, 16) : '—'}</td>
       <td><button onclick="openArticle(${r.id})">Edit</button></td>
     </tr>
   `).join('');
@@ -594,7 +940,6 @@ document.getElementById('searchBtn').onclick = () => { articleOffset = 0; loadAr
 document.getElementById('prevBtn').onclick = () => { articleOffset = Math.max(0, articleOffset - PAGE); loadArticles(); };
 document.getElementById('nextBtn').onclick = () => { articleOffset += PAGE; loadArticles(); };
 
-// enter key in filters triggers search
 document.querySelector('.filters').addEventListener('keydown', e => {
   if (e.key === 'Enter') { articleOffset = 0; loadArticles(); }
 });
@@ -677,10 +1022,10 @@ async function loadEvents() {
 
   tbody.innerHTML = data.rows.map(r => `
     <tr>
-      <td style="color:#64748b">${r.id}</td>
+      <td style="color:var(--muted-dark); font-size:12px">${r.id}</td>
       <td><span class="truncate" title="${r.title}">${r.title}</span></td>
       <td>${r.article_count}</td>
-      <td style="color:#64748b; white-space:nowrap">${r.created_at ? r.created_at.slice(0, 16) : '—'}</td>
+      <td style="color:var(--muted-dark); white-space:nowrap; font-size:12px">${r.created_at ? r.created_at.slice(0, 16) : '—'}</td>
       <td><button onclick="openEvent(${r.id}, ${JSON.stringify(r.title).replace(/"/g, '&quot;')})">Edit</button></td>
     </tr>
   `).join('');
@@ -756,9 +1101,9 @@ async function loadIntelligenceStats() {
     ['Predictions', data.predictions.toLocaleString()],
     ['Companies', `${data.embeddings}/${data.companies} embedded`],
   ].map(([label, value]) => `
-    <div class="stat">
+    <div class="intel-stat-card">
       <span class="label">${label}</span>
-      <span class="value" style="font-size:16px">${value}</span>
+      <span class="value">${value}</span>
     </div>
   `).join('');
 
@@ -779,6 +1124,14 @@ async function loadIntelligenceCompanies() {
 
 async function loadIntelligence() {
   const view = document.getElementById('i-view').value;
+
+  if (view === 'graph') {
+    await loadIntelGraph();
+    return;
+  }
+
+  showGraphView(false);
+
   const companyId = document.getElementById('i-company').value;
   const type = document.getElementById('i-type').value;
 
@@ -804,12 +1157,12 @@ async function loadIntelligence() {
       try { parsed = JSON.parse(r.data); } catch (_) {}
       const summary = Object.values(parsed).filter(v => typeof v === 'string').join(' · ').slice(0, 120);
       return `<tr style="cursor:pointer" onclick="openIntelDetail(${r.id}, 'knowledge')">
-        <td style="color:#64748b">${r.id}</td>
+        <td style="color:var(--muted-dark); font-size:12px">${r.id}</td>
         <td style="white-space:nowrap">${r.company_name}</td>
-        <td style="color:#64748b">${r.event_id}</td>
+        <td style="color:var(--muted-dark); font-size:12px">${r.event_id}</td>
         <td><span class="badge null">${r.type}</span></td>
         <td><span class="truncate" style="max-width:360px">${summary}</span></td>
-        <td style="color:#64748b; white-space:nowrap">${r.event_date ? r.event_date.slice(0,10) : '—'}</td>
+        <td style="color:var(--muted-dark); white-space:nowrap; font-size:12px">${r.event_date ? r.event_date.slice(0,10) : '—'}</td>
       </tr>`;
     }).join('');
 
@@ -834,15 +1187,15 @@ async function loadIntelligence() {
 
     document.getElementById('intel-tbody').innerHTML = data.rows.map(r => `
       <tr style="cursor:pointer" onclick="openIntelDetail(${r.id}, 'predictions')">
-        <td style="color:#64748b">${r.id}</td>
+        <td style="color:var(--muted-dark); font-size:12px">${r.id}</td>
         <td style="white-space:nowrap">${r.company_name}</td>
-        <td style="color:#64748b">${r.event_id}</td>
+        <td style="color:var(--muted-dark); font-size:12px">${r.event_id}</td>
         <td><span class="badge null">${r.type}</span></td>
         <td>${r.direction || '—'}</td>
         <td>${r.magnitude || '—'}</td>
         <td>${r.timeframe || '—'}</td>
         <td><span class="truncate" style="max-width:300px">${r.rationale || '—'}</span></td>
-        <td style="color:#64748b; white-space:nowrap">${r.event_date ? r.event_date.slice(0,10) : '—'}</td>
+        <td style="color:var(--muted-dark); white-space:nowrap; font-size:12px">${r.event_date ? r.event_date.slice(0,10) : '—'}</td>
       </tr>
     `).join('');
 
