diff --git a/404.html b/404.html
index 3268434a0877d2014eba4aa28140a6e1b7293fe0..e276d29a066f164ddbbd98b0867bcd673f9c73f7 100644
--- a/404.html
+++ b/404.html
@@ -114,7 +114,7 @@
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opts="{&quot;name&quot;:&quot;Footer&quot;,&quot;value&quot;:true}" await-children><link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a 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Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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diff --git a/_astro/Footer.MITdrMkJ.js b/_astro/Footer.B9BnO2TX.js
similarity index 72%
rename from _astro/Footer.MITdrMkJ.js
rename to _astro/Footer.B9BnO2TX.js
index b00560f25c2a73465b5104344e734eb424d4ca3e..3c8570157c2d0fb1f40e60c88c2bd2fa0ff1b1f9 100644
--- a/_astro/Footer.MITdrMkJ.js
+++ b/_astro/Footer.B9BnO2TX.js
@@ -1,4 +1,4 @@
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diff --git a/_astro/about.BUXPnQCv.css b/_astro/about.BUXPnQCv.css
new file mode 100644
index 0000000000000000000000000000000000000000..c4156c020f6c02e4c820ae592f83a76128821565
--- /dev/null
+++ b/_astro/about.BUXPnQCv.css
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deleted file mode 100644
index 65d3fac3837892cdeaf89585fb007bc4499237f9..0000000000000000000000000000000000000000
--- a/_astro/about.CE2W0BND.css
+++ /dev/null
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p[data-astro-cid-kh7btl4r]{max-width:34rem;margin:0;color:#b8b8c1;line-height:1.75}.wide-head[data-astro-cid-kh7btl4r]{position:static;max-width:52rem;margin-bottom:2.5rem}.ledger[data-astro-cid-kh7btl4r]{border-top:1px solid #52525b}.ledger[data-astro-cid-kh7btl4r] article[data-astro-cid-kh7btl4r]{padding:1.6rem 0;border-bottom:1px solid #3f3f46}.ledger[data-astro-cid-kh7btl4r] article[data-astro-cid-kh7btl4r]:first-child{padding-top:1.35rem}.ledger[data-astro-cid-kh7btl4r] p[data-astro-cid-kh7btl4r]{max-width:72ch;margin:0;color:#b8b8c1;line-height:1.75}.team-ledger[data-astro-cid-kh7btl4r] article[data-astro-cid-kh7btl4r],.process-ledger[data-astro-cid-kh7btl4r] article[data-astro-cid-kh7btl4r]{padding-block:1.8rem}.faq-links[data-astro-cid-kh7btl4r]{display:flex;flex-wrap:wrap;gap:.5rem 1rem;margin-top:.9rem;font-size:.86rem}.audience-list[data-astro-cid-kh7btl4r]{display:grid;gap:0;margin:0;padding:0;border-top:1px solid #52525b;list-style:none}.audience-list[data-astro-cid-kh7btl4r] li[data-astro-cid-kh7btl4r]{position:relative;padding:1.4rem 0 1.4rem 2rem;border-bottom:1px solid #3f3f46;color:#d4d4d8;line-height:1.7}.audience-list[data-astro-cid-kh7btl4r] li[data-astro-cid-kh7btl4r]:before{position:absolute;top:1.9rem;left:0;width:.65rem;height:.65rem;background:#f97316;border-radius:50%;content:""}.table-scroll[data-astro-cid-kh7btl4r]{overflow-x:auto;border:1px solid #3f3f46;border-radius:.8rem;background:#09090b;scrollbar-color:#f97316 #18181b}.table-scroll[data-astro-cid-kh7btl4r]:focus-visible{outline:2px solid #fb923c;outline-offset:4px}table[data-astro-cid-kh7btl4r]{width:100%;border-collapse:collapse;color:#d4d4d8;font-variant-numeric:tabular-nums}th[data-astro-cid-kh7btl4r],td[data-astro-cid-kh7btl4r]{padding:1rem 1.2rem;border-bottom:1px solid #2f2f35;text-align:left;vertical-align:top;line-height:1.6}tr[data-astro-cid-kh7btl4r]:last-child 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diff --git a/a2a/index.html b/a2a/index.html
index fc493b386d01baf329f4338da48661f5b5946558..13923293c90698d17ba44aaed23301151ab59421 100644
--- a/a2a/index.html
+++ b/a2a/index.html
@@ -107,7 +107,7 @@
   <a class="route-action" href="/site-map/">Find another page</a>
 
   </main>
-  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
+  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/about/#team">Our team</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
         .site-footer {
           padding: 4.5rem 1.25rem 2rem;
           background: #070708;
diff --git a/about/index.html b/about/index.html
index 00f9ab3fc1a5755554af95decbc13243abc15407..3fa7a5ca78c019c6f7b02fe32caeb17eaa430448 100644
--- a/about/index.html
+++ b/about/index.html
@@ -57,7 +57,7 @@
   <link rel="stylesheet" href="/_astro/a2a.FznkkDWf.css">
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 </style>
-<link rel="stylesheet" href="/_astro/about.CE2W0BND.css"></head>
+<link rel="stylesheet" href="/_astro/about.BUXPnQCv.css"></head>
   <body>
     <!-- estate-bar:start v1.0.0 site=company -->
 <nav class="is-estate-bar" aria-label="Intent Solutions network">
@@ -155,9 +155,61 @@
       <div class="wrap section-layout" data-astro-cid-kh7btl4r>
         <div class="section-head" data-astro-cid-kh7btl4r>
           <h2 id="team-title" data-astro-cid-kh7btl4r>The team behind Intent Solutions</h2>
-          <p data-astro-cid-kh7btl4r>Intent Solutions is founder-led and delivered by a team of engineers, operators, instructors, and project leaders.</p>
+          <p data-astro-cid-kh7btl4r>The people responsible for engineering, operations, instruction, project delivery, and legal guidance.</p>
         </div>
         <div class="ledger team-ledger" data-astro-cid-kh7btl4r>
+          <div class="team-profiles" data-astro-cid-kh7btl4r>
+            <article class="team-profile" id="jeremy-longshore" data-astro-cid-kh7btl4r>
+                <img src="/images/team/jeremy-longshore-suit.jpeg" alt="Jeremy Longshore" width="96" height="96" loading="lazy" decoding="async" data-astro-cid-kh7btl4r>
+                <div data-astro-cid-kh7btl4r>
+                  <h3 data-astro-cid-kh7btl4r>Jeremy Longshore</h3>
+                  <p class="team-role" data-astro-cid-kh7btl4r>Founder &amp; CEO</p>
+                  
+                </div>
+              </article><article class="team-profile" id="opeyemi-ariyo" data-astro-cid-kh7btl4r>
+                <img src="/images/team/opeyemi-ariyo.jpeg" alt="Opeyemi Ariyo" width="96" height="96" loading="lazy" decoding="async" data-astro-cid-kh7btl4r>
+                <div data-astro-cid-kh7btl4r>
+                  <h3 data-astro-cid-kh7btl4r>Opeyemi Ariyo</h3>
+                  <p class="team-role" data-astro-cid-kh7btl4r>Co-Founder &amp; Chief Technical Officer</p>
+                  
+                </div>
+              </article><article class="team-profile" id="pablo-perez" data-astro-cid-kh7btl4r>
+                <img src="/images/team/pablo-perez.jpeg" alt="Pablo Perez" width="96" height="96" loading="lazy" decoding="async" data-astro-cid-kh7btl4r>
+                <div data-astro-cid-kh7btl4r>
+                  <h3 data-astro-cid-kh7btl4r>Pablo Perez</h3>
+                  <p class="team-role" data-astro-cid-kh7btl4r>Co-Founder &amp; Project Manager</p>
+                  
+                </div>
+              </article><article class="team-profile" id="max-sheahan" data-astro-cid-kh7btl4r>
+                <img src="/images/team/max-sheahan-suit.jpeg" alt="Max Sheahan" width="96" height="96" loading="lazy" decoding="async" data-astro-cid-kh7btl4r>
+                <div data-astro-cid-kh7btl4r>
+                  <h3 data-astro-cid-kh7btl4r>Max Sheahan</h3>
+                  <p class="team-role" data-astro-cid-kh7btl4r>Lead Instructor</p>
+                  
+                </div>
+              </article><article class="team-profile" id="tim-neunzig" data-astro-cid-kh7btl4r>
+                <img src="/images/team/tim-neunzig.png" alt="Tim Neunzig" width="96" height="96" loading="lazy" decoding="async" data-astro-cid-kh7btl4r>
+                <div data-astro-cid-kh7btl4r>
+                  <h3 data-astro-cid-kh7btl4r>Tim Neunzig</h3>
+                  <p class="team-role" data-astro-cid-kh7btl4r>Head of German Operations</p>
+                  
+                </div>
+              </article><article class="team-profile" id="tolulope-ariyo" data-astro-cid-kh7btl4r>
+                <img src="/images/team/tolulope-ariyo.jpeg" alt="Tolulope Ariyo" width="96" height="96" loading="lazy" decoding="async" data-astro-cid-kh7btl4r>
+                <div data-astro-cid-kh7btl4r>
+                  <h3 data-astro-cid-kh7btl4r>Tolulope Ariyo</h3>
+                  <p class="team-role" data-astro-cid-kh7btl4r>Software &amp; Design Engineer</p>
+                  
+                </div>
+              </article><article class="team-profile" id="heather-johnson" data-astro-cid-kh7btl4r>
+                <img src="/images/team/heather-johnson.png" alt="Heather C. Johnson, JD" width="96" height="96" loading="lazy" decoding="async" data-astro-cid-kh7btl4r>
+                <div data-astro-cid-kh7btl4r>
+                  <h3 data-astro-cid-kh7btl4r>Heather C. Johnson, JD</h3>
+                  <p class="team-role" data-astro-cid-kh7btl4r>Legal Counsel</p>
+                  <p class="team-bio" data-astro-cid-kh7btl4r>Florida-licensed attorney supporting Intent Solutions with contracts, governance, and startup legal matters.</p>
+                </div>
+              </article>
+          </div>
           <article data-astro-cid-kh7btl4r>
             <h3 data-astro-cid-kh7btl4r>Jeremy Longshore, founder</h3>
             <p data-astro-cid-kh7btl4r>Jeremy Longshore founded Intent Solutions and leads its work from Gulf Shores, Alabama after an operations career. His public work centers on production AI systems, the Claude Code ecosystem, and the discipline required to move from a demo to a system someone can own.</p>
@@ -432,7 +484,7 @@
     </section>
   </main>
 
-  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
+  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/about/#team">Our team</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
         .site-footer {
           padding: 4.5rem 1.25rem 2rem;
           background: #070708;
diff --git a/agents/index.html b/agents/index.html
index 0d0087c1591f30c8c032e13f51be17c587eccbc0..a6f028c4a990598e0a2c0a1ecb0f9e6a3ade98ec 100644
--- a/agents/index.html
+++ b/agents/index.html
@@ -107,7 +107,7 @@
   <a class="route-action" href="/site-map/">Find another page</a>
 
   </main>
-  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
+  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/about/#team">Our team</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
         .site-footer {
           padding: 4.5rem 1.25rem 2rem;
           background: #070708;
diff --git a/ai-agents/index.html b/ai-agents/index.html
index 3d2be7710f5d2f0573ba847ebaf9fb9c0b5e2a8b..b660704b1add2edad31a6cc7fe68e8ddb397b6c8 100644
--- a/ai-agents/index.html
+++ b/ai-agents/index.html
@@ -107,7 +107,7 @@
   <a class="route-action" href="/site-map/">Find another page</a>
 
   </main>
-  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
+  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/about/#team">Our team</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
         .site-footer {
           padding: 4.5rem 1.25rem 2rem;
           background: #070708;
diff --git a/ai-models/index.html b/ai-models/index.html
index 887d8f23fc43d97f6a23117b460b5e02815cc9d6..4b11a2f789b6d54dc9de344fafcbfa51b3404829 100644
--- a/ai-models/index.html
+++ b/ai-models/index.html
@@ -107,7 +107,7 @@
   <a class="route-action" href="/site-map/">Find another page</a>
 
   </main>
-  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
+  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/about/#team">Our team</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
         .site-footer {
           padding: 4.5rem 1.25rem 2rem;
           background: #070708;
diff --git a/applications/index.html b/applications/index.html
index 60aa48331cb01fcadbd52da503057f80da9602ac..89a0d3a752d639dfee130d4d0c5ef5dd73b55d19 100644
--- a/applications/index.html
+++ b/applications/index.html
@@ -107,7 +107,7 @@
   <a class="route-action" href="/site-map/">Find another page</a>
 
   </main>
-  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
+  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/about/#team">Our team</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
         .site-footer {
           padding: 4.5rem 1.25rem 2rem;
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diff --git a/automation/index.html b/automation/index.html
index 556c81b59d9f4ad408bd68a4ae3335c178592c1c..87f26d428868a9d8737d39cff0b2251878df15ee 100644
--- a/automation/index.html
+++ b/automation/index.html
@@ -107,7 +107,7 @@
   <a class="route-action" href="/site-map/">Find another page</a>
 
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-  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
+  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/about/#team">Our team</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
         .site-footer {
           padding: 4.5rem 1.25rem 2rem;
           background: #070708;
diff --git a/cloud/index.html b/cloud/index.html
index c0809799c929a6b77cac3f93a247004787ae3d7c..de04269943551742379c2830418284861d109726 100644
--- a/cloud/index.html
+++ b/cloud/index.html
@@ -107,7 +107,7 @@
   <a class="route-action" href="/site-map/">Find another page</a>
 
   </main>
-  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
+  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/about/#team">Our team</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
         .site-footer {
           padding: 4.5rem 1.25rem 2rem;
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diff --git a/colab/index.html b/colab/index.html
index 50803060062d57fd0079376fd4c4aa6376663e59..af47e19bce7a49db372dc7f9c480dbeb1e226f44 100644
--- a/colab/index.html
+++ b/colab/index.html
@@ -107,7 +107,7 @@
   <a class="route-action" href="/site-map/">Find another page</a>
 
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-  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
+  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/about/#team">Our team</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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diff --git a/contact/index.html b/contact/index.html
index 36f17011317b32f65c290de66b451bd798b33587..3e138f8ca7d2532c26fabda55164d74993d7e20b 100644
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@@ -144,7 +144,7 @@
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         .site-footer {
           padding: 4.5rem 1.25rem 2rem;
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diff --git a/field-notes/a-dead-socket-is-not-a-dead-host/index.html b/field-notes/a-dead-socket-is-not-a-dead-host/index.html
index 75128cc9bca32d8d0e226474da7deb593f5eefbe..40a15130b15ce5a3dd565ef0b6766d2289e59eb3 100644
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@@ -263,7 +263,7 @@
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Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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diff --git a/field-notes/a-duplicate-is-a-relation-not-a-property/index.html b/field-notes/a-duplicate-is-a-relation-not-a-property/index.html
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Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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index a9f707fe570529e0ec8520ce4ec311f0d2462bf9..de67c7da9220ca028c3ad42102e0574c3e2fcaf4 100644
