diff --git a/connect/index.html b/connect/index.html
index eb41f11..4dcf316 100644
--- a/connect/index.html
+++ b/connect/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* ---------- connect page ---------- */
 .connect-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 24px; }
@@ -347,15 +347,6 @@ <h2>Connect in three steps.</h2>
           <li class="prompt-card"><span class="prompt-tool">frbus_shock</span><code>What happens to US GDP and unemployment if the Fed raises rates by 100 basis points?</code><button data-copy>copy</button></li>
           <li class="prompt-card"><span class="prompt-tool">hank_shock</span><code>How does a 25 basis point US rate cut hit households across the wealth distribution?</code><button data-copy>copy</button></li>
         </ul>
-        <p class="opt-note">
-          <strong>Slow calls run as jobs.</strong> The hosted server sits behind
-          a transport that abandons any request after 150 seconds, and
-          <code>score_reform</code> over its default five-year window takes
-          longer. Ask for it normally &mdash; the model should reach for
-          <code>start_job</code> and then <code>get_job_result</code>, which
-          hands the work to a 30-minute worker and polls it. Running locally
-          there is no such limit and no job step.
-        </p>
       </div>
       <details class="more compact-more">
         <summary>Terminal setup</summary>
diff --git a/contact/index.html b/contact/index.html
index 846ed9b..e2d57e4 100644
--- a/contact/index.html
+++ b/contact/index.html
@@ -18,7 +18,7 @@
 <meta name="theme-color" content="#FFFFFF" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/define/code/index.html b/define/code/index.html
index e59b184..d11b3ba 100644
--- a/define/code/index.html
+++ b/define/code/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/define/index.html b/define/index.html
index c86e3eb..c907e9e 100644
--- a/define/index.html
+++ b/define/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/define/methodology/index.html b/define/methodology/index.html
index a4f448a..ca9da7e 100644
--- a/define/methodology/index.html
+++ b/define/methodology/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/define/validation/index.html b/define/validation/index.html
index 530ca41..e00b9e3 100644
--- a/define/validation/index.html
+++ b/define/validation/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/economy/index.html b/economy/index.html
index 9b96495..c6b1ec7 100644
--- a/economy/index.html
+++ b/economy/index.html
@@ -18,7 +18,7 @@
 <meta name="theme-color" content="#FFFFFF" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc economy-page">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/economy/topics.py b/economy/topics.py
index 418d348..29bb882 100644
--- a/economy/topics.py
+++ b/economy/topics.py
@@ -2619,7 +2619,7 @@ def page(topic: dict) -> str:
 <meta name="theme-color" content="#FFFFFF" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc economy-page">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/economy/topics/growth/index.html b/economy/topics/growth/index.html
index acacf3b..7f4929f 100644
--- a/economy/topics/growth/index.html
+++ b/economy/topics/growth/index.html
@@ -18,7 +18,7 @@
 <meta name="theme-color" content="#FFFFFF" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc economy-page">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/economy/topics/inflation/index.html b/economy/topics/inflation/index.html
index cde9908..fb02c21 100644
--- a/economy/topics/inflation/index.html
+++ b/economy/topics/inflation/index.html
@@ -18,7 +18,7 @@
 <meta name="theme-color" content="#FFFFFF" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc economy-page">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/economy/topics/jobs/index.html b/economy/topics/jobs/index.html
index eee2c2d..d676a16 100644
--- a/economy/topics/jobs/index.html
+++ b/economy/topics/jobs/index.html
@@ -18,7 +18,7 @@
 <meta name="theme-color" content="#FFFFFF" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc economy-page">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/economy/topics/public-finances/index.html b/economy/topics/public-finances/index.html
index 6566320..1de4fe8 100644
--- a/economy/topics/public-finances/index.html