@@ -859,6 +1212,202 @@ document.getElementById('iNextBtn').onclick = () => { intelOffset += PAGE; loadI
 
 document.getElementById('i-view').onchange = () => { intelOffset = 0; loadIntelligence(); };
 
+
+// ── intelligence graph ─────────────────────────────────────────────────────
+
+function showGraphView(visible) {
+  document.getElementById('intel-graph-wrap').style.display = visible ? '' : 'none';
+  document.getElementById('intel-table-wrap').style.display = visible ? 'none' : '';
+  document.getElementById('intel-pagination').style.display = visible ? 'none' : '';
+}
+
+
+async function loadIntelGraph() {
+  showGraphView(true);
+
+  document.getElementById('i-type').parentElement.style.display = 'none';
+  document.getElementById('i-sort-wrap').style.display = 'none';
+
+  const data = await api('/admin/api/intelligence/graph');
+
+  if (!data.nodes || data.nodes.length === 0) {
+    document.getElementById('graph-empty').style.display = 'block';
+    return;
+  }
+
+  document.getElementById('graph-empty').style.display = 'none';
+
+  // build keyed nodes
+  const nodeMap = new Map();
+  for (const n of data.nodes) {
+    const key = n.tracked ? `c_${n.id}` : `u_${n.name}`;
+    nodeMap.set(key, { ...n, key });
+  }
+
+  const nodes = Array.from(nodeMap.values());
+
+  const links = [];
+  for (const e of data.edges) {
+    const src = `c_${e.from_company_id}`;
+    const tgt = e.to_company_id ? `c_${e.to_company_id}` : `u_${e.to_entity}`;
+
+    if (nodeMap.has(src) && nodeMap.has(tgt)) {
+      links.push({
+        source: src,
+        target: tgt,
+        type: e.relationship_type,
+        count: e.confirmation_count || 1,
+        confidence: e.confidence,
+      });
+    }
+  }
+
+  renderIntelGraph(nodes, links);
+}
+
+
+function renderIntelGraph(nodes, links) {
+  const svgEl = document.getElementById('intel-graph-svg');
+  svgEl.innerHTML = '';
+
+  const width = svgEl.clientWidth || 800;
+  const height = svgEl.clientHeight || 600;
+
+  const svg = d3.select(svgEl);
+
+  const g = svg.append('g');
+
+  svg.call(
+    d3.zoom().scaleExtent([0.15, 5]).on('zoom', ev => g.attr('transform', ev.transform))
+  );
+
+  // arrow marker
+  svg.append('defs').append('marker')
+    .attr('id', 'ig-arrow')
+    .attr('viewBox', '0 -5 10 10')
+    .attr('refX', 22)
+    .attr('refY', 0)
+    .attr('markerWidth', 5)
+    .attr('markerHeight', 5)
+    .attr('orient', 'auto')
+    .append('path')
+    .attr('d', 'M0,-5L10,0L0,5')
+    .attr('fill', '#334155');
+
+  const maxCount = Math.max(...links.map(l => l.count), 1);
+
+  const simulation = d3.forceSimulation(nodes)
+    .force('link', d3.forceLink(links).id(d => d.key).distance(110))
+    .force('charge', d3.forceManyBody().strength(-320))
+    .force('center', d3.forceCenter(width / 2, height / 2))
+    .force('collide', d3.forceCollide(32));
+
+
+  const linkLines = g.append('g')
+    .selectAll('line')
+    .data(links)
+    .join('line')
+    .attr('stroke', '#1e293b')
+    .attr('stroke-width', d => 1 + (d.count / maxCount) * 3.5)
+    .attr('stroke-opacity', d => 0.35 + (d.count / maxCount) * 0.55)
