diff --git a/docs/database/index.html b/docs/database/index.html
index 55654e4..321556a 100644
--- a/docs/database/index.html
+++ b/docs/database/index.html
@@ -815,6 +815,7 @@
       <li><a href="#features">Features</a></li>
       <li><a href="#architecture">Architecture</a></li>
       <li><a href="examples/">Examples</a></li>
+      <li><a href="https://discord.gg/BTpKMp9HRM" target="_blank" rel="noopener noreferrer">Discord</a></li>
       <li><a href="https://github.com/ferrosadb" target="_blank" rel="noopener noreferrer">GitHub</a></li>
     </ul>
     <a href="#get-started" class="nav-cta">Get Started</a>
@@ -1272,12 +1273,17 @@ <h3>Strict Serializable Transactions</h3>
           On 2026-07-24, a fresh single-DC, RF=3 Fly cluster produced a <code>valid? true</code>
           Elle strict-serializability result for the Accord list-append workload: 2,400 committed
           transactions, 0 indeterminate outcomes, and no anomalies. Read the
-          <a href="https://github.com/ferrosadb/ferrosa/blob/docs/testing-methodology-results/deploy/fly-accord-elle/CERTIFICATION.md">certification record</a>
-          and <a href="https://github.com/ferrosadb/ferrosa/blob/docs/testing-methodology-results/specs/reference/testing-methodology-and-results-2026-07.md">methodology</a>.
+          <a href="https://github.com/ferrosadb/ferrosa/blob/main/deploy/fly-accord-elle/CERTIFICATION.md">certification record</a>
+          and <a href="https://github.com/ferrosadb/ferrosa/blob/main/specs/reference/testing-methodology-and-results-2026-07.md">methodology</a>.
           The separate six-node dual-DC nightly injects <code>dc-partition+dc-slow</code> and verifies
           bank conservation; it is not an Elle certification. Fault-injected and multi-DC Elle
           certification remain pending.
         </p>
+        <p style="margin-top: 0.75rem; font-size: 0.875rem; color: var(--text-secondary);">
+          The same recorded methodology includes a Fly write-path A/B on the stated workload: steady
+          throughput moved from 7,520 to 11,148 writes/s and write p99 from 43.9 ms to 16.5 ms.
+          These are benchmark observations for that environment, not a capacity guarantee.
+        </p>
       </div>
       <div class="code-demo" style="margin: 0; border: none;">
         <pre class="code-block active" style="display: block; font-size: 0.8125rem;"><span class="cm">-- Cassandra-compatible lightweight transactions</span>
@@ -2062,6 +2068,7 @@ <h2>Ready to leave GC pauses behind?</h2>
       <li><a href="cql-compatibility.html">CQL Reference</a></li>
       <li><a href="postgres.html">PostgreSQL Wire</a></li>
       <li><a href="cypher.html">Cypher Reference</a></li>
+      <li><a href="https://discord.gg/BTpKMp9HRM" target="_blank" rel="noopener noreferrer">Discord</a></li>
       <li><a href="clustering.html">3-Node Clustering</a></li>
       <li><a href="migration.html">Migration Guide</a></li>
     </ul>
diff --git a/docs/ferrosa-memory/compare.html b/docs/ferrosa-memory/compare.html
index 3ca3672..a5894e6 100644
--- a/docs/ferrosa-memory/compare.html
+++ b/docs/ferrosa-memory/compare.html
@@ -817,6 +817,7 @@ <h2>See what the structure buys you.</h2>
       <a href="compare.html" style="color:var(--text-secondary); text-decoration:none;">Compare</a>
       <a href="getting-started.html" style="color:var(--text-secondary); text-decoration:none;">Setup</a>
       <a href="../database/" style="color:var(--text-secondary); text-decoration:none;">Database</a>
+      <a href="https://discord.gg/BTpKMp9HRM" target="_blank" rel="noopener noreferrer" style="color:var(--text-secondary); text-decoration:none;">Discord</a>
     </div>
   </div>
 </footer>
diff --git a/docs/ferrosa-memory/getting-started.html b/docs/ferrosa-memory/getting-started.html
index 2fb9906..f7d3180 100644
--- a/docs/ferrosa-memory/getting-started.html
+++ b/docs/ferrosa-memory/getting-started.html
@@ -58,7 +58,7 @@
   </style>
 </head>
 <body>
-<nav><div class="inner"><a href="./"><img src="assets/brand/fm-logo.svg" alt="Fm" width="24" height="24" style="border-radius:6px;vertical-align:middle;margin-right:.4rem;"><strong>Ferrosa <span style="color:var(--accent)">Memory</span></strong></a><div class="links" id="site-nav-links"><a href="./">Overview</a><a href="how-it-works.html">How it works</a><a href="tools.html">Tools</a><a href="compare.html">Compare</a><a href="getting-started.html">Setup</a><a href="how-to-use.html">How to use</a><a href="../database/">Database</a><a href="https://github.com/ferrosadb" target="_blank" rel="noopener noreferrer">GitHub</a></div><a href="#quickstart" class="nav-cta">Get Started</a><button class="nav-toggle" type="button" aria-label="Open navigation" aria-expanded="false" aria-controls="site-nav-links"><span></span></button></div></nav>