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index b092b723c11c072b73f5a420aadc4ced06e4faf2..adc9ed7cdf3115adbe658158d2f0f40018f538cc 100644
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diff --git a/field-notes/architecting-production-multi-agent-ai-platform-technical-leadership/index.html b/field-notes/architecting-production-multi-agent-ai-platform-technical-leadership/index.html
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--- a/field-notes/architecting-production-multi-agent-ai-platform-technical-leadership/index.html
+++ b/field-notes/architecting-production-multi-agent-ai-platform-technical-leadership/index.html
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diff --git a/field-notes/audit-harness-v010-enforcement-travels-with-code/index.html b/field-notes/audit-harness-v010-enforcement-travels-with-code/index.html
index e8d840ae0f16f87df88a42ec61333bdac90c9721..49784c96c3e8b92d2a1fdecd1c3f0fce1ba0d253 100644
--- a/field-notes/audit-harness-v010-enforcement-travels-with-code/index.html
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index 0a6cb1d9d33e5e9b3016e053bcf4136c67d04c2c..f7f78e2d46afc39d06d98a52e6a9ede576ff23cf 100644
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index af3165837612bf8662dedbc3116627f8588b8a9d..c845cc06d9024a7231ec087fee835ac54e74b67a 100644
--- a/field-notes/braves-booth-dashboard-ui-refactor-ai-pitcher-narrative/index.html
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diff --git a/field-notes/braves-booth-v1-release-player-drilldown/index.html b/field-notes/braves-booth-v1-release-player-drilldown/index.html
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--- a/field-notes/braves-booth-v1-release-player-drilldown/index.html
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diff --git a/field-notes/braves-postgame-expansion-and-two-ai-lessons/index.html b/field-notes/braves-postgame-expansion-and-two-ai-lessons/index.html
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--- a/field-notes/braves-postgame-expansion-and-two-ai-lessons/index.html
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diff --git a/field-notes/broadcast-day-llm-fallback-jchads-challenge/index.html b/field-notes/broadcast-day-llm-fallback-jchads-challenge/index.html
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diff --git a/field-notes/building-254-table-bigquery-schema-72-hours/index.html b/field-notes/building-254-table-bigquery-schema-72-hours/index.html
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diff --git a/field-notes/building-production-multi-agent-ai-brightstream-vertex-ai/index.html b/field-notes/building-production-multi-agent-ai-brightstream-vertex-ai/index.html
index 9331e7afaf96420bf1a05741d7c93de221311c9c..9022d3bd99542f83c2b9f5324735c9c248496f58 100644
--- a/field-notes/building-production-multi-agent-ai-brightstream-vertex-ai/index.html
+++ b/field-notes/building-production-multi-agent-ai-brightstream-vertex-ai/index.html
@@ -493,7 +493,7 @@ Final cost: $168/month (89% reduction)</p>
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diff --git a/field-notes/cap-drop-all-broke-the-gate-socket/index.html b/field-notes/cap-drop-all-broke-the-gate-socket/index.html
index 1af3736cbef77fe5729b77755a5998962f67e20a..5e6da3268f18f4304ec6456145423cbb61a1e16f 100644
--- a/field-notes/cap-drop-all-broke-the-gate-socket/index.html
+++ b/field-notes/cap-drop-all-broke-the-gate-socket/index.html
@@ -256,7 +256,7 @@
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opts="{&quot;name&quot;:&quot;Footer&quot;,&quot;value&quot;:true}" await-children><link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a 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diff --git a/field-notes/coppa-compliance-youth-sports-app-real-implementation-process/index.html b/field-notes/coppa-compliance-youth-sports-app-real-implementation-process/index.html
index 5cc820972368397b4fc9b0c960a68571735acb8b..f261462fb1a60ab9949272a6525ca027262bef63 100644
--- a/field-notes/coppa-compliance-youth-sports-app-real-implementation-process/index.html
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diff --git a/field-notes/cut-what-wasnt-earned/index.html b/field-notes/cut-what-wasnt-earned/index.html
index bfbf05d1a4dfb953d6d97ea125b25026ecc2af32..20e93745cbaae29e654bb49d66307533dd9c2b0f 100644
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index 06bfc5b0286634f08b37a87b8e8d17054beb6948..cd01e5f71f78f6d912d5e4924d5eec368323d269 100644
--- a/field-notes/deploying-nextjs-15-google-cloud-run-custom-domain-ssl/index.html
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index 2eca686670aa4612b871ccfbc7916fb7c4024361..fec4a78fc985af22452beedc0c8e6b16c4cd1d92 100644
--- a/field-notes/designing-local-first-resume-parser-architecture-edge-ai/index.html
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opts="{&quot;name&quot;:&quot;Footer&quot;,&quot;value&quot;:true}" await-children><link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a 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diff --git a/field-notes/diagnosticpro-case-study/index.html b/field-notes/diagnosticpro-case-study/index.html
index 172672e8eded7def3c7bec9c85fb1a6788ad6463..8d0cdbb21aaff66b2a36dbbfa1951dfe7711814e 100644
--- a/field-notes/diagnosticpro-case-study/index.html
+++ b/field-notes/diagnosticpro-case-study/index.html
@@ -429,7 +429,7 @@ DiagnosticPro: <a href="https://diagnosticpro.io">Transforming Vehicle Diagnosti
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diff --git a/field-notes/do-not-blindly-restart/index.html b/field-notes/do-not-blindly-restart/index.html
index c6c1800e2adebeb3da4489792987166be7f62aa3..b68376ac54f956958fb785f0b28b313f70f3e333 100644
--- a/field-notes/do-not-blindly-restart/index.html
+++ b/field-notes/do-not-blindly-restart/index.html
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index ed4930d177ce8535b5691c543528482ab656cde2..41d2adbe8e8e28cce1a8b9994baf7d3d42e13acc 100644
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index b67092a30a4444ad866989b0d7f58de8bce4222f..374b2659da35e1572fa071fcb76a0d1a35fe27e4 100644
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diff --git a/field-notes/enterprise-software-transformation-waygate-mcp-case-study/index.html b/field-notes/enterprise-software-transformation-waygate-mcp-case-study/index.html
index a1d781a8ccc79ef751eec35d621b101c8495e03c..1c0ee49d9e077f4f10dedeaa93f70dd8761d77cb 100644
--- a/field-notes/enterprise-software-transformation-waygate-mcp-case-study/index.html
+++ b/field-notes/enterprise-software-transformation-waygate-mcp-case-study/index.html
@@ -389,7 +389,7 @@ Finally, I ensured professional deployment readiness:</p>
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diff --git a/field-notes/enterprise-workflow-transformation-n8n-tech-intelligence-platform/index.html b/field-notes/enterprise-workflow-transformation-n8n-tech-intelligence-platform/index.html
index df16df664caaad84ba20e3f9de2f43246e303967..428e3a2ce3303ddd577c774ec32449e9e067b3e0 100644
--- a/field-notes/enterprise-workflow-transformation-n8n-tech-intelligence-platform/index.html
+++ b/field-notes/enterprise-workflow-transformation-n8n-tech-intelligence-platform/index.html
@@ -456,7 +456,7 @@ Upgraded the AI analysis system with:</p>
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diff --git a/field-notes/every-fix-failed-in-the-shape-of-the-bug/index.html b/field-notes/every-fix-failed-in-the-shape-of-the-bug/index.html
index ae1c05525e0a3a62ca97d556c652d2e0b2ef60c3..34577129fc4c5ca8d29322e4d05036da97a314ab 100644
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diff --git a/field-notes/exit-0-is-not-success/index.html b/field-notes/exit-0-is-not-success/index.html
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index 801e97e11e1b714beafe365b18eedbfad246e524..7331ae5ddd8acbb52eb135e9bb386c5680f6db69 100644
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index 65fb3482a77abac02a8246a621b578c4ec85bc1e..4707ba1c1399532a3e4d29b061bf6f6097487c04 100644
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diff --git a/field-notes/four-slices-one-shape/index.html b/field-notes/four-slices-one-shape/index.html
index 1f1261366ddabfb52d1b87b5f9111b60dca4b097..dc9b0e0766112eade28c8e924db764d45bf4eb26 100644
--- a/field-notes/four-slices-one-shape/index.html
+++ b/field-notes/four-slices-one-shape/index.html
@@ -174,7 +174,7 @@
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diff --git a/field-notes/gate-the-statement-not-the-tool-name/index.html b/field-notes/gate-the-statement-not-the-tool-name/index.html
index e822f292da00f69d9c8f4896dfe95ff8c5e5d22c..12cf53626b2fe97b261384d0949f2c7553604624 100644
--- a/field-notes/gate-the-statement-not-the-tool-name/index.html
+++ b/field-notes/gate-the-statement-not-the-tool-name/index.html
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Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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opts="{&quot;name&quot;:&quot;Footer&quot;,&quot;value&quot;:true}" await-children><link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a 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diff --git a/field-notes/gemini-pr-review-silent-fail-cross-repo-triangulation/index.html b/field-notes/gemini-pr-review-silent-fail-cross-repo-triangulation/index.html
index 6dc56b242f6b5e30fc482a84821eaf69942f0f09..3e6a5e7be02999683123ba844c6978e3cfcfce69 100644
--- a/field-notes/gemini-pr-review-silent-fail-cross-repo-triangulation/index.html
+++ b/field-notes/gemini-pr-review-silent-fail-cross-repo-triangulation/index.html
@@ -442,7 +442,7 @@
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opts="{&quot;name&quot;:&quot;Footer&quot;,&quot;value&quot;:true}" await-children><link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a 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Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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diff --git a/field-notes/git-plumbing-unattended-cron-shared-checkout/index.html b/field-notes/git-plumbing-unattended-cron-shared-checkout/index.html
index bdf7d4cf644cc9371fd9bd7726c460d6fc042c34..50c2898e2ef71de85d70ad6f6f45c347aed6938b 100644
--- a/field-notes/git-plumbing-unattended-cron-shared-checkout/index.html
+++ b/field-notes/git-plumbing-unattended-cron-shared-checkout/index.html
@@ -177,7 +177,7 @@
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opts="{&quot;name&quot;:&quot;Footer&quot;,&quot;value&quot;:true}" await-children><link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a 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diff --git a/field-notes/honest-perf-benchmarks-paid-api-compiler/index.html b/field-notes/honest-perf-benchmarks-paid-api-compiler/index.html
index 6459b239d55a630d0e5d0982bd51449c06e8564c..8ddcb90fb06dc4c24b0a7f9a80f7951ea1049b85 100644
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diff --git a/field-notes/how-to-get-adk-agent-into-google-community-showcase/index.html b/field-notes/how-to-get-adk-agent-into-google-community-showcase/index.html
index 284f39af1a6c0590eca34f3c4cf25857a75286ed..07d6d8a798a66cdafe3b3c35cb7e0f2b0f7516bc 100644
--- a/field-notes/how-to-get-adk-agent-into-google-community-showcase/index.html
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Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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diff --git a/field-notes/intent-solutions-october-2025-state-of-affairs/index.html b/field-notes/intent-solutions-october-2025-state-of-affairs/index.html
index 7c2032d262b62d6dad9107d663176a15df9b7c71..daa5170b42a844b81d15d7b23947d28d8367d510 100644
--- a/field-notes/intent-solutions-october-2025-state-of-affairs/index.html
+++ b/field-notes/intent-solutions-october-2025-state-of-affairs/index.html
@@ -287,7 +287,7 @@ Today: 4 days average.</p>
     </article>
   </main>
 
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opts="{&quot;name&quot;:&quot;Footer&quot;,&quot;value&quot;:true}" await-children><link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a 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Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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opts="{&quot;name&quot;:&quot;Footer&quot;,&quot;value&quot;:true}" await-children><link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a 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Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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diff --git a/field-notes/intent-solutions-portfolio-2025-production-deployment-velocity/index.html b/field-notes/intent-solutions-portfolio-2025-production-deployment-velocity/index.html
index a35b71b5acae97e7fed4651500e115f8092ba086..492862d4131e070b7099a565c431cac626458a43 100644
--- a/field-notes/intent-solutions-portfolio-2025-production-deployment-velocity/index.html
+++ b/field-notes/intent-solutions-portfolio-2025-production-deployment-velocity/index.html
@@ -781,7 +781,7 @@
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index 402a7185bfff69f46ca4cd32f18719b2690c4d96..73949b778f0971ae13f31be4be055659df95cc7e 100644
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index e609111856adc0c016bdd3d46df9efa419a4bbf7..05bbf7e2ae0c7e8d5d3649441eaec66ae5f2dca1 100644
--- a/field-notes/legal-toolkit-epic-planning-canary-ci-three-projects/index.html
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diff --git a/field-notes/let-the-model-judge-make-the-code-decide/index.html b/field-notes/let-the-model-judge-make-the-code-decide/index.html
index 73002f86dbcb3bf432d767c1282030bc57c68b3c..b36b3d7c571d9bbcdbbeeac22746c249f72c4dd7 100644
--- a/field-notes/let-the-model-judge-make-the-code-decide/index.html
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diff --git a/field-notes/nothing-read-it-so-nothing-failed/index.html b/field-notes/nothing-read-it-so-nothing-failed/index.html
index 04155bc12114f2a223ee8ae54b67931d569681f4..fe0d27db2d2464cc3f8fbd51c891680ff78bcec4 100644
--- a/field-notes/nothing-read-it-so-nothing-failed/index.html
+++ b/field-notes/nothing-read-it-so-nothing-failed/index.html
@@ -561,7 +561,7 @@ in CI while the same gate was 23 of 23 green locally. An untouched re-run passed
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diff --git a/field-notes/onboarding-one-person-audited-the-whole-estate/index.html b/field-notes/onboarding-one-person-audited-the-whole-estate/index.html
index 0b37744085673ed515fc69470c04fa91d6690864..11c3ddbeda4dbc18e2bb06e71c0f8f57dbd1ce97 100644
--- a/field-notes/onboarding-one-person-audited-the-whole-estate/index.html
+++ b/field-notes/onboarding-one-person-audited-the-whole-estate/index.html
@@ -372,7 +372,7 @@ audit found the gap.</p>
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Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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opts="{&quot;name&quot;:&quot;Footer&quot;,&quot;value&quot;:true}" await-children><link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a 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diff --git a/field-notes/passing-is-not-validating/index.html b/field-notes/passing-is-not-validating/index.html