+    .attr('marker-end', 'url(#ig-arrow)');
+
+
+  const linkLabels = g.append('g')
+    .selectAll('text')
+    .data(links)
+    .join('text')
+    .text(d => d.type)
+    .attr('font-size', 9)
+    .attr('fill', '#334155')
+    .attr('text-anchor', 'middle')
+    .attr('pointer-events', 'none');
+
+
+  const nodeGroups = g.append('g')
+    .selectAll('g')
+    .data(nodes)
+    .join('g')
+    .attr('cursor', d => d.tracked ? 'pointer' : 'default')
+    .call(
+      d3.drag()
+        .on('start', (ev, d) => {
+          if (!ev.active) simulation.alphaTarget(0.3).restart();
+          d.fx = d.x; d.fy = d.y;
+        })
+        .on('drag', (ev, d) => { d.fx = ev.x; d.fy = ev.y; })
+        .on('end', (ev, d) => {
+          if (!ev.active) simulation.alphaTarget(0);
+          d.fx = null; d.fy = null;
+        })
+    )
+    .on('click', (ev, d) => {
+      if (d.tracked) openGraphSidebar(d);
+    });
+
+  nodeGroups.append('circle')
+    .attr('r', d => d.tracked ? 14 : 9)
+    .attr('fill', d => d.tracked ? '#1e3a5f' : '#0f172a')
+    .attr('stroke', d => d.tracked ? '#3b82f6' : '#475569')
+    .attr('stroke-width', d => d.tracked ? 2 : 1.5);
+
+  nodeGroups.append('text')
+    .text(d => d.ticker || d.name.slice(0, 7))
+    .attr('text-anchor', 'middle')
+    .attr('dominant-baseline', 'middle')
+    .attr('font-size', d => d.tracked ? 9 : 8)
+    .attr('font-weight', d => d.tracked ? '600' : '400')
+    .attr('fill', d => d.tracked ? '#93c5fd' : '#64748b')
+    .attr('pointer-events', 'none');
+
+  nodeGroups.append('title').text(d => d.name);
+
+
+  simulation.on('tick', () => {
+    linkLines
+      .attr('x1', d => d.source.x)
+      .attr('y1', d => d.source.y)
+      .attr('x2', d => d.target.x)
+      .attr('y2', d => d.target.y);
+
+    linkLabels
+      .attr('x', d => (d.source.x + d.target.x) / 2)
+      .attr('y', d => (d.source.y + d.target.y) / 2 - 4);
+
+    nodeGroups.attr('transform', d => `translate(${d.x},${d.y})`);
+  });
+}
+
+
+async function openGraphSidebar(node) {
+  const sidebar = document.getElementById('graph-sidebar');
+  const titleEl = document.getElementById('graph-sidebar-title');
+  const bodyEl = document.getElementById('graph-sidebar-body');
+
+  sidebar.style.display = '';
+  titleEl.textContent = node.ticker ? `${node.name} (${node.ticker})` : node.name;
+  bodyEl.innerHTML = '<div style="color:var(--muted-dark); font-size:12px">Loading...</div>';
+
+  try {
+    const facts = await api(`/admin/api/intelligence/facts/${node.id}`);
+
+    if (!facts.length) {
+      bodyEl.innerHTML = '<div style="color:var(--muted-dark); font-size:12px">No facts yet.</div>';
+      return;
+    }
+
+    bodyEl.innerHTML = facts.map(f => `
+      <div class="graph-fact-row">
+        <div class="graph-fact-claim">${f.claim}</div>
+        <div class="graph-fact-meta">${f.type} &middot; ${f.confidence} &middot; &times;${f.confirmation_count}</div>
+      </div>
+    `).join('');
+
+  } catch (_) {
+    bodyEl.innerHTML = '<div style="color:#fca5a5; font-size:12px">Failed to load.</div>';
+  }
+}
+
 let intelRows = [];
 
