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   <title id="title">Progressive disclosure: discover, load, fetch; context used grows only as the agent asks</title>
   <desc id="desc">Three steps left to right. Discover: discover_entries returns FAQ answers and skill previews. Load skill: load_skill returns instructions for the selected id and version. Fetch file: fetch_resource returns one file by URI. A bar under each step shows context used growing from previews only, to plus instructions, to plus files needed.</desc>
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+    <rect class="node" x="12" y="20" width="176" height="124"/>
+    <text x="100" y="48">1 · Discover</text>
+    <text class="code" x="100" y="76">discover_entries</text>
+    <text class="detail" x="100" y="106">FAQ answers and</text>
+    <text class="detail" x="100" y="126">skill previews</text>
 
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-  <text x="12" y="46" font-size="14" font-weight="700">Discover</text>
-  <text x="12" y="66" font-family="Courier New, Courier, monospace" font-size="11" font-weight="700">discover_entries</text>
-  <text x="12" y="88" font-size="12" fill="#56616b">FAQ answers and</text>
-  <text x="12" y="104" font-size="12" fill="#56616b">skill previews</text>
-  <path d="M136 72 H172" fill="none" stroke="#56616b" stroke-width="1.5" marker-end="url(#a)"></path>
+    <rect class="node" x="232" y="20" width="176" height="124"/>
+    <text x="320" y="48">2 · Load skill</text>
+    <text class="code" x="320" y="76">load_skill</text>
+    <text class="detail" x="320" y="106">Instructions for the</text>
+    <text class="detail" x="320" y="126">selected version</text>
 
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-  <text x="184" y="66" font-family="Courier New, Courier, monospace" font-size="11" font-weight="700">load_skill</text>
-  <text x="184" y="88" font-size="12" fill="#56616b">Instructions for the</text>
-  <text x="184" y="104" font-size="12" fill="#56616b">selected version</text>
-  <path d="M308 72 H344" fill="none" stroke="#56616b" stroke-width="1.5" marker-end="url(#a)"></path>
+    <rect class="node" x="452" y="20" width="176" height="124"/>
+    <text x="540" y="48">3 · Fetch file</text>
+    <text class="code" x="540" y="76">fetch_resource</text>
+    <text class="detail" x="540" y="106">One file by URI</text>
+  </g>
 
-  <text x="344" y="14" font-family="Courier New, Courier, monospace" font-size="10" fill="#56616b" letter-spacing="0.5">3 · FETCH</text>
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-  <text x="356" y="66" font-family="Courier New, Courier, monospace" font-size="11" font-weight="700">fetch_resource</text>
-  <text x="356" y="88" font-size="12" fill="#56616b">One file by URI</text>
+  <path class="edge" d="M188 82 H230"/>
+  <path class="edge" d="M408 82 H450"/>
 
-  <text x="0" y="152" font-family="Courier New, Courier, monospace" font-size="10" fill="#56616b" letter-spacing="0.5">CONTEXT USED</text>
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-  <text x="0" y="190" font-size="12" fill="#56616b">Previews only</text>
-  <text x="172" y="190" font-size="12" fill="#56616b">+ instructions</text>
-  <text x="344" y="190" font-size="12" fill="#56616b">+ files needed</text>
-  </g>
-</svg>
\ No newline at end of file
+  <text class="detail" x="12" y="182">Context used</text>
+  <rect class="published" x="12" y="196" width="44" height="10"/>
+  <rect class="published" x="232" y="196" width="112" height="10"/>
+  <rect class="published" x="452" y="196" width="176" height="10"/>
+  <text class="detail" x="12" y="234">Previews only</text>
+  <text class="detail" x="232" y="234">+ instructions</text>
+  <text class="detail" x="452" y="234">+ files needed</text>
+</svg>
diff --git a/static/images/ai/context-engine/agent-playbook-proposals.svg b/static/images/ai/context-engine/agent-playbook-proposals.svg
index 968784efce..f2656a0e1f 100644
--- a/static/images/ai/context-engine/agent-playbook-proposals.svg
+++ b/static/images/ai/context-engine/agent-playbook-proposals.svg
@@ -1,42 +1,54 @@
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+<svg xmlns="http://www.w3.org/2000/svg" width="640" height="280" viewBox="0 0 640 280" role="img" aria-labelledby="title desc">
   <title id="title">Proposal lifecycle: propose, inbox, accepted FAQ, published; or trash</title>