index 88e52b9b00ec10482b9d283ba14674296933d9f1..9a2b275313a5d3243d26b23d1f1354a2cd7f4a09 100644
--- a/field-notes/passing-is-not-validating/index.html
+++ b/field-notes/passing-is-not-validating/index.html
@@ -273,7 +273,7 @@
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index b45ccfe62660dde2894fdb08247eae1eb91c4aa0..97ae932c4be0923749dbf02d3ea10d04e3fb548b 100644
--- a/field-notes/project-subagents-load-at-session-start/index.html
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diff --git a/field-notes/reachability-is-not-freshness/index.html b/field-notes/reachability-is-not-freshness/index.html
index 59b3d2fe77082fbe3a924655e81f106018743142..5761591db57356c5ebcd4c148f68415ce05a710b 100644
--- a/field-notes/reachability-is-not-freshness/index.html
+++ b/field-notes/reachability-is-not-freshness/index.html
@@ -175,7 +175,7 @@
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Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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opts="{&quot;name&quot;:&quot;Footer&quot;,&quot;value&quot;:true}" await-children><link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a 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diff --git a/field-notes/resizable-columns-wcag-contrast-braves-dashboard/index.html b/field-notes/resizable-columns-wcag-contrast-braves-dashboard/index.html
index 0419a9a2fc6f0918e625f979c2898e471cd250c2..68fdeb9c03b66f9b4f182a1748feafd217ced5aa 100644
--- a/field-notes/resizable-columns-wcag-contrast-braves-dashboard/index.html
+++ b/field-notes/resizable-columns-wcag-contrast-braves-dashboard/index.html
@@ -170,7 +170,7 @@
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A status page returned HTTP 200 while serving stale July snapshots.</description><pubDate>Thu, 17 Sep 2026 00:00:00 GMT</pubDate></item><item><title>Hash-Sealed Evidence: One Feature, 19,461 Lines Rebuilt</title><link>https://intentsolutions.io/field-notes/the-cost-of-one-feature-in-a-sealed-repo/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-cost-of-one-feature-in-a-sealed-repo/</guid><description>Sealed evidence expires when content changes. Adding a feature to omaTrail rewrote 19,461 lines of its balance report before shipping.</description><pubDate>Mon, 07 Sep 2026 00:00:00 GMT</pubDate></item><item><title>The Primary Record Settles What a Derived One Assumed</title><link>https://intentsolutions.io/field-notes/the-corrected-record-was-still-wrong/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-corrected-record-was-still-wrong/</guid><description>A derived record inherits facts from other derived records. 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That is why none of them ever failed.</description><pubDate>Wed, 05 Aug 2026 00:00:00 GMT</pubDate></item><item><title>The Filesystem Was the Only Thing They Shared</title><link>https://intentsolutions.io/field-notes/the-filesystem-was-the-only-thing-they-shared/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-filesystem-was-the-only-thing-they-shared/</guid><description>Four models, nine threads, one disk. Two missed nights with two unrelated root causes, and a bug filed against a file another session already fixed.</description><pubDate>Tue, 04 Aug 2026 00:00:00 GMT</pubDate></item><item><title>Good mechanisms are not an architecture until a doctrine names them</title><link>https://intentsolutions.io/field-notes/llm-legible-deterministic-architecture/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/llm-legible-deterministic-architecture/</guid><description>You can ship a dozen good mechanisms and still have no architecture. A doctrine names why they cohere and forces every capability to fail closed.</description><pubDate>Thu, 23 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Wrong-Mode Green Is Not a Gate</title><link>https://intentsolutions.io/field-notes/wrong-mode-green-is-not-a-gate/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/wrong-mode-green-is-not-a-gate/</guid><description>A freshness gate that accepts the wrong mode flag and still exits green trains people to trust a board that cannot see. Pin the argv semantics, not just the script path.</description><pubDate>Wed, 22 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Temporary Is Not a Plan: Fork Discipline for an Adopted LMS</title><link>https://intentsolutions.io/field-notes/temporary-is-not-a-plan/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/temporary-is-not-a-plan/</guid><description>Adopting an open source LMS got us live in days. What keeps a fork from becoming a private product: a named upstream path and a written retirement condition.</description><pubDate>Tue, 21 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Do Not Blindly Restart: Designing a Self-Healing Watchdog That Stays Honest</title><link>https://intentsolutions.io/field-notes/do-not-blindly-restart/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/do-not-blindly-restart/</guid><description>A burn-in watchdog latched on a phantom io spike. The fix: fail-closed self-healing that restarts an allowlist, latches everything else, and never trusts one sample.</description><pubDate>Mon, 20 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Passing Is Not Validating: A Green Check With No Teeth</title><link>https://intentsolutions.io/field-notes/passing-is-not-validating/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/passing-is-not-validating/</guid><description>A JSON Schema validator passed all 19 checks while validating nothing. How a code review proved it, and the teeth check that fixed it.</description><pubDate>Sun, 19 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Let the Model Judge. Make the Code Decide.</title><link>https://intentsolutions.io/field-notes/let-the-model-judge-make-the-code-decide/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/let-the-model-judge-make-the-code-decide/</guid><description>A production writing pipeline rebuilt around one rule: the language model owns judgment, deterministic code owns the gates and the audit trail.</description><pubDate>Fri, 17 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Exit 0 Is Not Success: Automation Assurance That Verifies Outcomes</title><link>https://intentsolutions.io/field-notes/exit-0-is-not-success/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/exit-0-is-not-success/</guid><description>A green exit code can hide a dead job. Intent-OS automation assurance treats outcome verification as the success criterion, not exit 0.</description><pubDate>Tue, 14 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Empty Is Not Clean: Five Fail-Open Bugs in an AI Agent</title><link>https://intentsolutions.io/field-notes/empty-is-not-clean/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/empty-is-not-clean/</guid><description>One fail-open bug, five disguises: empty args, an empty log, a missing property, a sheared chain, an unset scope. When there&apos;s nothing to check, fail closed.</description><pubDate>Mon, 13 Jul 2026 00:00:00 GMT</pubDate></item><item><title>The Kernel Must Not Import Its Agents</title><link>https://intentsolutions.io/field-notes/the-kernel-must-not-import-its-agents/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-kernel-must-not-import-its-agents/</guid><description>We extracted a stateful watcher agent from a governance kernel and enforced a one-way agent-to-kernel dependency edge — the kernel must not import its agents.</description><pubDate>Sun, 12 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Making a Fire-and-Forget Writer Safe Under Failure</title><link>https://intentsolutions.io/field-notes/making-fire-and-forget-capture-safe-under-failure/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/making-fire-and-forget-capture-safe-under-failure/</guid><description>Five properties an unattended capture hook needs before you turn it on: idempotent intake, durable outbox, backpressure, atomic receipts, consent gate.</description><pubDate>Sat, 11 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Adversarial Review: The Six Lenses That Halted a Rollout</title><link>https://intentsolutions.io/field-notes/adversarial-review-before-team-rollout/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/adversarial-review-before-team-rollout/</guid><description>A six-lens adversarial review checked a team knowledge system against live state, broke three shipped assumptions, and gated 18 risks to halt the rollout.</description><pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Noise-Robust LLM-Judge Evals: Don&apos;t Sign a Coin Flip</title><link>https://intentsolutions.io/field-notes/noise-robust-signed-llm-judge-evals/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/noise-robust-signed-llm-judge-evals/</guid><description>An un-seeded LLM judge is a coin flip even at temperature 0. How we made signed eval verdicts replayable instead of attesting noise.</description><pubDate>Tue, 07 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Gate the Statement, Not the Tool Name</title><link>https://intentsolutions.io/field-notes/gate-the-statement-not-the-tool-name/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/gate-the-statement-not-the-tool-name/</guid><description>When one MCP tool carries every SQL verb, allowlisting tool names is theater. The safety boundary has to read the statement — here&apos;s how that gate was built.</description><pubDate>Mon, 29 Jun 2026 00:00:00 GMT</pubDate></item><item><title>When LLM Output Lies Instead of Crashing</title><link>https://intentsolutions.io/field-notes/when-llm-output-lies-instead-of-crashing/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/when-llm-output-lies-instead-of-crashing/</guid><description>An LLM-output parsing bug silently understated a cost report via case-sensitivity. One-line normalizer fix plus 5 defensive hardening steps.</description><pubDate>Sat, 27 Jun 2026 00:00:00 GMT</pubDate></item><item><title>MCP Server Auth: The API Is the Real Boundary</title><link>https://intentsolutions.io/field-notes/the-api-is-the-real-boundary/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-api-is-the-real-boundary/</guid><description>Per-user tokens, a server-side write gate, and a separate access log — why an MCP server&apos;s client-side tool gate is UX, not a security boundary.</description><pubDate>Sat, 13 Jun 2026 00:00:00 GMT</pubDate></item><item><title>When --cap-drop ALL Broke the Gate Socket</title><link>https://intentsolutions.io/field-notes/cap-drop-all-broke-the-gate-socket/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/cap-drop-all-broke-the-gate-socket/</guid><description>Hardening a container hid a permission bug: --cap-drop ALL stripped CAP_DAC_OVERRIDE, and a gate socket silently stopped governing every tool call.</description><pubDate>Fri, 12 Jun 2026 00:00:00 GMT</pubDate></item><item><title>Green CI Proves Nothing: Why Your Tests Gate Zero Calls</title><link>https://intentsolutions.io/field-notes/when-green-ci-proves-nothing/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/when-green-ci-proves-nothing/</guid><description>CI dogfood for AI-agent governance went green while gating zero tool calls. Here&apos;s why a passing test proving nothing is worse than a red one.</description><pubDate>Thu, 11 Jun 2026 00:00:00 GMT</pubDate></item><item><title>The Wrong Product, Built Perfectly</title><link>https://intentsolutions.io/field-notes/the-wrong-product-built-perfectly/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-wrong-product-built-perfectly/</guid><description>A new site was scaffolded, deployed, and live with valid TLS in under an hour — then declared the wrong product. The decoupling made the reversal cheap.</description><pubDate>Fri, 05 Jun 2026 00:00:00 GMT</pubDate></item><item><title>Safety Model First: 16-Tool Ops MCP, One Day</title><link>https://intentsolutions.io/field-notes/server-ops-mcp-safety-before-tools/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/server-ops-mcp-safety-before-tools/</guid><description>Design a 7-point safety model before writing tools. How server-ops-mcp shipped 16 tools, 40 tests, and v0.1.0 in a single day.</description><pubDate>Fri, 22 May 2026 00:00:00 GMT</pubDate></item><item><title>Honest Perf Benchmarks for a Paid-API Compiler</title><link>https://intentsolutions.io/field-notes/honest-perf-benchmarks-paid-api-compiler/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/honest-perf-benchmarks-paid-api-compiler/</guid><description>Four PRs, three releases, and a benchmark suite that won&apos;t lie to you: seeded-RNG corpora, double-gated Claude scenarios, and skipped-but-recorded records.</description><pubDate>Sun, 17 May 2026 00:00:00 GMT</pubDate></item><item><title>Forty-Four Minutes Before First Pitch: An LLM Fallback Chain and a Live Probability Gauge in One Session</title><link>https://intentsolutions.io/field-notes/broadcast-day-llm-fallback-jchads-challenge/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/broadcast-day-llm-fallback-jchads-challenge/</guid><description>Groq quota died 44 minutes before a live broadcast. The fix was a 4-tier LLM fallback chain ending in a facts-only renderer. Then we shipped JChad&apos;s Challenge in the same session.</description><pubDate>Wed, 29 Apr 2026 00:00:00 GMT</pubDate></item><item><title>The Rubric Sits On Top Of The Spec: A Schema Validator Postmortem</title><link>https://intentsolutions.io/field-notes/schema-debacle-rubric-on-spec-postmortem/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/schema-debacle-rubric-on-spec-postmortem/</guid><description>Postmortem on a schema validator debacle: when a stricter enterprise rubric is built on top of a permissive open spec, the rubric must be additive, never the spec&apos;s floor.</description><pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Ending a Four-Month Silent Fail: Cross-Repo Triangulation on a Broken Gemini PR Workflow</title><link>https://intentsolutions.io/field-notes/gemini-pr-review-silent-fail-cross-repo-triangulation/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/gemini-pr-review-silent-fail-cross-repo-triangulation/</guid><description>When a Gemini PR review workflow silently fails for four months, your first-principles fix is the suspect. Triangulate against a working reference.</description><pubDate>Thu, 23 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Enforcement Travels With the Code: Shipping @intentsolutions/audit-harness v0.1.0</title><link>https://intentsolutions.io/field-notes/audit-harness-v010-enforcement-travels-with-code/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/audit-harness-v010-enforcement-travels-with-code/</guid><description>Testing policy enforcement that lives in ~/.claude/ cannot travel with a fresh clone. audit-harness v0.1.0 moves the gates into each repo as a versioned dev dependency — npm, PyPI, crates, and bash install.sh.</description><pubDate>Tue, 21 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Manifest System + Mutation Testing: Two Ways to Find Out What Actually Works</title><link>https://intentsolutions.io/field-notes/manifest-system-mutation-testing-pyramid/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/manifest-system-mutation-testing-pyramid/</guid><description>Epic 31-B lands the publish side of the bot-manifest protocol in claude-code-slack-channel. Epic 31 closes with an audit. Mutation tests and a cyclomatic gate make the test pyramid stop lying.