+<nav><div class="inner"><a href="./"><img src="assets/brand/fm-logo.svg" alt="Fm" width="24" height="24" style="border-radius:6px;vertical-align:middle;margin-right:.4rem;"><strong>Ferrosa <span style="color:var(--accent)">Memory</span></strong></a><div class="links" id="site-nav-links"><a href="./">Overview</a><a href="how-it-works.html">How it works</a><a href="tools.html">Tools</a><a href="compare.html">Compare</a><a href="getting-started.html">Setup</a><a href="how-to-use.html">How to use</a><a href="../database/">Database</a><a href="https://discord.gg/BTpKMp9HRM" target="_blank" rel="noopener noreferrer">Discord</a><a href="https://github.com/ferrosadb" target="_blank" rel="noopener noreferrer">GitHub</a></div><a href="#quickstart" class="nav-cta">Get Started</a><button class="nav-toggle" type="button" aria-label="Open navigation" aria-expanded="false" aria-controls="site-nav-links"><span></span></button></div></nav>
 <main>
   <section class="hero">
     <span class="pill">Ferrosa Memory</span>
@@ -344,7 +344,7 @@ <h2>You're up — what next?</h2>
     <li>Run long-horizon evaluation scenarios before making broad reasoning claims.</li>
   </ul>
 </main>
-<footer>Ferrosa Memory · <a href="./">Memory overview</a> · <a href="how-to-use.html">How to use</a></footer>
+<footer>Ferrosa Memory · <a href="./">Memory overview</a> · <a href="how-to-use.html">How to use</a> · <a href="https://discord.gg/BTpKMp9HRM" target="_blank" rel="noopener noreferrer">Discord</a></footer>
 
 <script>
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diff --git a/docs/ferrosa-memory/how-it-works.html b/docs/ferrosa-memory/how-it-works.html
index ed5586e..f11f0a7 100644
--- a/docs/ferrosa-memory/how-it-works.html
+++ b/docs/ferrosa-memory/how-it-works.html
@@ -868,6 +868,7 @@ <h2>See it as tools, and against the alternatives.</h2>
       <a href="compare.html" style="color:var(--text-secondary); text-decoration:none;">Compare</a>
       <a href="getting-started.html" style="color:var(--text-secondary); text-decoration:none;">Setup</a>
       <a href="../database/" style="color:var(--text-secondary); text-decoration:none;">Database</a>
+      <a href="https://discord.gg/BTpKMp9HRM" target="_blank" rel="noopener noreferrer" style="color:var(--text-secondary); text-decoration:none;">Discord</a>
     </div>
   </div>
 </footer>
diff --git a/docs/ferrosa-memory/how-to-use.html b/docs/ferrosa-memory/how-to-use.html
index 71d627b..23c3b8b 100644
--- a/docs/ferrosa-memory/how-to-use.html
+++ b/docs/ferrosa-memory/how-to-use.html
@@ -823,6 +823,7 @@ <h2>Set it up, then put it to work.</h2>
       <a href="compare.html" style="color:var(--text-secondary); text-decoration:none;">Compare</a>
       <a href="getting-started.html" style="color:var(--text-secondary); text-decoration:none;">Setup</a>
       <a href="../database/" style="color:var(--text-secondary); text-decoration:none;">Database</a>
+      <a href="https://discord.gg/BTpKMp9HRM" target="_blank" rel="noopener noreferrer" style="color:var(--text-secondary); text-decoration:none;">Discord</a>
     </div>
   </div>
 </footer>
diff --git a/docs/ferrosa-memory/index.html b/docs/ferrosa-memory/index.html
index 6619e4d..1821c55 100644
--- a/docs/ferrosa-memory/index.html
+++ b/docs/ferrosa-memory/index.html
@@ -583,6 +583,7 @@
       <li><a href="compare.html">Compare</a></li>
       <li><a href="getting-started.html">Setup</a></li>
       <li><a href="../database/">Database</a></li>
+      <li><a href="https://discord.gg/BTpKMp9HRM" target="_blank" rel="noopener noreferrer">Discord</a></li>
       <li><a href="https://github.com/ferrosadb" target="_blank" rel="noopener noreferrer">GitHub</a></li>
     </ul>
     <a href="how-it-works.html" class="nav-cta">How it works</a>
@@ -776,6 +777,7 @@ <h2>Give your agents memory worth keeping.</h2>
       <a href="compare.html" style="color:var(--text-secondary); text-decoration:none;">Compare</a>
       <a href="getting-started.html" style="color:var(--text-secondary); text-decoration:none;">Setup</a>
       <a href="../database/" style="color:var(--text-secondary); text-decoration:none;">Database</a>