 function openIntelDetail(id, view) {
@@ -931,18 +1480,20 @@ async function runSql() {
     if (data.rows && data.rows.length > 0) {
       const cols = Object.keys(data.rows[0]);
       resultsEl.innerHTML = `
-        <table>
-          <thead><tr>${cols.map(c => `<th>${c}</th>`).join('')}</tr></thead>
-          <tbody>${data.rows.map(r =>
-            `<tr>${cols.map(c => `<td><span class="truncate" style="max-width:300px" title="${String(r[c] ?? '').replace(/"/g,'&quot;')}">${r[c] ?? '<span style="color:#64748b">NULL</span>'}</span></td>`).join('')}</tr>`
-          ).join('')}</tbody>
-        </table>
-        <div style="color:#64748b; font-size:12px; margin-top:8px">${data.rows.length} row${data.rows.length !== 1 ? 's' : ''}</div>
+        <div class="table-wrap" style="margin-top:4px">
+          <table>
+            <thead><tr>${cols.map(c => `<th>${c}</th>`).join('')}</tr></thead>
+            <tbody>${data.rows.map(r =>
+              `<tr>${cols.map(c => `<td><span class="truncate" style="max-width:300px" title="${String(r[c] ?? '').replace(/"/g,'&quot;')}">${r[c] ?? '<span style="color:var(--muted-dark)">NULL</span>'}</span></td>`).join('')}</tr>`
+            ).join('')}</tbody>
+          </table>
+        </div>
+        <div style="color:var(--muted-dark); font-size:12px; margin-top:8px">${data.rows.length} row${data.rows.length !== 1 ? 's' : ''}</div>
       `;
     } else if (data.rows) {
-      resultsEl.innerHTML = '<div style="color:#64748b; font-size:13px">No rows returned.</div>';
+      resultsEl.innerHTML = '<div style="color:var(--muted); font-size:13px; padding-top:8px">No rows returned.</div>';
     } else {
-      resultsEl.innerHTML = `<div style="color:#86efac; font-size:13px">${data.changes} row${data.changes !== 1 ? 's' : ''} affected.</div>`;
+      resultsEl.innerHTML = `<div style="color:#86efac; font-size:13px; padding-top:8px">${data.changes} row${data.changes !== 1 ? 's' : ''} affected.</div>`;
     }
   } catch (e) {
     errEl.textContent = e.message;
diff --git a/intelligence/augorWorker.js b/intelligence/augorWorker.js
index 92eaea4..bde8745 100644
--- a/intelligence/augorWorker.js
+++ b/intelligence/augorWorker.js
@@ -46,6 +46,12 @@ async function runAugorWorker(archiveDb, intelligenceDb, config) {
     ORDER BY pub_date_effective ASC LIMIT 1
   `);
 
+  const getCompanyFacts = intelligenceDb.prepare(`
+    SELECT claim, confidence, confirmation_count FROM company_facts
+    WHERE company_id = ? ORDER BY confirmation_count DESC LIMIT 30
+  `);
+
+
   while (true) {
     try {
       const queueRow = getPending.get();
@@ -107,7 +113,15 @@ async function runAugorWorker(archiveDb, intelligenceDb, config) {
 
       for (const company of matchedCompanies) {
         try {
-          const result = await callLlm(llmConfig, buildPrompt(company.name, event.title, articleText));
+          const facts = getCompanyFacts.all(company.id);
+
+          let factsBlock = null;
+          if (facts.length > 0) {
+            const lines = facts.map(f => `- ${f.claim} (confirmed ${f.confirmation_count} times)`).join("\n");
+            factsBlock = `Known facts about ${company.name}:\n${lines}`;
+          }
+
+          const result = await callLlm(llmConfig, buildPrompt(company.name, event.title, articleText, factsBlock));
 
           if (result) {
             const writeAll = intelligenceDb.transaction(() => {
@@ -144,8 +158,12 @@ async function runAugorWorker(archiveDb, intelligenceDb, config) {
   }
 }
 
-function buildPrompt(companyName, eventTitle, articleText) {
-  return `You are a financial intelligence analyst. Extract structured knowledge about ${companyName} from these news articles.
+function buildPrompt(companyName, eventTitle, articleText, factsBlock) {
+  const factsPart = factsBlock ? `${factsBlock}\n\n` : "";
+
+  return `You are a financial intelligence analyst focused on ${companyName}. Always respond in English regardless of the language of the input articles.
+
+${factsPart}Assess the impact of the following news event on ${companyName} given what you already know about the company.
 
 Event: ${eventTitle}
 
diff --git a/intelligence/consolidationWorker.js b/intelligence/consolidationWorker.js
index e8fa2e0..4510d27 100644
--- a/intelligence/consolidationWorker.js
+++ b/intelligence/consolidationWorker.js
@@ -176,7 +176,7 @@ async function normalizeClaims(companyName, rawClaims, llmConfig) {
 
   const lines = capped.map((c, i) => `${i + 1}. [${c.type}] ${c.text}`).join("\n");
 
-  const prompt = `You are normalizing knowledge claims about ${companyName}.
+  const prompt = `You are normalizing knowledge claims about ${companyName}. Always respond in English regardless of the language of the input articles.
 