</description><pubDate>Mon, 20 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Four Releases in One Day: How the claude-code-slack-channel Security Sprint Actually Shipped</title><link>https://intentsolutions.io/field-notes/ccsc-five-releases-one-day-security-sprint/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/ccsc-five-releases-one-day-security-sprint/</guid><description>Epic 29-A, 30-A, 30-B, 32-B land in a single calendar day across v0.5.0 → v0.5.1 → v0.6.0 → v0.7.0 — a supervisor, a hash-chained audit journal, and a policy engine that never sees manifests.</description><pubDate>Sun, 19 Apr 2026 00:00:00 GMT</pubDate></item><item><title>LLM-as-Reducer and the Case for Killing the AI Label</title><link>https://intentsolutions.io/field-notes/braves-postgame-expansion-and-two-ai-lessons/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/braves-postgame-expansion-and-two-ai-lessons/</guid><description>Two AI product lessons from the Braves dashboard post-game expansion: use the LLM as a reducer over noisy community signal, and pull the AI label off the UI.</description><pubDate>Sat, 18 Apr 2026 00:00:00 GMT</pubDate></item><item><title>The 35x FLOPs Error That Peer Review Predicted</title><link>https://intentsolutions.io/field-notes/flops-correction-unchecked-derivation-peer-review/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/flops-correction-unchecked-derivation-peer-review/</guid><description>A 35x FLOPs correction in pre-filing patent artifacts validated the reviewers&apos; unchecked-derivation warning. The day&apos;s other shipments show what systematizing against named failure classes looks like.</description><pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Repo-Resolver: Typed Errors and Monorepo Detection</title><link>https://intentsolutions.io/field-notes/repo-resolver-integration-typed-errors-monorepo-detection/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/repo-resolver-integration-typed-errors-monorepo-detection/</guid><description>A shared repo-resolver package shipped into claude-runtime — ADR to integration in seven PRs, with typed error classes and transparent fallback that avoided a flag day.</description><pubDate>Tue, 14 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Knowledge OS: Render, Promote, and the Research Command</title><link>https://intentsolutions.io/field-notes/knowledge-os-render-promote-research-command/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/knowledge-os-render-promote-research-command/</guid><description>intentional-cognition-os ships Epics 8 and 9 — a Marp slide deck renderer, a 7-rule promotion engine with rollback, and the first research command. Three releases in one day: v0.3.0 through v0.4.0.</description><pubDate>Wed, 08 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Resizable Columns and WCAG Contrast Fixes on the Braves Dashboard</title><link>https://intentsolutions.io/field-notes/resizable-columns-wcag-contrast-braves-dashboard/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/resizable-columns-wcag-contrast-braves-dashboard/</guid><description>Adding drag-to-resize panels and fixing WCAG AA contrast ratios on the Braves Booth dashboard — the kind of polish that separates prototypes from broadcast tools.</description><pubDate>Tue, 07 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Knowledge OS Bootstrap: Seven Epics, Marketplace Security, and Production AI Fixes</title><link>https://intentsolutions.io/field-notes/knowledge-os-bootstrap-seven-epics-marketplace-security/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/knowledge-os-bootstrap-seven-epics-marketplace-security/</guid><description>Bootstrapping a local-first knowledge OS from standards documents to working retrieval in one day. Seven epics, six releases, 485 tests. Plus marketplace docs, Firestore security, and Braves AI fixes.</description><pubDate>Mon, 06 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Legal Toolkit, Epic Planning, and a Canary That Stopped Singing</title><link>https://intentsolutions.io/field-notes/legal-toolkit-epic-planning-canary-ci-three-projects/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/legal-toolkit-epic-planning-canary-ci-three-projects/</guid><description>A 12-skill legal toolkit with 5 parallel agents, a 117-bead execution plan reviewed by 6 auditors, and a canary CI pipeline that silently failed for 3 days. Trust but verify across three projects.</description><pubDate>Sun, 05 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Braves Booth v1.0.0: Player Drill-Down, Lineup Cache Bug, and Shipping 1.0</title><link>https://intentsolutions.io/field-notes/braves-booth-v1-release-player-drilldown/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/braves-booth-v1-release-player-drilldown/</guid><description>Shipping v1.0.0 of Braves Booth Intelligence — a real-time broadcast ops tool for Atlanta Braves radio. Player drill-down, a lineup cache bug found in live testing, and 1,684 lines of new code.</description><pubDate>Sat, 04 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Braves Booth — Idle Recap, Dashboard Density, and AI Pitcher Narratives</title><link>https://intentsolutions.io/field-notes/braves-booth-dashboard-ui-refactor-ai-pitcher-narrative/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/braves-booth-dashboard-ui-refactor-ai-pitcher-narrative/</guid><description>Refactoring the Braves broadcast dashboard idle view, eliminating sub-10px fonts, and replacing duplicated AI narrative logic with a structured buildPitcherFacts function.</description><pubDate>Fri, 03 Apr 2026 00:00:00 GMT</pubDate></item><item><title>IntentCAD Viewer — Closing the DWG FastView Gap</title><link>https://intentsolutions.io/field-notes/intentcad-viewer-dwg-fastview-parity/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/intentcad-viewer-dwg-fastview-parity/</guid><description>Web workers, animated zoom, progress feedback, and color-coded selections. The changes that took IntentCAD&apos;s browser viewer from prototype to production-grade — benchmarked against DWG FastView.</description><pubDate>Sat, 28 Mar 2026 00:00:00 GMT</pubDate></item><item><title>Write Once, Publish Everywhere: Building Content Distribution Across Three Sites</title><link>https://intentsolutions.io/field-notes/write-once-publish-everywhere-content-distribution-infra/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/write-once-publish-everywhere-content-distribution-infra/</guid><description>Three sites now share content through automated pipelines: Hugo to Astro backfill, cross-repo plugin sync with repository_dispatch, and a CodeRabbit-caught no-op filter.</description><pubDate>Wed, 25 Mar 2026 00:00:00 GMT</pubDate></item><item><title>Usable, Not Just Functional: Entity Selection, Binary Eval, and 6 UX Fixes Across 4 Repos</title><link>https://intentsolutions.io/field-notes/usable-not-just-functional-four-repos-40-commits/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/usable-not-just-functional-four-repos-40-commits/</guid><description>40+ commits across 4 repos. CAD entity selection gets real bounding boxes, a binary eval framework bootstraps to v0.2.8, and the X triage plugin ships 6 UX features.</description><pubDate>Tue, 24 Mar 2026 00:00:00 GMT</pubDate></item><item><title>Knowledge Base from Zero to API: Lifecycle State Machines and Policy Engines</title><link>https://intentsolutions.io/field-notes/knowledge-base-zero-to-api-lifecycle-state-machine/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/knowledge-base-zero-to-api-lifecycle-state-machine/</guid><description>Building a team knowledge base with lifecycle state machines, policy engines, and git-exported articles — from empty repo to working API in one day.</description><pubDate>Wed, 18 Mar 2026 00:00:00 GMT</pubDate></item><item><title>Live Data Backbone: Cache Layers, Circuit Breakers, and SSE for Broadcast</title><link>https://intentsolutions.io/field-notes/live-data-backbone-cache-circuits-sse/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/live-data-backbone-cache-circuits-sse/</guid><description>Wiring MLB Stats API, GUMBO feeds, and Statcast into a fault-tolerant data layer with TTL caching, circuit breakers, and Server-Sent Events.</description><pubDate>Mon, 02 Mar 2026 00:00:00 GMT</pubDate></item><item><title>Zero to CI: Full-Stack Dashboard in One Session</title><link>https://intentsolutions.io/field-notes/zero-to-ci-full-stack-dashboard-one-session/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/zero-to-ci-full-stack-dashboard-one-session/</guid><description>11 commits from empty repo to green CI. Building the Braves Booth Intelligence dashboard with opinionated stack choices and a CAD agent side quest.</description><pubDate>Sun, 01 Mar 2026 00:00:00 GMT</pubDate></item><item><title>Engine to Product: Three Interfaces, One Codebase</title><link>https://intentsolutions.io/field-notes/engine-to-product-three-interfaces-one-codebase/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/engine-to-product-three-interfaces-one-codebase/</guid><description>Building CLI, REST API, and frontend wizard interfaces on top of a comparison engine. The jump from library to usable product in cad-dxf-agent.</description><pubDate>Sat, 28 Feb 2026 00:00:00 GMT</pubDate></item><item><title>February 2026 State of Affairs: 255 Commits, 12 Projects, and What I Shipped</title><link>https://intentsolutions.io/field-notes/february-2026-state-of-affairs-255-commits-12-projects/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/february-2026-state-of-affairs-255-commits-12-projects/</guid><description>A candid look at 18 days of engineering output: 255+ commits across 12 projects, from blockchain infrastructure to CAD agents to auth debugging.</description><pubDate>Sun, 22 Feb 2026 00:00:00 GMT</pubDate></item><item><title>IRSB Monorepo v1.0.0: Extracting Shared Packages and Unifying a Blockchain Platform</title><link>https://intentsolutions.io/field-notes/irsb-monorepo-v1-extracting-shared-packages/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/irsb-monorepo-v1-extracting-shared-packages/</guid><description>How I extracted @irsb/kms-signer and @irsb/types into shared packages, unified a blockchain platform under one monorepo, dealt with port conflicts, and split CI tests for 3x faster runs.</description><pubDate>Mon, 16 Feb 2026 00:00:00 GMT</pubDate></item><item><title>Designing a Local-First Resume Parser: Architecture Decisions for Edge AI</title><link>https://intentsolutions.io/field-notes/designing-local-first-resume-parser-architecture-edge-ai/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/designing-local-first-resume-parser-architecture-edge-ai/</guid><description>Documenting the architecture decisions for Resume Realtime - a planned Chrome extension for local resume parsing. This post covers the technical choices made before writing production code.</description><pubDate>Thu, 11 Dec 2025 00:00:00 GMT</pubDate></item><item><title>How to Get Your ADK Agent into Google&apos;s Official Community Showcase</title><link>https://intentsolutions.io/field-notes/how-to-get-adk-agent-into-google-community-showcase/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/how-to-get-adk-agent-into-google-community-showcase/</guid><description>A tactical breakdown of contributing to Google&apos;s agent-starter-pack repository and getting recognized as a production-grade ADK reference implementation.</description><pubDate>Thu, 11 Dec 2025 00:00:00 GMT</pubDate></item><item><title>Building an Idempotent Stripe Billing Enforcement Engine for Firestore</title><link>https://intentsolutions.io/field-notes/building-idempotent-stripe-billing-enforcement-firestore/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/building-idempotent-stripe-billing-enforcement-firestore/</guid><description>How we built a unified plan enforcement engine that handles duplicate webhooks, out-of-order events, and automatic drift correction for Stripe billing in a Firestore-backed SaaS application.</description><pubDate>Mon, 17 Nov 2025 00:00:00 GMT</pubDate></item><item><title>Fine-Tuning IAM1: Building a Hierarchical Multi-Agent System on Vertex AI</title><link>https://intentsolutions.io/field-notes/fine-tuning-iam1-hierarchical-multi-agent-vertex-ai/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/fine-tuning-iam1-hierarchical-multi-agent-vertex-ai/</guid><description>Deep dive into fine-tuning a Regional Manager AI agent (IAM1) with hierarchical multi-agent orchestration on Vertex AI Agent Engine. Real implementation of decision frameworks and specialist delegation.</description><pubDate>Sun, 09 Nov 2025 00:00:00 GMT</pubDate></item><item><title>Building a Production Multi-Agent AI System: BrightStream&apos;s 10-Agent Architecture on Vertex AI</title><link>https://intentsolutions.io/field-notes/building-production-multi-agent-ai-brightstream-vertex-ai/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/building-production-multi-agent-ai-brightstream-vertex-ai/</guid><description>The real journey from concept to production: building BrightStream&apos;s 10-agent positive news platform on Google Vertex AI Agent Engine. Multi-agent debate, parallel execution, and 89% cost reduction through architectural optimization.</description><pubDate>Thu, 30 Oct 2025 00:00:00 GMT</pubDate></item><item><title>Architecting a Production Multi-Agent AI Platform: Technical Leadership in Action</title><link>https://intentsolutions.io/field-notes/architecting-production-multi-agent-ai-platform-technical-leadership/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/architecting-production-multi-agent-ai-platform-technical-leadership/</guid><description>Architecting a Production Multi-Agent AI Platform: Technical Leadership in Action</description><pubDate>Wed, 29 Oct 2025 00:00:00 GMT</pubDate></item><item><title>The Coasean Singularity: How AI Agents Will Transform Digital Markets</title><link>https://intentsolutions.io/field-notes/coasean-singularity-ai-agents-market-transformation/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/coasean-singularity-ai-agents-market-transformation/</guid><description>Analysis of groundbreaking NBER research on how autonomous AI agents will reshape digital markets by reducing transaction costs to near-zero, enabling new market designs and regulatory challenges.</description><pubDate>Fri, 24 Oct 2025 00:00:00 GMT</pubDate></item><item><title>October 2025 State of Affairs: Five Production Platforms and What They Taught Me</title><link>https://intentsolutions.io/field-notes/intent-solutions-october-2025-state-of-affairs/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/intent-solutions-october-2025-state-of-affairs/</guid><description>A candid look at Intent Solutions&apos; current projects: DiagnosticPro, Hustle, CostPlusDB, ClaudeCodePlugins, and what running five production platforms simultaneously teaches you about deployment velocity.