   <desc id="desc">Left to right: propose, then an inbox holding a candidate plus evidence, then accept to create FAQ v1 unpublished, then publish to serve it to agents. Dismissal or inbox expiry moves the proposal to trash; restore returns it to the inbox. By default, the inbox review window is 30 days from the latest qualifying activity, and proposals remain in trash for 30 days.</desc>
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   <title id="title">Agent session: task, discovery by your app, agent turn with MCP tools, reply; all against one playbook</title>
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diff --git a/static/images/ai/context-engine/agent-playbook-versions.svg b/static/images/ai/context-engine/agent-playbook-versions.svg
index 9b4269ede8..b3800ce41d 100644
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+<svg xmlns="http://www.w3.org/2000/svg" width="640" height="284" viewBox="0 0 640 284" role="img" aria-labelledby="title desc">
   <title id="title">Version lifecycle: operator steps and what agents retrieve</title>
   <desc id="desc">Six operator steps left to right: create entry, publish v1, append v2, publish v2, publish v1, withdraw. Two rows show versions v1 and v2; a red cell is the published version and an outlined cell is an unpublished draft or history. Below, agents retrieve: nothing, v1, v1, v2, v1, nothing.</desc>
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-
-  <text x="0" y="14" font-family="Courier New, Courier, monospace" font-size="10" fill="#56616b" letter-spacing="0.5">OPERATOR STEPS</text>
-  <text x="40" y="38" font-size="12" font-weight="700" text-anchor="middle">Create entry</text>
-  <text x="120" y="38" font-size="12" font-weight="700" text-anchor="middle">Publish v1</text>
-  <text x="200" y="38" font-size="12" font-weight="700" text-anchor="middle">Append v2</text>
-  <text x="280" y="38" font-size="12" font-weight="700" text-anchor="middle">Publish v2</text>
-  <text x="360" y="38" font-size="12" font-weight="700" text-anchor="middle">Publish v1</text>
-  <text x="440" y="38" font-size="12" font-weight="700" text-anchor="middle">Withdraw</text>
-
-  <rect x="4" y="52" width="72" height="28" rx="4" fill="#fff" stroke="#56616b" stroke-width="1.5"></rect><text x="40" y="71" font-family="Courier New, Courier, monospace" font-size="12" font-weight="700" text-anchor="middle">v1</text>
-
-  <rect x="84" y="52" width="72" height="28" rx="4" fill="#ee0000"></rect><text x="120" y="71" font-family="Courier New, Courier, monospace" font-size="12" font-weight="700" text-anchor="middle" fill="#fff">v1</text>
-
-  <rect x="164" y="52" width="72" height="28" rx="4" fill="#ee0000"></rect><text x="200" y="71" font-family="Courier New, Courier, monospace" font-size="12" font-weight="700" text-anchor="middle" fill="#fff">v1</text>
-  <rect x="164" y="88" width="72" height="28" rx="4" fill="#fff" stroke="#56616b" stroke-width="1.5"></rect><text x="200" y="107" font-family="Courier New, Courier, monospace" font-size="12" font-weight="700" text-anchor="middle">v2</text>
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-  <rect x="244" y="52" width="72" height="28" rx="4" fill="#fff" stroke="#56616b" stroke-width="1.5"></rect><text x="280" y="71" font-family="Courier New, Courier, monospace" font-size="12" font-weight="700" text-anchor="middle">v1</text>
-  <rect x="244" y="88" width="72" height="28" rx="4" fill="#ee0000"></rect><text x="280" y="107" font-family="Courier New, Courier, monospace" font-size="12" font-weight="700" text-anchor="middle" fill="#fff">v2</text>
-
-  <rect x="324" y="52" width="72" height="28" rx="4" fill="#ee0000"></rect><text x="360" y="71" font-family="Courier New, Courier, monospace" font-size="12" font-weight="700" text-anchor="middle" fill="#fff">v1</text>
-  <rect x="324" y="88" width="72" height="28" rx="4" fill="#fff" stroke="#56616b" stroke-width="1.5"></rect><text x="360" y="107" font-family="Courier New, Courier, monospace" font-size="12" font-weight="700" text-anchor="middle">v2</text>
-
-  <rect x="404" y="52" width="72" height="28" rx="4" fill="#fff" stroke="#56616b" stroke-width="1.5"></rect><text x="440" y="71" font-family="Courier New, Courier, monospace" font-size="12" font-weight="700" text-anchor="middle">v1</text>
-  <rect x="404" y="88" width="72" height="28" rx="4" fill="#fff" stroke="#56616b" stroke-width="1.5"></rect><text x="440" y="107" font-family="Courier New, Courier, monospace" font-size="12" font-weight="700" text-anchor="middle">v2</text>
-
-  <path d="M0 134 H480" stroke="#cbd1d5" stroke-width="1"></path>
-
-  <text x="0" y="154" font-family="Courier New, Courier, monospace" font-size="10" fill="#56616b" letter-spacing="0.5">AGENTS RETRIEVE</text>