+++ b/economy/topics/public-finances/index.html
@@ -18,7 +18,7 @@
 <meta name="theme-color" content="#FFFFFF" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc economy-page">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/economy/topics/rates/index.html b/economy/topics/rates/index.html
index 5026b55..774f532 100644
--- a/economy/topics/rates/index.html
+++ b/economy/topics/rates/index.html
@@ -18,7 +18,7 @@
 <meta name="theme-color" content="#FFFFFF" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc economy-page">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/economy/topics/reform/index.html b/economy/topics/reform/index.html
index 5c97e1f..84aa0c0 100644
--- a/economy/topics/reform/index.html
+++ b/economy/topics/reform/index.html
@@ -18,7 +18,7 @@
 <meta name="theme-color" content="#FFFFFF" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc economy-page">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/economy/us/index.html b/economy/us/index.html
index d079e9f..8f5e320 100644
--- a/economy/us/index.html
+++ b/economy/us/index.html
@@ -18,7 +18,7 @@
 <meta name="theme-color" content="#FFFFFF" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc economy-page">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/economy/us/topics/growth/index.html b/economy/us/topics/growth/index.html
index 338f1b0..f82fddb 100644
--- a/economy/us/topics/growth/index.html
+++ b/economy/us/topics/growth/index.html
@@ -18,7 +18,7 @@
 <meta name="theme-color" content="#FFFFFF" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc economy-page">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/economy/us/topics/inflation/index.html b/economy/us/topics/inflation/index.html
index cdf5b18..56d0f58 100644
--- a/economy/us/topics/inflation/index.html
+++ b/economy/us/topics/inflation/index.html
@@ -18,7 +18,7 @@
 <meta name="theme-color" content="#FFFFFF" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc economy-page">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/economy/us/topics/jobs/index.html b/economy/us/topics/jobs/index.html
index 160ccd0..5fcc33e 100644
--- a/economy/us/topics/jobs/index.html
+++ b/economy/us/topics/jobs/index.html
@@ -18,7 +18,7 @@
 <meta name="theme-color" content="#FFFFFF" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc economy-page">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/economy/us/topics/rates/index.html b/economy/us/topics/rates/index.html
index d13e689..fd5ba24 100644
--- a/economy/us/topics/rates/index.html
+++ b/economy/us/topics/rates/index.html
@@ -18,7 +18,7 @@
 <meta name="theme-color" content="#FFFFFF" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc economy-page">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/economy/us/topics/reform/index.html b/economy/us/topics/reform/index.html
index e09d81f..72e713b 100644
--- a/economy/us/topics/reform/index.html
+++ b/economy/us/topics/reform/index.html
@@ -18,7 +18,7 @@
 <meta name="theme-color" content="#FFFFFF" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc economy-page">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/forecasts/index.html b/forecasts/index.html
index 20cc641..8235f35 100644
--- a/forecasts/index.html
+++ b/forecasts/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/forecasts/us/index.html b/forecasts/us/index.html
index ca3ae8a..b916019 100644
--- a/forecasts/us/index.html
+++ b/forecasts/us/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/frb-us/code/index.html b/frb-us/code/index.html
index 245cca6..5eab75e 100644
--- a/frb-us/code/index.html
+++ b/frb-us/code/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/frb-us/index.html b/frb-us/index.html
index bca656e..fbe9782 100644
--- a/frb-us/index.html
+++ b/frb-us/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/frb-us/methodology/index.html b/frb-us/methodology/index.html
index 2e66af2..987f0ab 100644
--- a/frb-us/methodology/index.html
+++ b/frb-us/methodology/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/frb-us/validation/index.html b/frb-us/validation/index.html
index 666098b..ec6b6d4 100644
--- a/frb-us/validation/index.html
+++ b/frb-us/validation/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/index.html b/index.html
index 28d6271..4d08ff8 100644
--- a/index.html