</description><pubDate>Mon, 20 Oct 2025 00:00:00 GMT</pubDate></item><item><title>Intent Solutions Portfolio 2025: Five Production Platforms and the Architecture Behind 4-Day Deployments</title><link>https://intentsolutions.io/field-notes/intent-solutions-portfolio-2025-production-deployment-velocity/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/intent-solutions-portfolio-2025-production-deployment-velocity/</guid><description>Deep dive into Intent Solutions&apos; five production platforms: DiagnosticPro, Hustle, CostPlusDB, ClaudeCodePlugins, and the technical architecture enabling concept-to-production deployment in days, not months.</description><pubDate>Mon, 20 Oct 2025 00:00:00 GMT</pubDate></item><item><title>Scaling AI Batch Processing: Enhancing 235 Plugins with Vertex AI Gemini on the Free Tier</title><link>https://intentsolutions.io/field-notes/scaling-ai-batch-processing-enhancing-235-plugins-with-vertex-ai-gemini-on-the-free-tier/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/scaling-ai-batch-processing-enhancing-235-plugins-with-vertex-ai-gemini-on-the-free-tier/</guid><description>Building an overnight batch processing system to enhance 235 Claude Code plugins using Vertex AI Gemini 2.0 Flash - complete with rate limiting, SQLite audit trails, and Turso disaster recovery. The full technical journey from conservative 90s delays to optimized 45s processing.</description><pubDate>Sun, 19 Oct 2025 00:00:00 GMT</pubDate></item><item><title>Scaling AI Systems: Production Batch Processing with Built-In Disaster Recovery</title><link>https://intentsolutions.io/field-notes/scaling-ai-systems-disaster-recovery-production-batch-processing/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/scaling-ai-systems-disaster-recovery-production-batch-processing/</guid><description>Scaling AI Systems: Production Batch Processing with Built-In Disaster Recovery</description><pubDate>Sun, 19 Oct 2025 00:00:00 GMT</pubDate></item><item><title>Building Production-Grade CI/CD: From Documentation Chaos to Automated Deployment</title><link>https://intentsolutions.io/field-notes/building-production-ci-cd-documentation-to-deployment/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/building-production-ci-cd-documentation-to-deployment/</guid><description>Building Production-Grade CI/CD: From Documentation Chaos to Automated Deployment</description><pubDate>Fri, 17 Oct 2025 00:00:00 GMT</pubDate></item><item><title>Deploying Next.js 15 to Google Cloud Run: From Zero to HTTPS in 2 Hours</title><link>https://intentsolutions.io/field-notes/deploying-nextjs-15-google-cloud-run-custom-domain-ssl/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/deploying-nextjs-15-google-cloud-run-custom-domain-ssl/</guid><description>Complete guide to deploying Next.js 15 with Docker to Google Cloud Run, configuring custom domains, SSL certificates, and global load balancing. Real troubleshooting included.</description><pubDate>Sat, 11 Oct 2025 00:00:00 GMT</pubDate></item><item><title>Building Production-Grade Testing Infrastructure: A Playwright + GitHub Actions Case Study</title><link>https://intentsolutions.io/field-notes/building-production-grade-testing-infrastructure-playwright-case-study/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/building-production-grade-testing-infrastructure-playwright-case-study/</guid><description>How I implemented enterprise-grade testing infrastructure with Playwright, GitHub Actions CI/CD, and automated quality gates for a production survey system - complete with debugging journey and lessons learned.</description><pubDate>Wed, 08 Oct 2025 00:00:00 GMT</pubDate></item><item><title>Making a Youth Sports App COPPA-Compliant: The Real Process From Question to Production</title><link>https://intentsolutions.io/field-notes/coppa-compliance-youth-sports-app-real-implementation-process/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/coppa-compliance-youth-sports-app-real-implementation-process/</guid><description>A complete walkthrough of implementing COPPA-compliant legal framework for a youth athlete tracking app, including the questions asked, solutions tried, failures encountered, and the final production release.</description><pubDate>Wed, 08 Oct 2025 00:00:00 GMT</pubDate></item><item><title>Hybrid AI Stack: Reduce AI API Costs by 60-80% with Intelligent Request Routing</title><link>https://intentsolutions.io/field-notes/hybrid-ai-stack-reduce-costs-60-80-percent-intelligent-routing/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/hybrid-ai-stack-reduce-costs-60-80-percent-intelligent-routing/</guid><description>Production-ready AI orchestration system that intelligently routes requests between local CPU-based models and cloud APIs to slash costs by 60-80%. Complete architecture, deployment guide, and ROI analysis.</description><pubDate>Tue, 07 Oct 2025 00:00:00 GMT</pubDate></item><item><title>Terraform for AI Infrastructure: Complete Learning Guide from Zero to Production</title><link>https://intentsolutions.io/field-notes/terraform-complete-learning-guide-infrastructure-as-code/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/terraform-complete-learning-guide-infrastructure-as-code/</guid><description>Comprehensive Terraform learning resource covering core concepts, best practices, state management, modules, and real-world examples for AI and cloud infrastructure deployment.</description><pubDate>Tue, 07 Oct 2025 00:00:00 GMT</pubDate></item><item><title>Self-Hosting n8n on Contabo VPS: Enterprise Automation with Zero Recurring Costs</title><link>https://intentsolutions.io/field-notes/self-hosting-n8n-enterprise-automation-zero-monthly-cost/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/self-hosting-n8n-enterprise-automation-zero-monthly-cost/</guid><description>Production-ready n8n deployment on a Contabo VPS — complete architecture, SSL via Caddy, Docker stack, and operational runbook for eliminating recurring SaaS fees.</description><pubDate>Sat, 04 Oct 2025 00:00:00 GMT</pubDate></item><item><title>Leading Complex System Onboarding: From Documentation to Infrastructure Access</title><link>https://intentsolutions.io/field-notes/leading-complex-system-onboarding-documentation-to-infrastructure-access/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/leading-complex-system-onboarding-documentation-to-infrastructure-access/</guid><description>How I approached onboarding a Senior Cybersecurity Engineer to a complex multi-project platform, building reusable frameworks and solving real infrastructure challenges.</description><pubDate>Wed, 01 Oct 2025 00:00:00 GMT</pubDate></item><item><title>Enterprise Documentation Transformation: Git-Native TaskWarrior Workflows for Platform Reorganization</title><link>https://intentsolutions.io/field-notes/enterprise-documentation-transformation-git-native-taskwarrior-workflows/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/enterprise-documentation-transformation-git-native-taskwarrior-workflows/</guid><description>How to systematically transform production platforms using git-native documentation workflows, TaskWarrior CLI integration, and enterprise-grade organizational patterns. A real case study from DiagnosticPro platform reorganization.</description><pubDate>Tue, 30 Sep 2025 00:00:00 GMT</pubDate></item><item><title>Transforming Complex N8N Workflows: From Analysis to Enterprise Tech Intelligence Platform</title><link>https://intentsolutions.io/field-notes/enterprise-workflow-transformation-n8n-tech-intelligence-platform/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/enterprise-workflow-transformation-n8n-tech-intelligence-platform/</guid><description>Transforming Complex N8N Workflows: From Analysis to Enterprise Tech Intelligence Platform</description><pubDate>Sun, 28 Sep 2025 00:00:00 GMT</pubDate></item><item><title>Enterprise Software Transformation: From Framework to Production Server - A Project Management Case Study</title><link>https://intentsolutions.io/field-notes/enterprise-software-transformation-waygate-mcp-case-study/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/enterprise-software-transformation-waygate-mcp-case-study/</guid><description>Enterprise Software Transformation: From Framework to Production Server - A Project Management Case Study</description><pubDate>Sun, 28 Sep 2025 00:00:00 GMT</pubDate></item><item><title>Building Multi-Platform Developer Tools: Scaling an Open-Source Project from 1 to 5 Platforms</title><link>https://intentsolutions.io/field-notes/building-multi-platform-developer-tools/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/building-multi-platform-developer-tools/</guid><description>Building Multi-Platform Developer Tools: Scaling an Open-Source Project from 1 to 5 Platforms</description><pubDate>Sat, 27 Sep 2025 00:00:00 GMT</pubDate></item><item><title>Building a 254-Table BigQuery Schema in 72 Hours</title><link>https://intentsolutions.io/field-notes/building-254-table-bigquery-schema-72-hours/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/building-254-table-bigquery-schema-72-hours/</guid><description>How we architected and deployed a massive 254-table BigQuery schema in just 72 hours, handling data from multiple sources at scale with 10,000 records/second throughput</description><pubDate>Mon, 08 Sep 2025 00:00:00 GMT</pubDate></item><item><title>Building DiagnosticPro: AI-Powered Vehicle Diagnostics Platform</title><link>https://intentsolutions.io/field-notes/diagnosticpro-case-study/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/diagnosticpro-case-study/</guid><description>How we built a professional-grade AI vehicle diagnostics platform in days, not months - featuring GPT-4, 254+ BigQuery tables, and multi-source data pipelines</description><pubDate>Mon, 08 Sep 2025 00:00:00 GMT</pubDate></item></channel></rss>
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+<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Field Notes | intent solutions io</title><description>Architecture decisions, production systems, and technical leadership from shipping real AI infrastructure.</description><link>https://intentsolutions.io/</link><language>en-us</language><item><title>Git Plumbing for an Unattended Cron on a Shared Checkout</title><link>https://intentsolutions.io/field-notes/git-plumbing-unattended-cron-shared-checkout/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/git-plumbing-unattended-cron-shared-checkout/</guid><description>When an unattended cron has to commit to a shared, often-dirty checkout, git plumbing beats porcelain: hash-object + commit-tree + push survives concurrent sessions, behind-branch state, and push races.</description><pubDate>Mon, 21 Sep 2026 00:00:00 GMT</pubDate></item><item><title>Three Self-Healing Classes for an Unattended AI Pipeline</title><link>https://intentsolutions.io/field-notes/three-classes-of-self-healing-and-slow-is-not-failed/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/three-classes-of-self-healing-and-slow-is-not-failed/</guid><description>Three self-healing classes keep an unattended AI pipeline quiet: repair rounds, depth-capped provider failover, and nightly catch-up of older dates.</description><pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate></item><item><title>Reachability Is Not Freshness</title><link>https://intentsolutions.io/field-notes/reachability-is-not-freshness/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/reachability-is-not-freshness/</guid><description>Endpoint reachability and data freshness require separate checks. A status page returned HTTP 200 while serving stale July snapshots.</description><pubDate>Thu, 17 Sep 2026 00:00:00 GMT</pubDate></item><item><title>Hash-Sealed Evidence: One Feature, 19,461 Lines Rebuilt</title><link>https://intentsolutions.io/field-notes/the-cost-of-one-feature-in-a-sealed-repo/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-cost-of-one-feature-in-a-sealed-repo/</guid><description>Sealed evidence expires when content changes. Adding a feature to omaTrail rewrote 19,461 lines of its balance report before shipping.</description><pubDate>Mon, 07 Sep 2026 00:00:00 GMT</pubDate></item><item><title>The Primary Record Settles What a Derived One Assumed</title><link>https://intentsolutions.io/field-notes/the-corrected-record-was-still-wrong/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-corrected-record-was-still-wrong/</guid><description>A derived record inherits facts from other derived records. Four systems in one day carried a confident wrong fact until a primary source settled it.</description><pubDate>Sun, 06 Sep 2026 00:00:00 GMT</pubDate></item><item><title>Auditing Written Claims Against Their Artifacts</title><link>https://intentsolutions.io/field-notes/the-second-review-that-audits-the-claims/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-second-review-that-audits-the-claims/</guid><description>A second review pass checks written claims against the artifacts they cite. It repaired about twenty statements of fact in records already treated as done.</description><pubDate>Sat, 05 Sep 2026 00:00:00 GMT</pubDate></item><item><title>Claude Code Subagents Load at Session Start, Not at Commit</title><link>https://intentsolutions.io/field-notes/project-subagents-load-at-session-start/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/project-subagents-load-at-session-start/</guid><description>Claude Code registers project subagents at session start, so committed agents aren&apos;t available until restart. A human caught it, not the system.</description><pubDate>Fri, 04 Sep 2026 00:00:00 GMT</pubDate></item><item><title>When a Gate Should Re-Run the Step Instead of Trusting Its Receipt</title><link>https://intentsolutions.io/field-notes/stop-trusting-the-stored-claim/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/stop-trusting-the-stored-claim/</guid><description>Have the gate re-run a deterministic step instead of trusting its receipt. Why the lander heals the record itself, and why uncommitted makes it safe.</description><pubDate>Thu, 03 Sep 2026 00:00:00 GMT</pubDate></item><item><title>Photo to Listing: Barcode Decoding and LLM Re-rank</title><link>https://intentsolutions.io/field-notes/barcode-first-vision-model-second/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/barcode-first-vision-model-second/</guid><description>Exact issue identification is retrieval work, not vision work. How a photo to listing pipeline puts the LLM in the re-rank seat behind an evidence gate.</description><pubDate>Tue, 01 Sep 2026 00:00:00 GMT</pubDate></item><item><title>Bind the Receipt to the Commit It Installed</title><link>https://intentsolutions.io/field-notes/the-commit-the-test-actually-installed/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-commit-the-test-actually-installed/</guid><description>An E2E test receipt that carries the installed commit hash makes provenance checkable. Six commits on one lane, three of them asserting a literal string.