 Group semantically equivalent claims and provide a canonical short form for each group (lowercase, no punctuation).
 
diff --git a/intelligence/db.js b/intelligence/db.js
index 2efc998..0ebc589 100644
--- a/intelligence/db.js
+++ b/intelligence/db.js
@@ -87,6 +87,22 @@ function runMigrations(db) {
 
     CREATE UNIQUE INDEX IF NOT EXISTS idx_company_facts_unique ON company_facts (company_id, claim);
 
+    CREATE TABLE IF NOT EXISTS company_relationships (
+      id INTEGER PRIMARY KEY,
+      from_company_id INTEGER,
+      relationship_type TEXT,
+      to_entity TEXT,
+      to_company_id INTEGER,
+      confidence TEXT,
+      confirmation_count INTEGER DEFAULT 1,
+      first_seen_at DATETIME,
+      last_seen_at DATETIME,
+      supporting_event_ids TEXT
+    );
+
+    CREATE UNIQUE INDEX IF NOT EXISTS idx_company_relationships_unique
+      ON company_relationships (from_company_id, relationship_type, to_entity);
+
   `);
 }
 
diff --git a/intelligence/graphWorker.js b/intelligence/graphWorker.js
new file mode 100644
index 0000000..2845f7b
--- /dev/null
+++ b/intelligence/graphWorker.js
@@ -0,0 +1,258 @@
+// builds cross-company relationship graph from company_facts rows where type = 'relationship'
+
+const VALID_TYPES = ["supplier", "customer", "competitor", "partner", "investor", "dependency"];
+
+const KEYWORD_MAP = [
+  ["manufactur", "supplier"],
+  ["suppli", "supplier"],
+  ["distribut", "supplier"],
+  ["compet", "competitor"],
+  ["rival", "competitor"],
+  ["invest", "investor"],
+  ["fund", "investor"],
+  ["backer", "investor"],
+  ["customer", "customer"],
+  ["client", "customer"],
+  ["depend", "dependency"],
+  ["partner", "partner"],
+  ["collaborat", "partner"],
+  ["joint", "partner"],
+];
+
+const RECIPROCAL = {
+  supplier: "customer",
+  customer: "supplier",
+  competitor: "competitor",
+  partner: "partner",
+  investor: "dependency",
+  dependency: "investor",
+};
+
+
+function parseRelationshipType(rawType) {
+  const t = (rawType || "").toLowerCase().trim();
+
+  if (VALID_TYPES.includes(t)) return t;
+
+  for (const [kw, mapped] of KEYWORD_MAP) {
+    if (t.includes(kw)) return mapped;
+  }
+
+  return "partner";
+}
+
+
+function parseClaim(claim) {
+  // format from consolidationWorker: "entity is a type"
+  const parts = claim.split(" is a ");
+  if (parts.length < 2) return null;
+
+  const toEntity = parts[0].trim();
+  const rawType = parts.slice(1).join(" is a ").trim();
+
+  if (!toEntity || !rawType) return null;
+
+  return {
+    toEntity,
+    relationshipType: parseRelationshipType(rawType),
+  };
+}
+
+
+function resolveCompany(toEntity, companies) {
+  const needle = toEntity.toLowerCase();
+
+  for (const co of companies) {
+    if (co.name.toLowerCase() === needle) return co;
+    if (co.ticker && co.ticker.toLowerCase() === needle) return co;
+
+    let aliases = [];
+    try { aliases = JSON.parse(co.aliases || "[]"); } catch (_) {}
+
+    for (const alias of aliases) {
+      if (alias.toLowerCase() === needle) return co;
+    }
+  }
+
+  return null;
+}
+
+
+function confidenceFromCount(count) {
+  if (count >= 8) return "very_high";
+  if (count >= 4) return "high";
+  if (count >= 2) return "medium";
+  return "low";
+}
+
+
+function mergeEventIds(existingJson, newJson) {
+  let existing = [];
+  let incoming = [];
+
+  try { existing = JSON.parse(existingJson || "[]"); } catch (_) {}
+  try { incoming = JSON.parse(newJson || "[]"); } catch (_) {}
+
+  const merged = [...new Set([...existing, ...incoming])];
+  return JSON.stringify(merged);
+}
+
+
+async function runGraphWorker(archiveDb, intelligenceDb, config) {
+  const loopDelay = config.workers?.graphWorkerLoopDelayMs ?? 90000;
+
+  const getRelationshipFacts = intelligenceDb.prepare(`
+    SELECT * FROM company_facts WHERE type = 'relationship'
+  `);
+
+  const getCompanies = intelligenceDb.prepare("SELECT * FROM tracked_companies");
+
+  const getCompanyById = intelligenceDb.prepare("SELECT * FROM tracked_companies WHERE id = ?");
+
+  const getExistingRel = intelligenceDb.prepare(`
+    SELECT * FROM company_relationships
+    WHERE from_company_id = ? AND relationship_type = ? AND to_entity = ?
+  `);
+
+  const insertRel = intelligenceDb.prepare(`
+    INSERT INTO company_relationships
+      (from_company_id, relationship_type, to_entity, to_company_id, confidence, confirmation_count, first_seen_at, last_seen_at, supporting_event_ids)
+    VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?)
+  `);
+
+  const updateRel = intelligenceDb.prepare(`
+    UPDATE company_relationships
+    SET confirmation_count = ?,