+++ b/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc home-page">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/models/index.html b/models/index.html
index e9de221..1a5093c 100644
--- a/models/index.html
+++ b/models/index.html
@@ -13,7 +13,7 @@
 <meta name="theme-color" content="#FFFFFF" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc models-page">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/notes/2026-07-25-cpi-2026q2/index.html b/notes/2026-07-25-cpi-2026q2/index.html
index 198823a..c6d7b23 100644
--- a/notes/2026-07-25-cpi-2026q2/index.html
+++ b/notes/2026-07-25-cpi-2026q2/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 .implication {
   border-left: 3px solid var(--brand);
diff --git a/notes/releases/2026-07-29-uk_bank_rate/index.html b/notes/releases/2026-07-29-uk_bank_rate/index.html
index 150daf3..29b3e64 100644
--- a/notes/releases/2026-07-29-uk_bank_rate/index.html
+++ b/notes/releases/2026-07-29-uk_bank_rate/index.html
@@ -9,7 +9,7 @@
 <link rel="icon" type="image/svg+xml" href="/assets/policyengine-mark.svg" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/notes/releases/2026-07-29-uk_gilt_10y/index.html b/notes/releases/2026-07-29-uk_gilt_10y/index.html
index a7c5729..dc80686 100644
--- a/notes/releases/2026-07-29-uk_gilt_10y/index.html
+++ b/notes/releases/2026-07-29-uk_gilt_10y/index.html
@@ -9,7 +9,7 @@
 <link rel="icon" type="image/svg+xml" href="/assets/policyengine-mark.svg" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/notes/releases/2026-07-29-uk_gilt_20y/index.html b/notes/releases/2026-07-29-uk_gilt_20y/index.html
index 6f13041..ee5d336 100644
--- a/notes/releases/2026-07-29-uk_gilt_20y/index.html
+++ b/notes/releases/2026-07-29-uk_gilt_20y/index.html
@@ -9,7 +9,7 @@
 <link rel="icon" type="image/svg+xml" href="/assets/policyengine-mark.svg" />
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/notes/releases/2026-07-29-uk_gilt_5y/index.html b/notes/releases/2026-07-29-uk_gilt_5y/index.html
index a85becc..ae63d43 100644
--- a/notes/releases/2026-07-29-uk_gilt_5y/index.html
+++ b/notes/releases/2026-07-29-uk_gilt_5y/index.html
@@ -9,7 +9,7 @@
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 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/notes/releases/2026-07-29-us_treasury_10y/index.html b/notes/releases/2026-07-29-us_treasury_10y/index.html
index ebcf3ed..c46f718 100644
--- a/notes/releases/2026-07-29-us_treasury_10y/index.html
+++ b/notes/releases/2026-07-29-us_treasury_10y/index.html
@@ -9,7 +9,7 @@
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 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/notes/releases/index.html b/notes/releases/index.html
index a418fad..784cff6 100644
--- a/notes/releases/index.html
+++ b/notes/releases/index.html
@@ -9,7 +9,7 @@
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 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 </head>
 <body class="doc">
 <a class="skip-link" href="#top">Skip to main content</a>
diff --git a/obr/code/index.html b/obr/code/index.html
index cb80521..515ba5b 100644
--- a/obr/code/index.html
+++ b/obr/code/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/obr/index.html b/obr/index.html
index 9d5ca6c..b65cebf 100644
--- a/obr/index.html
+++ b/obr/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/obr/methodology/index.html b/obr/methodology/index.html
index b69f1a9..944cf65 100644
--- a/obr/methodology/index.html
+++ b/obr/methodology/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/obr/validation/index.html b/obr/validation/index.html
index b787ea5..b8e5c80 100644
--- a/obr/validation/index.html
+++ b/obr/validation/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
@@ -145,8 +145,8 @@ <h2>How far to trust it, and where it stops.</h2>
       </table></div>
     </div>
     <div class="vmet-notes mono">
-      <p class="vmet-notes-line"><span class="vmet-notes-key">in band</span> rates within 1.0pp · net balances within 1.5% of GDP · levels within 10% MAPE.</p>
-      <p class="vmet-notes-line"><span class="vmet-notes-key">gated</span> CI enforces the anchored tolerance and the multiplier band; the HMRC comparison and the outturn backtest are computed for the <a href="/papers/obr-macro">working paper</a> and refreshed by hand.</p>