</description><pubDate>Thu, 27 Aug 2026 00:00:00 GMT</pubDate></item><item><title>Every Verdict Carries the Scope It Actually Ran</title><link>https://intentsolutions.io/field-notes/a-green-result-only-covers-what-it-ran/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/a-green-result-only-covers-what-it-ran/</guid><description>A verdict covers only what it ran. Four same-day cases, including a request-forgery class closed by deleting the feature it lived in.</description><pubDate>Tue, 25 Aug 2026 00:00:00 GMT</pubDate></item><item><title>Refusing to Classify Beats Matching Harder</title><link>https://intentsolutions.io/field-notes/the-green-badge-came-back-through-a-hyphen/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-green-badge-came-back-through-a-hyphen/</guid><description>A status classifier should refuse wording it cannot positively recognize. A negation guard closed one bypass in a governance view, and a hyphen walked past it.</description><pubDate>Mon, 24 Aug 2026 00:00:00 GMT</pubDate></item><item><title>A Duplicate Is a Relation, Not a Property</title><link>https://intentsolutions.io/field-notes/a-duplicate-is-a-relation-not-a-property/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/a-duplicate-is-a-relation-not-a-property/</guid><description>Duplicate detection needs to see multiple files at once. A check inside a per-item loop can only guess.</description><pubDate>Sun, 23 Aug 2026 00:00:00 GMT</pubDate></item><item><title>A Closed Epic Is a Claim, Not a Fact</title><link>https://intentsolutions.io/field-notes/we-told-the-auditors-to-refute-us/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/we-told-the-auditors-to-refute-us/</guid><description>Three agents re-executed 37 closure claims on four shipped epics and refuted three. An audit briefed to refute, not confirm, finds what a review misses.</description><pubDate>Thu, 20 Aug 2026 00:00:00 GMT</pubDate></item><item><title>Make the Guard Prove It Can Fail</title><link>https://intentsolutions.io/field-notes/the-gate-that-could-not-fail/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-gate-that-could-not-fail/</guid><description>A guard with no reachable red path is not a guard. Four gates in one day whose verdicts were decoupled from the thing they claimed to measure.</description><pubDate>Tue, 18 Aug 2026 00:00:00 GMT</pubDate></item><item><title>Seventeen Spellings of the Same Number</title><link>https://intentsolutions.io/field-notes/seventeen-spellings-of-the-same-number/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/seventeen-spellings-of-the-same-number/</guid><description>A checker that governs published skill counts must discover them without hardcoding variable names. Every commit found a new legal spelling to handle.</description><pubDate>Mon, 17 Aug 2026 00:00:00 GMT</pubDate></item><item><title>Four Slices, One Shape</title><link>https://intentsolutions.io/field-notes/four-slices-one-shape/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/four-slices-one-shape/</guid><description>Four repos on one day, each shipping a slice, each filing the AAR before the next one started. The pattern that is starting to recur on its own.</description><pubDate>Fri, 14 Aug 2026 00:00:00 GMT</pubDate></item><item><title>Cut What Was Not Earned</title><link>https://intentsolutions.io/field-notes/cut-what-wasnt-earned/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/cut-what-wasnt-earned/</guid><description>Four repos, one habit: an artifact has to earn its claim or it gets cut. The day was mostly the cutting.</description><pubDate>Thu, 13 Aug 2026 00:00:00 GMT</pubDate></item><item><title>Six Systems Reporting Nothing</title><link>https://intentsolutions.io/field-notes/the-status-nothing-could-write-to/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-status-nothing-could-write-to/</guid><description>When the reporter cannot report. A health check that lied, a ledger with no writer, and a lint gate that ran on nothing. Six systems, same defect class.</description><pubDate>Wed, 12 Aug 2026 00:00:00 GMT</pubDate></item><item><title>Every Fix Failed in the Shape of the Bug It Fixed</title><link>https://intentsolutions.io/field-notes/every-fix-failed-in-the-shape-of-the-bug/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/every-fix-failed-in-the-shape-of-the-bug/</guid><description>An invariant guarded by adjacent checks is only as honest as the checks. Seven commits of corrections, then it moved into a schema that refuses the claim.</description><pubDate>Tue, 11 Aug 2026 00:00:00 GMT</pubDate></item><item><title>A Dead Socket Is Not a Dead Host</title><link>https://intentsolutions.io/field-notes/a-dead-socket-is-not-a-dead-host/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/a-dead-socket-is-not-a-dead-host/</guid><description>When two facts share one value, the signal cannot tell them apart. A socket race is not a host failure.</description><pubDate>Mon, 10 Aug 2026 00:00:00 GMT</pubDate></item><item><title>The Agent&apos;s Mistakes Were the Fast Ones</title><link>https://intentsolutions.io/field-notes/the-agents-mistakes-were-the-fast-ones/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-agents-mistakes-were-the-fast-ones/</guid><description>Six agent failures on a self-hosted team relay. Five traced back to a rule I wrote down and never made anything actually enforce.</description><pubDate>Sun, 09 Aug 2026 00:00:00 GMT</pubDate></item><item><title>Three Copies of the Key, None of the Passphrase</title><link>https://intentsolutions.io/field-notes/three-copies-of-the-key-none-of-the-passphrase/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/three-copies-of-the-key-none-of-the-passphrase/</guid><description>Borg backup encrypted across three hosts: each copy holds the repokey, none holds the passphrase. Why redundancy hid a single point of failure.</description><pubDate>Sat, 08 Aug 2026 00:00:00 GMT</pubDate></item><item><title>Onboarding One Person Audited the Whole Estate</title><link>https://intentsolutions.io/field-notes/onboarding-one-person-audited-the-whole-estate/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/onboarding-one-person-audited-the-whole-estate/</guid><description>Write down every grant for a new hire and the estate answers: grants that were not access, accounts we could not revoke, a fix that nearly broke a backup.</description><pubDate>Fri, 07 Aug 2026 00:00:00 GMT</pubDate></item><item><title>Nothing Read It, So Nothing Failed</title><link>https://intentsolutions.io/field-notes/nothing-read-it-so-nothing-failed/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/nothing-read-it-so-nothing-failed/</guid><description>Five defects in one day across five substrates, all the same shape: an artifact with a producer and no consumer. That is why none of them ever failed.</description><pubDate>Wed, 05 Aug 2026 00:00:00 GMT</pubDate></item><item><title>The Filesystem Was the Only Thing They Shared</title><link>https://intentsolutions.io/field-notes/the-filesystem-was-the-only-thing-they-shared/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-filesystem-was-the-only-thing-they-shared/</guid><description>Four models, nine threads, one disk. Two missed nights with two unrelated root causes, and a bug filed against a file another session already fixed.</description><pubDate>Tue, 04 Aug 2026 00:00:00 GMT</pubDate></item><item><title>Good mechanisms are not an architecture until a doctrine names them</title><link>https://intentsolutions.io/field-notes/llm-legible-deterministic-architecture/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/llm-legible-deterministic-architecture/</guid><description>You can ship a dozen good mechanisms and still have no architecture. A doctrine names why they cohere and forces every capability to fail closed.</description><pubDate>Thu, 23 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Wrong-Mode Green Is Not a Gate</title><link>https://intentsolutions.io/field-notes/wrong-mode-green-is-not-a-gate/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/wrong-mode-green-is-not-a-gate/</guid><description>A freshness gate that accepts the wrong mode flag and still exits green trains people to trust a board that cannot see. Pin the argv semantics, not just the script path.</description><pubDate>Wed, 22 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Temporary Is Not a Plan: Fork Discipline for an Adopted LMS</title><link>https://intentsolutions.io/field-notes/temporary-is-not-a-plan/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/temporary-is-not-a-plan/</guid><description>Adopting an open source LMS got us live in days. What keeps a fork from becoming a private product: a named upstream path and a written retirement condition.</description><pubDate>Tue, 21 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Do Not Blindly Restart: Designing a Self-Healing Watchdog That Stays Honest</title><link>https://intentsolutions.io/field-notes/do-not-blindly-restart/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/do-not-blindly-restart/</guid><description>A burn-in watchdog latched on a phantom io spike. The fix: fail-closed self-healing that restarts an allowlist, latches everything else, and never trusts one sample.</description><pubDate>Mon, 20 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Passing Is Not Validating: A Green Check With No Teeth</title><link>https://intentsolutions.io/field-notes/passing-is-not-validating/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/passing-is-not-validating/</guid><description>A JSON Schema validator passed all 19 checks while validating nothing. How a code review proved it, and the teeth check that fixed it.</description><pubDate>Sun, 19 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Let the Model Judge. Make the Code Decide.</title><link>https://intentsolutions.io/field-notes/let-the-model-judge-make-the-code-decide/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/let-the-model-judge-make-the-code-decide/</guid><description>A production writing pipeline rebuilt around one rule: the language model owns judgment, deterministic code owns the gates and the audit trail.</description><pubDate>Fri, 17 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Exit 0 Is Not Success: Automation Assurance That Verifies Outcomes</title><link>https://intentsolutions.io/field-notes/exit-0-is-not-success/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/exit-0-is-not-success/</guid><description>A green exit code can hide a dead job. Intent-OS automation assurance treats outcome verification as the success criterion, not exit 0.</description><pubDate>Tue, 14 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Empty Is Not Clean: Five Fail-Open Bugs in an AI Agent</title><link>https://intentsolutions.io/field-notes/empty-is-not-clean/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/empty-is-not-clean/</guid><description>One fail-open bug, five disguises: empty args, an empty log, a missing property, a sheared chain, an unset scope. When there&apos;s nothing to check, fail closed.</description><pubDate>Mon, 13 Jul 2026 00:00:00 GMT</pubDate></item><item><title>The Kernel Must Not Import Its Agents</title><link>https://intentsolutions.io/field-notes/the-kernel-must-not-import-its-agents/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-kernel-must-not-import-its-agents/</guid><description>We extracted a stateful watcher agent from a governance kernel and enforced a one-way agent-to-kernel dependency edge — the kernel must not import its agents.</description><pubDate>Sun, 12 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Making a Fire-and-Forget Writer Safe Under Failure</title><link>https://intentsolutions.io/field-notes/making-fire-and-forget-capture-safe-under-failure/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/making-fire-and-forget-capture-safe-under-failure/</guid><description>Five properties an unattended capture hook needs before you turn it on: idempotent intake, durable outbox, backpressure, atomic receipts, consent gate.</description><pubDate>Sat, 11 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Adversarial Review: The Six Lenses That Halted a Rollout</title><link>https://intentsolutions.io/field-notes/adversarial-review-before-team-rollout/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/adversarial-review-before-team-rollout/</guid><description>A six-lens adversarial review checked a team knowledge system against live state, broke three shipped assumptions, and gated 18 risks to halt the rollout.</description><pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Noise-Robust LLM-Judge Evals: Don&apos;t Sign a Coin Flip</title><link>https://intentsolutions.io/field-notes/noise-robust-signed-llm-judge-evals/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/noise-robust-signed-llm-judge-evals/</guid><description>An un-seeded LLM judge is a coin flip even at temperature 0. How we made signed eval verdicts replayable instead of attesting noise.</description><pubDate>Tue, 07 Jul 2026 00:00:00 GMT</pubDate></item><item><title>Gate the Statement, Not the Tool Name</title><link>https://intentsolutions.io/field-notes/gate-the-statement-not-the-tool-name/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/gate-the-statement-not-the-tool-name/</guid><description>When one MCP tool carries every SQL verb, allowlisting tool names is theater. The safety boundary has to read the statement — here&apos;s how that gate was built.</description><pubDate>Mon, 29 Jun 2026 00:00:00 GMT</pubDate></item><item><title>When LLM Output Lies Instead of Crashing</title><link>https://intentsolutions.io/field-notes/when-llm-output-lies-instead-of-crashing/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/when-llm-output-lies-instead-of-crashing/</guid><description>An LLM-output parsing bug silently understated a cost report via case-sensitivity. One-line normalizer fix plus 5 defensive hardening steps.</description><pubDate>Sat, 27 Jun 2026 00:00:00 GMT</pubDate></item><item><title>MCP Server Auth: The API Is the Real Boundary</title><link>https://intentsolutions.io/field-notes/the-api-is-the-real-boundary/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-api-is-the-real-boundary/</guid><description>Per-user tokens, a server-side write gate, and a separate access log — why an MCP server&apos;s client-side tool gate is UX, not a security boundary.</description><pubDate>Sat, 13 Jun 2026 00:00:00 GMT</pubDate></item><item><title>When --cap-drop ALL Broke the Gate Socket</title><link>https://intentsolutions.io/field-notes/cap-drop-all-broke-the-gate-socket/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/cap-drop-all-broke-the-gate-socket/</guid><description>Hardening a container hid a permission bug: --cap-drop ALL stripped CAP_DAC_OVERRIDE, and a gate socket silently stopped governing every tool call.</description><pubDate>Fri, 12 Jun 2026 00:00:00 GMT</pubDate></item><item><title>Green CI Proves Nothing: Why Your Tests Gate Zero Calls</title><link>https://intentsolutions.io/field-notes/when-green-ci-proves-nothing/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/when-green-ci-proves-nothing/</guid><description>CI dogfood for AI-agent governance went green while gating zero tool calls. Here&apos;s why a passing test proving nothing is worse than a red one.