-  <rect x="4" y="162" width="72" height="28" rx="4" fill="#f7f8f9"></rect><text x="40" y="180" font-size="12" fill="#56616b" text-anchor="middle">nothing</text>
-  <rect x="84" y="162" width="72" height="28" rx="4" fill="#fff4f3"></rect><text x="120" y="180" font-size="12" font-weight="700" fill="#ee0000" text-anchor="middle">v1</text>
-  <rect x="164" y="162" width="72" height="28" rx="4" fill="#fff4f3"></rect><text x="200" y="180" font-size="12" font-weight="700" fill="#ee0000" text-anchor="middle">v1</text>
-  <rect x="244" y="162" width="72" height="28" rx="4" fill="#fff4f3"></rect><text x="280" y="180" font-size="12" font-weight="700" fill="#ee0000" text-anchor="middle">v2</text>
-  <rect x="324" y="162" width="72" height="28" rx="4" fill="#fff4f3"></rect><text x="360" y="180" font-size="12" font-weight="700" fill="#ee0000" text-anchor="middle">v1</text>
-  <rect x="404" y="162" width="72" height="28" rx="4" fill="#f7f8f9"></rect><text x="440" y="180" font-size="12" fill="#56616b" text-anchor="middle">nothing</text>
-
-  <rect x="4" y="208" width="16" height="12" rx="2" fill="#ee0000"></rect><text x="26" y="218" font-size="11" fill="#56616b">published</text>
-  <rect x="96" y="208" width="16" height="12" rx="2" fill="#fff" stroke="#56616b" stroke-width="1.5"></rect><text x="118" y="218" font-size="11" fill="#56616b">unpublished draft or history</text>
+  <defs>
+    <linearGradient id="border" x1="0%" y1="0%" x2="100%" y2="0%">
+      <stop offset="0%" stop-color="#ee0000"/>
+      <stop offset="100%" stop-color="#e6e6e6"/>
+    </linearGradient>
+    <filter id="shadow" x="-10%" y="-15%" width="120%" height="140%">
+      <feDropShadow dx="1" dy="2" stdDeviation="2" flood-color="#b9b9b9"/>
+    </filter>
+  </defs>
+  <style>
+    text { font-family: "trebuchet ms", verdana, arial, sans-serif; font-size: 16px; fill: #333333; }
+    .node { fill: #ffffff; stroke: url(#border); stroke-width: 1; filter: url(#shadow); }
+    .detail { font-size: 14px; fill: #56616b; }
+    .published { fill: #ee0000; }
+    .published-label { fill: #ffffff; }
+    .rule { stroke: #cbd1d5; stroke-width: 1; }
+  </style>
+  <text class="detail" x="12" y="24">Operator steps</text>
+  <g text-anchor="middle">
+    <text x="60" y="52">Create</text>
+    <text x="60" y="73">entry</text>
+    <rect class="node" x="18" y="90" width="84" height="30"/>
+    <text x="60" y="111">v1</text>
+    <text x="60" y="224">nothing</text>
   </g>
-</svg>
\ No newline at end of file
+  <g text-anchor="middle">
+    <text x="164" y="52">Publish</text>
+    <text x="164" y="73">v1</text>
+    <rect class="published" x="122" y="90" width="84" height="30"/>
+    <text class="published-label" x="164" y="111">v1</text>
+    <text x="164" y="224">v1</text>
+  </g>
+  <g text-anchor="middle">
+    <text x="268" y="52">Append</text>
+    <text x="268" y="73">v2</text>
+    <rect class="published" x="226" y="90" width="84" height="30"/>
+    <text class="published-label" x="268" y="111">v1</text>
+    <rect class="node" x="226" y="132" width="84" height="30"/>
+    <text x="268" y="153">v2</text>
+    <text x="268" y="224">v1</text>
+  </g>
+  <g text-anchor="middle">
+    <text x="372" y="52">Publish</text>
+    <text x="372" y="73">v2</text>
+    <rect class="node" x="330" y="90" width="84" height="30"/>
+    <text x="372" y="111">v1</text>
+    <rect class="published" x="330" y="132" width="84" height="30"/>
+    <text class="published-label" x="372" y="153">v2</text>
+    <text x="372" y="224">v2</text>
+  </g>
+  <g text-anchor="middle">
+    <text x="476" y="52">Publish</text>
+    <text x="476" y="73">v1</text>
+    <rect class="published" x="434" y="90" width="84" height="30"/>
+    <text class="published-label" x="476" y="111">v1</text>
+    <rect class="node" x="434" y="132" width="84" height="30"/>
+    <text x="476" y="153">v2</text>
+    <text x="476" y="224">v1</text>
+  </g>
+  <g text-anchor="middle">
+    <text x="580" y="52">Withdraw</text>
+    <rect class="node" x="538" y="90" width="84" height="30"/>
+    <text x="580" y="111">v1</text>
+    <rect class="node" x="538" y="132" width="84" height="30"/>
+    <text x="580" y="153">v2</text>
+    <text x="580" y="224">nothing</text>
+  </g>
+  <path class="rule" d="M12 180 H628"/>
+  <text class="detail" x="12" y="201">Agents retrieve</text>
+  <rect class="published" x="12" y="252" width="18" height="14"/>
+  <text class="detail" x="40" y="264">published</text>
+  <rect class="node" x="144" y="252" width="18" height="14"/>
+  <text class="detail" x="172" y="264">unpublished draft or history</text>
+</svg>