+        confidence = ?,
+        last_seen_at = ?,
+        supporting_event_ids = ?
+    WHERE from_company_id = ? AND relationship_type = ? AND to_entity = ?
+  `);
+
+  const getExistingReciprocal = intelligenceDb.prepare(`
+    SELECT id FROM company_relationships
+    WHERE from_company_id = ? AND relationship_type = ? AND to_entity = ?
+  `);
+
+  const insertReciprocal = intelligenceDb.prepare(`
+    INSERT OR IGNORE INTO company_relationships
+      (from_company_id, relationship_type, to_entity, to_company_id, confidence, confirmation_count, first_seen_at, last_seen_at, supporting_event_ids)
+    VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?)
+  `);
+
+
+  while (true) {
+    try {
+      const facts = getRelationshipFacts.all();
+      const companies = getCompanies.all();
+
+      let upserted = 0;
+      let reciprocals = 0;
+
+      const processAll = intelligenceDb.transaction(() => {
+        for (const fact of facts) {
+          const parsed = parseClaim(fact.claim);
+          if (!parsed) continue;
+
+          const { toEntity, relationshipType } = parsed;
+
+          const resolved = resolveCompany(toEntity, companies);
+          const toCompanyId = resolved ? resolved.id : null;
+
+          const existing = getExistingRel.get(fact.company_id, relationshipType, toEntity);
+          const now = new Date().toISOString();
+
+          let finalCount;
+          let finalFirst;
+          let finalLast;
+          let finalEventIds;
+
+          if (existing) {
+            // derive count from the fact itself, not accumulate — avoids compounding on re-runs
+            finalCount = fact.confirmation_count;
+            finalFirst = existing.first_seen_at;
+            finalLast = fact.last_seen_at || now;
+            finalEventIds = mergeEventIds(existing.supporting_event_ids, fact.supporting_event_ids);
+
+            updateRel.run(
+              finalCount,
+              confidenceFromCount(finalCount),
+              finalLast,
+              finalEventIds,
+              fact.company_id,
+              relationshipType,
+              toEntity
+            );
+          } else {
+            finalCount = fact.confirmation_count || 1;
+            finalFirst = fact.first_seen_at || now;
+            finalLast = fact.last_seen_at || now;
+            finalEventIds = fact.supporting_event_ids || "[]";
+
+            insertRel.run(
+              fact.company_id,
+              relationshipType,
+              toEntity,
+              toCompanyId,
+              confidenceFromCount(finalCount),
+              finalCount,
+              finalFirst,
+              finalLast,
+              finalEventIds
+            );
+          }
+
+          upserted++;
+
+
+          // reciprocal edge — only where both companies are tracked
+          if (toCompanyId) {
+            const fromCompany = getCompanyById.get(fact.company_id);
+            if (!fromCompany) continue;
+
+            const recipType = RECIPROCAL[relationshipType] || "partner";
+            const recipToEntity = fromCompany.name;
+
+            const recipExists = getExistingReciprocal.get(toCompanyId, recipType, recipToEntity);
+
+            if (!recipExists) {
+              insertReciprocal.run(
+                toCompanyId,
+                recipType,
+                recipToEntity,
+                fact.company_id,
+                confidenceFromCount(finalCount),
+                finalCount,
+                finalFirst,
+                finalLast,
+                finalEventIds
+              );
+
+              reciprocals++;
+            }
+          }
+        }
+      });
+
+      processAll();
+
+      if (upserted > 0 || reciprocals > 0) {
+        console.log(`[graph] cycle complete — ${upserted} edges upserted, ${reciprocals} reciprocals added`);
+      } else {
+        console.log("[graph] cycle complete — no new data");
+      }
+
+    } catch (err) {
+      console.error("[graph] cycle error:", err.message);
+    }
+
+    await sleep(loopDelay);
+  }
+}
+
+
+function sleep(ms) {
+  return new Promise(r => setTimeout(r, ms));
+}
+
+module.exports = { runGraphWorker };
diff --git a/intelligence/index.js b/intelligence/index.js
index ab50754..ea48d51 100644
--- a/intelligence/index.js
+++ b/intelligence/index.js
@@ -6,6 +6,7 @@ const { runQueueFeeder } = require("./queueFeeder");
 const { runAugorWorker } = require("./augorWorker");
 const { ensureCompanyEmbeddings } = require("./embeddings");
 const { runConsolidationWorker } = require("./consolidationWorker");
+const { runGraphWorker } = require("./graphWorker");
 