+      <p class="vmet-notes-line"><span class="vmet-notes-key">in band</span> <span>rates within 1.0pp · net balances within 1.5% of GDP · levels within 10% MAPE.</span></p>
+      <p class="vmet-notes-line"><span class="vmet-notes-key">gated</span> <span>CI enforces the anchored tolerance and the multiplier band; the HMRC comparison and the outturn backtest are computed for the <a href="/papers/obr-macro">working paper</a> and refreshed by hand.</span></p>
     </div>
     <div class="prose">
       <p class="callout">
diff --git a/olg/code/index.html b/olg/code/index.html
index 4046454..2cb6683 100644
--- a/olg/code/index.html
+++ b/olg/code/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/olg/index.html b/olg/index.html
index b0ef835..2439733 100644
--- a/olg/index.html
+++ b/olg/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/olg/methodology/index.html b/olg/methodology/index.html
index 266ee03..c3310b3 100644
--- a/olg/methodology/index.html
+++ b/olg/methodology/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/olg/validation/index.html b/olg/validation/index.html
index 6106250..9398523 100644
--- a/olg/validation/index.html
+++ b/olg/validation/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/papers/boe-svar/index.html b/papers/boe-svar/index.html
index ce957f9..33b7398 100644
--- a/papers/boe-svar/index.html
+++ b/papers/boe-svar/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
 .cite-head { margin-top: 44px; }
diff --git a/papers/define-uk/index.html b/papers/define-uk/index.html
index 4467537..5ee448a 100644
--- a/papers/define-uk/index.html
+++ b/papers/define-uk/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
 </style>
diff --git a/papers/frb-us/index.html b/papers/frb-us/index.html
index c43aa14..1ae185a 100644
--- a/papers/frb-us/index.html
+++ b/papers/frb-us/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
 .cite-head { margin-top: 44px; }
diff --git a/papers/obr-macro/index.html b/papers/obr-macro/index.html
index 2ec42ca..7e107a7 100644
--- a/papers/obr-macro/index.html
+++ b/papers/obr-macro/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
 .cite-head { margin-top: 44px; }
diff --git a/papers/pe-microsim/index.html b/papers/pe-microsim/index.html
index 600e389..aedadd0 100644
--- a/papers/pe-microsim/index.html
+++ b/papers/pe-microsim/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
 .cite-head { margin-top: 44px; }
diff --git a/papers/psl-og/index.html b/papers/psl-og/index.html
index 68369bd..5ab88d3 100644
--- a/papers/psl-og/index.html
+++ b/papers/psl-og/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
 .cite-head { margin-top: 44px; }
diff --git a/pe/code/index.html b/pe/code/index.html
index cb66143..da58a72 100644
--- a/pe/code/index.html
+++ b/pe/code/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/pe/index.html b/pe/index.html
index ba2633c..1656c21 100644
--- a/pe/index.html
+++ b/pe/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/pe/methodology/index.html b/pe/methodology/index.html
index de68df4..895921d 100644
--- a/pe/methodology/index.html
+++ b/pe/methodology/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/pe/validation/index.html b/pe/validation/index.html
index 6ace99f..2c05dc1 100644
--- a/pe/validation/index.html
+++ b/pe/validation/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/reports/define-uk-replication/index.html b/reports/define-uk-replication/index.html
index 6f5276a..0df87ec 100644
--- a/reports/define-uk-replication/index.html
+++ b/reports/define-uk-replication/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
 </style>
diff --git a/reports/us-hank-open-source/index.html b/reports/us-hank-open-source/index.html
index 90e41de..0ef20ec 100644
--- a/reports/us-hank-open-source/index.html
+++ b/reports/us-hank-open-source/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing, and tabular numerals in the count columns —
    shared component styles live in style.css */
diff --git a/style.css b/style.css
index 5fd9923..2663093 100644
--- a/style.css
+++ b/style.css
@@ -3021,28 +3021,38 @@ td.vc-warn, th.vc-warn { color: var(--brand-warning); font-weight: 600; }
 
 /* compact definition/caveat block under the configurations table,
    in the .qa-fact idiom: keyed lines, no run-on paragraph */
+/* Key/value notes.