+      <a href="https://discord.gg/BTpKMp9HRM" target="_blank" rel="noopener noreferrer" style="color:var(--text-secondary); text-decoration:none;">Discord</a>
     </div>
   </div>
 </footer>
diff --git a/docs/ferrosa-memory/tools.html b/docs/ferrosa-memory/tools.html
index a0edc3f..a443e92 100644
--- a/docs/ferrosa-memory/tools.html
+++ b/docs/ferrosa-memory/tools.html
@@ -971,6 +971,7 @@ <h2>Memory tools that match the moment.</h2>
       <a href="compare.html" style="color:var(--text-secondary); text-decoration:none;">Compare</a>
       <a href="getting-started.html" style="color:var(--text-secondary); text-decoration:none;">Setup</a>
       <a href="../database/" style="color:var(--text-secondary); text-decoration:none;">Database</a>
+      <a href="https://discord.gg/BTpKMp9HRM" target="_blank" rel="noopener noreferrer" style="color:var(--text-secondary); text-decoration:none;">Discord</a>
     </div>
   </div>
 </footer>
diff --git a/docs/forge/index.html b/docs/forge/index.html
index 74c4c03..b7de287 100644
--- a/docs/forge/index.html
+++ b/docs/forge/index.html
@@ -59,7 +59,7 @@
   </style>
 </head>
 <body>
-<nav><div class="inner"><a href="./"><strong>Ferrosa <span style="color:var(--accent)">Forge</span></strong></a><div class="links" id="site-nav-links"><a href="../">Suite Home</a><a href="../ferrosa-memory/">Memory</a><a href="../database/">Database</a><a href="#features">Features</a><a href="#install">Install</a><a href="#mcp">MCP setup</a><a href="https://github.com/ferrosadb/forge" target="_blank" rel="noopener noreferrer">GitHub</a></div><a href="#install" class="nav-cta">Install</a><button class="nav-toggle" type="button" aria-label="Open navigation" aria-expanded="false" aria-controls="site-nav-links"><span></span></button></div></nav>
+<nav><div class="inner"><a href="./"><strong>Ferrosa <span style="color:var(--accent)">Forge</span></strong></a><div class="links" id="site-nav-links"><a href="../">Suite Home</a><a href="../ferrosa-memory/">Memory</a><a href="../database/">Database</a><a href="#features">Features</a><a href="#install">Install</a><a href="#mcp">MCP setup</a><a href="https://discord.gg/BTpKMp9HRM" target="_blank" rel="noopener noreferrer">Discord</a><a href="https://github.com/ferrosadb/forge" target="_blank" rel="noopener noreferrer">GitHub</a></div><a href="#install" class="nav-cta">Install</a><button class="nav-toggle" type="button" aria-label="Open navigation" aria-expanded="false" aria-controls="site-nav-links"><span></span></button></div></nav>
 <main>
   <section class="hero">
     <span class="pill">Forge · v0.14.0 · Developer Preview</span>
@@ -159,7 +159,7 @@ <h3>Optional backends</h3>
 
   <div class="warn"><strong>Developer preview.</strong> Forge is useful today, but the public API and MCP tool surface may still change before 1.0. Apache-2.0 licensed.</div>
 </main>
-<footer>Ferrosa Forge · <a href="../">Suite home</a> · <a href="../ferrosa-memory/">Memory</a> · <a href="../database/">Database</a> · <a href="https://github.com/ferrosadb/forge">GitHub</a></footer>
+<footer>Ferrosa Forge · <a href="../">Suite home</a> · <a href="../ferrosa-memory/">Memory</a> · <a href="../database/">Database</a> · <a href="https://discord.gg/BTpKMp9HRM" target="_blank" rel="noopener noreferrer">Discord</a> · <a href="https://github.com/ferrosadb/forge">GitHub</a></footer>
 
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diff --git a/docs/index.html b/docs/index.html
index f639cb6..488b477 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -692,6 +692,7 @@
         <li><a href="ferrosa-memory/compare.html">Compare</a></li>
         <li><a href="database/">Database</a></li>
         <li><a href="forge/">Forge</a></li>
+        <li><a href="https://discord.gg/BTpKMp9HRM" target="_blank" rel="noopener noreferrer">Discord</a></li>
       </ul>
       <div class="nav-actions">
         <a class="nav-star" href="https://github.com/ferrosadb/ferrosa-memory" target="_blank" rel="noopener noreferrer" aria-label="Star Ferrosa Memory on GitHub">
@@ -826,6 +827,7 @@ <h2 class="community-title">Join our community</h2>
         <a href="ferrosa-memory/compare.html">Compare</a>
         <a href="database/">Database</a>
         <a href="forge/">Forge</a>
+        <a href="https://discord.gg/BTpKMp9HRM" target="_blank" rel="noopener noreferrer">Discord</a>
         <a href="https://github.com/ferrosadb" target="_blank" rel="noopener noreferrer">GitHub</a>
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