</description><pubDate>Thu, 11 Jun 2026 00:00:00 GMT</pubDate></item><item><title>The Wrong Product, Built Perfectly</title><link>https://intentsolutions.io/field-notes/the-wrong-product-built-perfectly/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/the-wrong-product-built-perfectly/</guid><description>A new site was scaffolded, deployed, and live with valid TLS in under an hour — then declared the wrong product. The decoupling made the reversal cheap.</description><pubDate>Fri, 05 Jun 2026 00:00:00 GMT</pubDate></item><item><title>Safety Model First: 16-Tool Ops MCP, One Day</title><link>https://intentsolutions.io/field-notes/server-ops-mcp-safety-before-tools/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/server-ops-mcp-safety-before-tools/</guid><description>Design a 7-point safety model before writing tools. How server-ops-mcp shipped 16 tools, 40 tests, and v0.1.0 in a single day.</description><pubDate>Fri, 22 May 2026 00:00:00 GMT</pubDate></item><item><title>Honest Perf Benchmarks for a Paid-API Compiler</title><link>https://intentsolutions.io/field-notes/honest-perf-benchmarks-paid-api-compiler/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/honest-perf-benchmarks-paid-api-compiler/</guid><description>Four PRs, three releases, and a benchmark suite that won&apos;t lie to you: seeded-RNG corpora, double-gated Claude scenarios, and skipped-but-recorded records.</description><pubDate>Sun, 17 May 2026 00:00:00 GMT</pubDate></item><item><title>Forty-Four Minutes Before First Pitch: An LLM Fallback Chain and a Live Probability Gauge in One Session</title><link>https://intentsolutions.io/field-notes/broadcast-day-llm-fallback-jchads-challenge/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/broadcast-day-llm-fallback-jchads-challenge/</guid><description>Groq quota died 44 minutes before a live broadcast. The fix was a 4-tier LLM fallback chain ending in a facts-only renderer. Then we shipped JChad&apos;s Challenge in the same session.</description><pubDate>Wed, 29 Apr 2026 00:00:00 GMT</pubDate></item><item><title>The Rubric Sits On Top Of The Spec: A Schema Validator Postmortem</title><link>https://intentsolutions.io/field-notes/schema-debacle-rubric-on-spec-postmortem/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/schema-debacle-rubric-on-spec-postmortem/</guid><description>Postmortem on a schema validator debacle: when a stricter enterprise rubric is built on top of a permissive open spec, the rubric must be additive, never the spec&apos;s floor.</description><pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Ending a Four-Month Silent Fail: Cross-Repo Triangulation on a Broken Gemini PR Workflow</title><link>https://intentsolutions.io/field-notes/gemini-pr-review-silent-fail-cross-repo-triangulation/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/gemini-pr-review-silent-fail-cross-repo-triangulation/</guid><description>When a Gemini PR review workflow silently fails for four months, your first-principles fix is the suspect. Triangulate against a working reference.</description><pubDate>Thu, 23 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Enforcement Travels With the Code: Shipping @intentsolutions/audit-harness v0.1.0</title><link>https://intentsolutions.io/field-notes/audit-harness-v010-enforcement-travels-with-code/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/audit-harness-v010-enforcement-travels-with-code/</guid><description>Testing policy enforcement that lives in ~/.claude/ cannot travel with a fresh clone. audit-harness v0.1.0 moves the gates into each repo as a versioned dev dependency — npm, PyPI, crates, and bash install.sh.</description><pubDate>Tue, 21 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Manifest System + Mutation Testing: Two Ways to Find Out What Actually Works</title><link>https://intentsolutions.io/field-notes/manifest-system-mutation-testing-pyramid/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/manifest-system-mutation-testing-pyramid/</guid><description>Epic 31-B lands the publish side of the bot-manifest protocol in claude-code-slack-channel. Epic 31 closes with an audit. Mutation tests and a cyclomatic gate make the test pyramid stop lying.</description><pubDate>Mon, 20 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Four Releases in One Day: How the claude-code-slack-channel Security Sprint Actually Shipped</title><link>https://intentsolutions.io/field-notes/ccsc-five-releases-one-day-security-sprint/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/ccsc-five-releases-one-day-security-sprint/</guid><description>Epic 29-A, 30-A, 30-B, 32-B land in a single calendar day across v0.5.0 → v0.5.1 → v0.6.0 → v0.7.0 — a supervisor, a hash-chained audit journal, and a policy engine that never sees manifests.</description><pubDate>Sun, 19 Apr 2026 00:00:00 GMT</pubDate></item><item><title>LLM-as-Reducer and the Case for Killing the AI Label</title><link>https://intentsolutions.io/field-notes/braves-postgame-expansion-and-two-ai-lessons/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/braves-postgame-expansion-and-two-ai-lessons/</guid><description>Two AI product lessons from the Braves dashboard post-game expansion: use the LLM as a reducer over noisy community signal, and pull the AI label off the UI.</description><pubDate>Sat, 18 Apr 2026 00:00:00 GMT</pubDate></item><item><title>The 35x FLOPs Error That Peer Review Predicted</title><link>https://intentsolutions.io/field-notes/flops-correction-unchecked-derivation-peer-review/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/flops-correction-unchecked-derivation-peer-review/</guid><description>A 35x FLOPs correction in pre-filing patent artifacts validated the reviewers&apos; unchecked-derivation warning. The day&apos;s other shipments show what systematizing against named failure classes looks like.</description><pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Repo-Resolver: Typed Errors and Monorepo Detection</title><link>https://intentsolutions.io/field-notes/repo-resolver-integration-typed-errors-monorepo-detection/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/repo-resolver-integration-typed-errors-monorepo-detection/</guid><description>A shared repo-resolver package shipped into claude-runtime — ADR to integration in seven PRs, with typed error classes and transparent fallback that avoided a flag day.</description><pubDate>Tue, 14 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Knowledge OS: Render, Promote, and the Research Command</title><link>https://intentsolutions.io/field-notes/knowledge-os-render-promote-research-command/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/knowledge-os-render-promote-research-command/</guid><description>intentional-cognition-os ships Epics 8 and 9 — a Marp slide deck renderer, a 7-rule promotion engine with rollback, and the first research command. Three releases in one day: v0.3.0 through v0.4.0.</description><pubDate>Wed, 08 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Resizable Columns and WCAG Contrast Fixes on the Braves Dashboard</title><link>https://intentsolutions.io/field-notes/resizable-columns-wcag-contrast-braves-dashboard/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/resizable-columns-wcag-contrast-braves-dashboard/</guid><description>Adding drag-to-resize panels and fixing WCAG AA contrast ratios on the Braves Booth dashboard — the kind of polish that separates prototypes from broadcast tools.</description><pubDate>Tue, 07 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Knowledge OS Bootstrap: Seven Epics, Marketplace Security, and Production AI Fixes</title><link>https://intentsolutions.io/field-notes/knowledge-os-bootstrap-seven-epics-marketplace-security/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/knowledge-os-bootstrap-seven-epics-marketplace-security/</guid><description>Bootstrapping a local-first knowledge OS from standards documents to working retrieval in one day. Seven epics, six releases, 485 tests. Plus marketplace docs, Firestore security, and Braves AI fixes.</description><pubDate>Mon, 06 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Legal Toolkit, Epic Planning, and a Canary That Stopped Singing</title><link>https://intentsolutions.io/field-notes/legal-toolkit-epic-planning-canary-ci-three-projects/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/legal-toolkit-epic-planning-canary-ci-three-projects/</guid><description>A 12-skill legal toolkit with 5 parallel agents, a 117-bead execution plan reviewed by 6 auditors, and a canary CI pipeline that silently failed for 3 days. Trust but verify across three projects.</description><pubDate>Sun, 05 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Braves Booth v1.0.0: Player Drill-Down, Lineup Cache Bug, and Shipping 1.0</title><link>https://intentsolutions.io/field-notes/braves-booth-v1-release-player-drilldown/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/braves-booth-v1-release-player-drilldown/</guid><description>Shipping v1.0.0 of Braves Booth Intelligence — a real-time broadcast ops tool for Atlanta Braves radio. Player drill-down, a lineup cache bug found in live testing, and 1,684 lines of new code.</description><pubDate>Sat, 04 Apr 2026 00:00:00 GMT</pubDate></item><item><title>Braves Booth — Idle Recap, Dashboard Density, and AI Pitcher Narratives</title><link>https://intentsolutions.io/field-notes/braves-booth-dashboard-ui-refactor-ai-pitcher-narrative/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/braves-booth-dashboard-ui-refactor-ai-pitcher-narrative/</guid><description>Refactoring the Braves broadcast dashboard idle view, eliminating sub-10px fonts, and replacing duplicated AI narrative logic with a structured buildPitcherFacts function.</description><pubDate>Fri, 03 Apr 2026 00:00:00 GMT</pubDate></item><item><title>IntentCAD Viewer — Closing the DWG FastView Gap</title><link>https://intentsolutions.io/field-notes/intentcad-viewer-dwg-fastview-parity/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/intentcad-viewer-dwg-fastview-parity/</guid><description>Web workers, animated zoom, progress feedback, and color-coded selections. The changes that took IntentCAD&apos;s browser viewer from prototype to production-grade — benchmarked against DWG FastView.</description><pubDate>Sat, 28 Mar 2026 00:00:00 GMT</pubDate></item><item><title>Write Once, Publish Everywhere: Building Content Distribution Across Three Sites</title><link>https://intentsolutions.io/field-notes/write-once-publish-everywhere-content-distribution-infra/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/write-once-publish-everywhere-content-distribution-infra/</guid><description>Three sites now share content through automated pipelines: Hugo to Astro backfill, cross-repo plugin sync with repository_dispatch, and a CodeRabbit-caught no-op filter.</description><pubDate>Wed, 25 Mar 2026 00:00:00 GMT</pubDate></item><item><title>Usable, Not Just Functional: Entity Selection, Binary Eval, and 6 UX Fixes Across 4 Repos</title><link>https://intentsolutions.io/field-notes/usable-not-just-functional-four-repos-40-commits/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/usable-not-just-functional-four-repos-40-commits/</guid><description>40+ commits across 4 repos. CAD entity selection gets real bounding boxes, a binary eval framework bootstraps to v0.2.8, and the X triage plugin ships 6 UX features.</description><pubDate>Tue, 24 Mar 2026 00:00:00 GMT</pubDate></item><item><title>Knowledge Base from Zero to API: Lifecycle State Machines and Policy Engines</title><link>https://intentsolutions.io/field-notes/knowledge-base-zero-to-api-lifecycle-state-machine/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/knowledge-base-zero-to-api-lifecycle-state-machine/</guid><description>Building a team knowledge base with lifecycle state machines, policy engines, and git-exported articles — from empty repo to working API in one day.</description><pubDate>Wed, 18 Mar 2026 00:00:00 GMT</pubDate></item><item><title>Live Data Backbone: Cache Layers, Circuit Breakers, and SSE for Broadcast</title><link>https://intentsolutions.io/field-notes/live-data-backbone-cache-circuits-sse/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/live-data-backbone-cache-circuits-sse/</guid><description>Wiring MLB Stats API, GUMBO feeds, and Statcast into a fault-tolerant data layer with TTL caching, circuit breakers, and Server-Sent Events.</description><pubDate>Mon, 02 Mar 2026 00:00:00 GMT</pubDate></item><item><title>Zero to CI: Full-Stack Dashboard in One Session</title><link>https://intentsolutions.io/field-notes/zero-to-ci-full-stack-dashboard-one-session/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/zero-to-ci-full-stack-dashboard-one-session/</guid><description>11 commits from empty repo to green CI. Building the Braves Booth Intelligence dashboard with opinionated stack choices and a CAD agent side quest.</description><pubDate>Sun, 01 Mar 2026 00:00:00 GMT</pubDate></item><item><title>Engine to Product: Three Interfaces, One Codebase</title><link>https://intentsolutions.io/field-notes/engine-to-product-three-interfaces-one-codebase/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/engine-to-product-three-interfaces-one-codebase/</guid><description>Building CLI, REST API, and frontend wizard interfaces on top of a comparison engine. The jump from library to usable product in cad-dxf-agent.</description><pubDate>Sat, 28 Feb 2026 00:00:00 GMT</pubDate></item><item><title>February 2026 State of Affairs: 255 Commits, 12 Projects, and What I Shipped</title><link>https://intentsolutions.io/field-notes/february-2026-state-of-affairs-255-commits-12-projects/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/february-2026-state-of-affairs-255-commits-12-projects/</guid><description>A candid look at 18 days of engineering output: 255+ commits across 12 projects, from blockchain infrastructure to CAD agents to auth debugging.</description><pubDate>Sun, 22 Feb 2026 00:00:00 GMT</pubDate></item><item><title>IRSB Monorepo v1.0.0: Extracting Shared Packages and Unifying a Blockchain Platform</title><link>https://intentsolutions.io/field-notes/irsb-monorepo-v1-extracting-shared-packages/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/irsb-monorepo-v1-extracting-shared-packages/</guid><description>How I extracted @irsb/kms-signer and @irsb/types into shared packages, unified a blockchain platform under one monorepo, dealt with port conflicts, and split CI tests for 3x faster runs.</description><pubDate>Mon, 16 Feb 2026 00:00:00 GMT</pubDate></item><item><title>Designing a Local-First Resume Parser: Architecture Decisions for Edge AI</title><link>https://intentsolutions.io/field-notes/designing-local-first-resume-parser-architecture-edge-ai/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/designing-local-first-resume-parser-architecture-edge-ai/</guid><description>Documenting the architecture decisions for Resume Realtime - a planned Chrome extension for local resume parsing. This post covers the technical choices made before writing production code.