+   Three constraints at once: keys must align across lines, values must wrap
+   as normal prose, and inline markup inside a value (a link, a <code>) must
+   stay inline. display:flex on the line fails the third -- every child
+   becomes a flex item, which once shrank "working paper" into a 40px box
+   broken across three lines. A hanging indent fixes that but fails the
+   first: a key wider than the indent (e.g. "uk microdata") shunts its own
+   value out of line with the others.
+   So the GRID lives on the container and each line is display:contents, so
+   every key and value becomes a direct grid item of one shared two-column
+   grid. Columns then align across all lines whatever the longest key is, and
+   each value is a single item whose contents flow inline. */
 .vmet-notes {
   max-width: 80ch;
   margin: var(--s-4) auto var(--s-5);
   font-size: var(--fs-label);
   color: var(--paper-faint);
+  display: grid;
+  grid-template-columns: max-content minmax(0, 1fr);
+  column-gap: var(--s-4);
+  row-gap: var(--s-2);
+  align-items: baseline;
 }
 .vmet-notes-line {
-  /* NOT display:flex. Flex makes every child its own item, so an inline <a>
-     in the note text became a 40px flex item and broke "working paper" across
-     three lines mid-word. A hanging indent reproduces the key/body look while
-     leaving inline content in normal flow. */
-  display: block;
-  padding-left: 6.5ch;
-  text-indent: -6.5ch;
+  display: contents;
   gap: 10px;
   margin: 0;
   padding: 4px 0;
   line-height: 1.6;
 }
 .vmet-notes-key {
-  display: inline-block;
-  min-width: 5.5ch;
+  min-width: 0;
   color: var(--brand-strong);
   text-transform: uppercase;
   letter-spacing: var(--ls-label);
diff --git a/svar/code/index.html b/svar/code/index.html
index 74fccc9..3c2db2b 100644
--- a/svar/code/index.html
+++ b/svar/code/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/svar/index.html b/svar/index.html
index 430c533..7307831 100644
--- a/svar/index.html
+++ b/svar/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/svar/methodology/index.html b/svar/methodology/index.html
index 731c177..9ae84aa 100644
--- a/svar/methodology/index.html
+++ b/svar/methodology/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/svar/validation/index.html b/svar/validation/index.html
index f5a7d82..75e72fb 100644
--- a/svar/validation/index.html
+++ b/svar/validation/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/us-hank/code/index.html b/us-hank/code/index.html
index 2cefe7d..186607e 100644
--- a/us-hank/code/index.html
+++ b/us-hank/code/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/us-hank/index.html b/us-hank/index.html
index 082c5ae..173b04a 100644
--- a/us-hank/index.html
+++ b/us-hank/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/us-hank/methodology/index.html b/us-hank/methodology/index.html
index cee07bc..cb0b9c0 100644
--- a/us-hank/methodology/index.html
+++ b/us-hank/methodology/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
diff --git a/us-hank/validation/index.html b/us-hank/validation/index.html
index 3d57c6e..5e6fc23 100644
--- a/us-hank/validation/index.html
+++ b/us-hank/validation/index.html
@@ -19,7 +19,7 @@
 
 <link rel="stylesheet" href="/vendor/fonts/fonts.css" />
 <link rel="stylesheet" href="/vendor/ui-kit-tokens.css" />
-<link rel="stylesheet" href="/style.css?v=5" />
+<link rel="stylesheet" href="/style.css?v=6" />
 <style>
 /* page-specific: hero sizing only — shared component styles live in style.css */
 .model-hero { min-height: auto; padding-top: clamp(120px, 18vh, 180px); padding-bottom: 10px; }