 
 const configPath = path.resolve(__dirname, "../config.json");
@@ -58,6 +59,11 @@ runConsolidationWorker(archiveDb, intelligenceDb, config).catch(err => {
   process.exit(1);
 });
 
+runGraphWorker(archiveDb, intelligenceDb, config).catch(err => {
+  console.error("[graph] fatal:", err);
+  process.exit(1);
+});
+
 process.on("SIGINT", () => {
   console.log("[intelligence] shutting down");
   process.exit(0);
diff --git a/src/routes/admin.js b/src/routes/admin.js
index c5f324f..3d70448 100644
--- a/src/routes/admin.js
+++ b/src/routes/admin.js
@@ -307,6 +307,57 @@ async function adminRoutes(fastify) {
     return { total, rows };
   });
 
+  // intelligence graph — nodes + edges from company_relationships
+  fastify.get('/admin/api/intelligence/graph', async (request, reply) => {
+    if (!checkAuth(request, reply)) return;
+    const idb = getIntelligenceDb();
+    if (!idb) return { nodes: [], edges: [] };
+
+    const edges = idb.prepare(`SELECT * FROM company_relationships`).all();
+
+    const trackedIds = new Set();
+    for (const e of edges) {
+      trackedIds.add(e.from_company_id);
+      if (e.to_company_id) trackedIds.add(e.to_company_id);
+    }
+
+    const allTracked = idb.prepare(`SELECT id, name, ticker FROM tracked_companies`).all();
+
+    // untracked entities — appear only as to_entity with no to_company_id
+    const untrackedSeen = new Set();
+    for (const e of edges) {
+      if (!e.to_company_id && e.to_entity) untrackedSeen.add(e.to_entity);
+    }
+
+    const nodes = [
+      ...allTracked
+        .filter(c => trackedIds.has(c.id))
+        .map(c => ({ id: c.id, name: c.name, ticker: c.ticker, tracked: true })),
+
+      ...[...untrackedSeen].map(name => ({ id: null, name, ticker: null, tracked: false })),
+    ];
+
+    return { nodes, edges };
+  });
+
+
+  // per-company facts for the graph sidebar
+  fastify.get('/admin/api/intelligence/facts/:company_id', async (request, reply) => {
+    if (!checkAuth(request, reply)) return;
+    const idb = getIntelligenceDb();
+    if (!idb) return [];
+
+    const companyId = parseInt(request.params.company_id, 10);
+    return idb.prepare(`
+      SELECT type, claim, confidence, confirmation_count
+      FROM company_facts
+      WHERE company_id = ?
+      ORDER BY confirmation_count DESC
+      LIMIT 10
+    `).all(companyId);
+  });
+
+
   // raw sql console
   fastify.post('/admin/api/sql', async (request, reply) => {
     if (!checkAuth(request, reply)) return;