</description><pubDate>Thu, 11 Dec 2025 00:00:00 GMT</pubDate></item><item><title>How to Get Your ADK Agent into Google&apos;s Official Community Showcase</title><link>https://intentsolutions.io/field-notes/how-to-get-adk-agent-into-google-community-showcase/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/how-to-get-adk-agent-into-google-community-showcase/</guid><description>A tactical breakdown of contributing to Google&apos;s agent-starter-pack repository and getting recognized as a production-grade ADK reference implementation.</description><pubDate>Thu, 11 Dec 2025 00:00:00 GMT</pubDate></item><item><title>Building an Idempotent Stripe Billing Enforcement Engine for Firestore</title><link>https://intentsolutions.io/field-notes/building-idempotent-stripe-billing-enforcement-firestore/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/building-idempotent-stripe-billing-enforcement-firestore/</guid><description>How we built a unified plan enforcement engine that handles duplicate webhooks, out-of-order events, and automatic drift correction for Stripe billing in a Firestore-backed SaaS application.</description><pubDate>Mon, 17 Nov 2025 00:00:00 GMT</pubDate></item><item><title>Fine-Tuning IAM1: Building a Hierarchical Multi-Agent System on Vertex AI</title><link>https://intentsolutions.io/field-notes/fine-tuning-iam1-hierarchical-multi-agent-vertex-ai/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/fine-tuning-iam1-hierarchical-multi-agent-vertex-ai/</guid><description>Deep dive into fine-tuning a Regional Manager AI agent (IAM1) with hierarchical multi-agent orchestration on Vertex AI Agent Engine. Real implementation of decision frameworks and specialist delegation.</description><pubDate>Sun, 09 Nov 2025 00:00:00 GMT</pubDate></item><item><title>Building a Production Multi-Agent AI System: BrightStream&apos;s 10-Agent Architecture on Vertex AI</title><link>https://intentsolutions.io/field-notes/building-production-multi-agent-ai-brightstream-vertex-ai/</link><guid isPermaLink="true">https://intentsolutions.io/field-notes/building-production-multi-agent-ai-brightstream-vertex-ai/</guid><description>The real journey from concept to production: building BrightStream&apos;s 10-agent positive news platform on Google Vertex AI Agent Engine. 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\ No newline at end of file
diff --git a/field-notes/scaling-ai-batch-processing-enhancing-235-plugins-with-vertex-ai-gemini-on-the-free-tier/index.html b/field-notes/scaling-ai-batch-processing-enhancing-235-plugins-with-vertex-ai-gemini-on-the-free-tier/index.html
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index a7e2260405bab2f2ac6ef686c0a84456496e5fdc..630363c82145d1cd4a5a3dfe38a521de9cbe1e20 100644
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+++ b/field-notes/scaling-ai-systems-disaster-recovery-production-batch-processing/index.html
@@ -450,7 +450,7 @@ Phase 2: Generation (30-40s)</p>
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index 0f5d149b3f13f1aeac0a5e77d6fcfab103b7c7f7..b1904649291eda992cfdd01084ad96f14b261e5c 100644
--- a/field-notes/self-hosting-n8n-enterprise-automation-zero-monthly-cost/index.html
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diff --git a/field-notes/seventeen-spellings-of-the-same-number/index.html b/field-notes/seventeen-spellings-of-the-same-number/index.html
index 4523df92c2486154fa3220e8be9df115382ac3db..039d29f5ad164036fd931316dfcc7f94d048223d 100644
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+++ b/field-notes/seventeen-spellings-of-the-same-number/index.html
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index 41b21d4c5b41234a5610605efbc730b64ffe8f9f..d134ad6274f663aaa9566ecbf5d9fae569049394 100644
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diff --git a/field-notes/temporary-is-not-a-plan/index.html b/field-notes/temporary-is-not-a-plan/index.html
index d73dd3f25775cd161e87e1242b202d1da43ab8f4..7e7ef6f9d52cb5c3fce8872b9559fc116cddfa2e 100644
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+++ b/field-notes/temporary-is-not-a-plan/index.html
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diff --git a/field-notes/the-agents-mistakes-were-the-fast-ones/index.html b/field-notes/the-agents-mistakes-were-the-fast-ones/index.html
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--- a/field-notes/the-agents-mistakes-were-the-fast-ones/index.html
+++ b/field-notes/the-agents-mistakes-were-the-fast-ones/index.html
@@ -313,7 +313,7 @@ that took two weeks.</p>
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index 6259003bfea5e69bc47d7f48df4e5c5d44cedba6..a2350d798918cf29410d1b51b6cd197f162aab6f 100644
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diff --git a/field-notes/the-commit-the-test-actually-installed/index.html b/field-notes/the-commit-the-test-actually-installed/index.html
index 28882fc26ba7333a2f3e202ffc60cc7987f428c8..9200f7844bb1b2949729c0c2f29ed23a2fe85e9c 100644
--- a/field-notes/the-commit-the-test-actually-installed/index.html
+++ b/field-notes/the-commit-the-test-actually-installed/index.html
@@ -340,7 +340,7 @@ refusing a <code>sleep 45</code>. None of that is a story, which is why it gets
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opts="{&quot;name&quot;:&quot;Footer&quot;,&quot;value&quot;:true}" await-children><link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a 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diff --git a/field-notes/the-corrected-record-was-still-wrong/index.html b/field-notes/the-corrected-record-was-still-wrong/index.html
index d2a90968acd33255d4020f818eac723e8658ac3c..fd86178ba43251d226e92a83f430ca829a04a00e 100644
--- a/field-notes/the-corrected-record-was-still-wrong/index.html
+++ b/field-notes/the-corrected-record-was-still-wrong/index.html
@@ -425,7 +425,7 @@ the thing.</p>
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Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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opts="{&quot;name&quot;:&quot;Footer&quot;,&quot;value&quot;:true}" await-children><link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a 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diff --git a/field-notes/the-cost-of-one-feature-in-a-sealed-repo/index.html b/field-notes/the-cost-of-one-feature-in-a-sealed-repo/index.html
index 203fa0b88f876807c85d009ee5109c37386da726..c556b44b255e23e2d875eaa47e0a8452d5f68eb6 100644
--- a/field-notes/the-cost-of-one-feature-in-a-sealed-repo/index.html
+++ b/field-notes/the-cost-of-one-feature-in-a-sealed-repo/index.html
@@ -178,7 +178,7 @@
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index 65e39dfa0e8fb6c7150718261f4cccca87b830cf..f1dbb47c2afe258f6a30881ce0e7a4943699b4de 100644
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diff --git a/field-notes/the-gate-that-could-not-fail/index.html b/field-notes/the-gate-that-could-not-fail/index.html
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--- a/field-notes/the-gate-that-could-not-fail/index.html
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diff --git a/field-notes/the-kernel-must-not-import-its-agents/index.html b/field-notes/the-kernel-must-not-import-its-agents/index.html
index a09b0999763184f3598141df72d2ede1ed4fadcc..e0b6c7e281f2973c7893edcdf00197f2f95c53bc 100644
--- a/field-notes/the-kernel-must-not-import-its-agents/index.html
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@@ -252,7 +252,7 @@
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diff --git a/field-notes/the-second-review-that-audits-the-claims/index.html b/field-notes/the-second-review-that-audits-the-claims/index.html
index 3efc36b2fd5c2f46f6d776217005cdad201849ad..ffc9b359ab1db6889772d66a64cbcf925134a6eb 100644
--- a/field-notes/the-second-review-that-audits-the-claims/index.html
+++ b/field-notes/the-second-review-that-audits-the-claims/index.html
@@ -663,7 +663,7 @@ dual-publish of the field note.</p>
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diff --git a/field-notes/the-status-nothing-could-write-to/index.html b/field-notes/the-status-nothing-could-write-to/index.html
index 725622ed817fd018b2e2627d138d7edd3e1bf4f7..e07cc46677e5ef85cf789c15b3e5ed381ed26b1c 100644
--- a/field-notes/the-status-nothing-could-write-to/index.html
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Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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diff --git a/field-notes/the-wrong-product-built-perfectly/index.html b/field-notes/the-wrong-product-built-perfectly/index.html
index b972c4ea4f506e799794273b823fed5bc8ed5b3f..720f7b29647558330fee628c3c6108c564cd3e44 100644
--- a/field-notes/the-wrong-product-built-perfectly/index.html
+++ b/field-notes/the-wrong-product-built-perfectly/index.html
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diff --git a/field-notes/three-classes-of-self-healing-and-slow-is-not-failed/index.html b/field-notes/three-classes-of-self-healing-and-slow-is-not-failed/index.html
index 29ead2ee992e240f566c020e97f45dd55cebc234..40f284c25f79b9478af4dc39dc74c8c963fa6ad3 100644
--- a/field-notes/three-classes-of-self-healing-and-slow-is-not-failed/index.html
+++ b/field-notes/three-classes-of-self-healing-and-slow-is-not-failed/index.html
@@ -170,7 +170,7 @@
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index 0a84377a76398734ea88b96213ef66e2d63673e1..7c6cde320f189e2d43587b30f5ced537f7695dae 100644
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diff --git a/field-notes/usable-not-just-functional-four-repos-40-commits/index.html b/field-notes/usable-not-just-functional-four-repos-40-commits/index.html
index 1f1fcadd17f39dc61e7d9ae59746d2e5beb85e46..1368fbb167e2096dc079d5e00ce068adfdf4bd3f 100644
--- a/field-notes/usable-not-just-functional-four-repos-40-commits/index.html
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@@ -218,7 +218,7 @@
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@@ -329,7 +329,7 @@
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-  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
+  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/about/#team">Our team</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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-  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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index dc5c193cc9de3ff30383702a89c30236a4ab2574..20e0dc4ba2de2e5a14d7ada90c494cb700af76d9 100644
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index bbcb4b3a763f1c093c3cd48dbcbe636924c92732..fe66f27fc99bbd7d6b244f874cceb3790cde6bf6 100644
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diff --git a/learn/security/index.html b/learn/security/index.html
index 47fb4a9fd24185ac03718f3750f6f4125fe582cd..47ba61ad485a306295ef72eaef4da27654335052 100644
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@@ -107,7 +107,7 @@
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diff --git a/private-ai/index.html b/private-ai/index.html
index c89f462a9419fc05dd4fd10a7ab5f596e9fba70f..e10d8a2e54c953e56788e9475114e910a5cecf89 100644
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@@ -107,7 +107,7 @@
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diff --git a/projects/index.html b/projects/index.html
index bb35b24a52465212fd0dd88bfee6b4e4ead7f872..282d85c7db1b5ed2ca619c6128dac341bec80f21 100644
--- a/projects/index.html
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@@ -112,7 +112,7 @@
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diff --git a/resellers/index.html b/resellers/index.html
index a2ed0de690379df49499c56d7ee13703a8ae15ad..5cf1c2471ded4f6904095beaa7783993df1f5e33 100644
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@@ -107,7 +107,7 @@
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diff --git a/security-compliance/index.html b/security-compliance/index.html
index 6ebe0d05700a945c6ea7d291864548c2b844a903..905a37e51ef5db226ad144e5f114ac51c132765d 100644
--- a/security-compliance/index.html
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@@ -107,7 +107,7 @@
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+  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/about/#team">Our team</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
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diff --git a/site-map/index.html b/site-map/index.html
index 025b6b9c53e13ad4203ebac7ea97b89f5fe3581f..f4e580503985c61bb3946583198cddb5f9d3d292 100644
--- a/site-map/index.html
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-  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
+  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/about/#team">Our team</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
         .site-footer {
           padding: 4.5rem 1.25rem 2rem;
           background: #070708;
diff --git a/support/index.html b/support/index.html
index 5a1f834a1a99408c3699a3369fadc2956e724e1c..41436793d6fe7d99fa30b73cc7f58cd262e536ab 100644
--- a/support/index.html
+++ b/support/index.html
@@ -114,7 +114,7 @@
   <a class="route-action" href="/contact/?door=outcome">Request an outcome</a>
 
   </main>
-  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
+  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/about/#team">Our team</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
         .site-footer {
           padding: 4.5rem 1.25rem 2rem;
           background: #070708;
diff --git a/thank-you/index.html b/thank-you/index.html
index aa43f8d531c8ffe98f47c4fb33db310977925bd5..8e36b5e41c741d82fa8d8503a443f8414c4bf189 100644
--- a/thank-you/index.html
+++ b/thank-you/index.html
@@ -106,7 +106,7 @@
   <a class="route-action" href="/contact/">Contact Intent Solutions</a>
 
   </main>
-  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
+  <link rel="preload" as="image" href="/images/logo-mark.png"/><footer class="site-footer"><div class="footer-grid"><div class="footer-brand"><a href="/" aria-label="Intent Solutions home"><img src="/images/logo-mark.png" alt="" width="28" height="28"/><span>Intent <strong>Solutions</strong></span></a><p>AI implementation with a defined outcome, evidence you can inspect, and a plan for operating the system.</p><small>Gulf Shores, Alabama</small></div><div><h2>Network</h2><a href="https://labs.intentsolutions.io/">Labs</a><a href="https://evals.intentsolutions.io/">Evals</a><a href="https://demos.intentsolutions.io/">Demos</a><a href="https://learn.intentsolutions.io/">Learn</a><a href="https://oma.intentsolutions.io/">Omarchy</a><a href="https://tonsofskills.com/">Tons of Skills</a></div><div><h2>Company</h2><a href="/projects/">Projects</a><a href="/field-notes/">Field notes</a><a href="/about/">About</a><a href="/about/#team">Our team</a><a href="/contact/">Contact</a><a href="/support/">Support</a><a href="/site-map/">Site map</a><a href="https://github.com/jeremylongshore">GitHub</a></div></div><div class="footer-bottom"><p>© <!-- -->2026<!-- --> Intent Solutions. Judge the receipts, not the résumé.</p><div><a href="/terms/">Terms</a><a href="/privacy/">Privacy</a><a href="/acceptable-use/">Acceptable use</a></div></div><style>
         .site-footer {
           padding: 4.5rem 1.25rem 2rem;
           background: #070708;