From 58fcbce0c9030079181dd87736b6359fb198651f Mon Sep 17 00:00:00 2001
From: Andrea Mazzoleni <amadvance@gmail.com>
Date: Fri, 13 Mar 2026 23:25:23 +0100
Subject: [PATCH] Auto update

---
 beta/design.html | 28 ++++++++++++++++++++++++++++
 1 file changed, 28 insertions(+)

diff --git a/beta/design.html b/beta/design.html
index a8083efe..20107810 100644
--- a/beta/design.html
+++ b/beta/design.html
@@ -138,6 +138,34 @@
                 </p>
             </div>
         </div>
+        
+        <div class="grid" style="margin-bottom: 4rem;">
+            <!-- AI -->
+            <div class="card">
+                <h3>Use of Artificial Intelligence</h3>
+                <p>
+                    This project <strong style="color: var(--text-primary);">is not "vibe-coded"</strong>.
+                    Artificial intelligence is used strictly as a
+                    precision tool and a pair programmer, never as a substitute for engineering judgment. All architecture
+                    decisions, core logic, and safety guarantees remain under direct human control and review.
+                </p>
+                <p>
+                    AI was used selectively to accelerate front-end scaffolding, component layout, and alignment with modern UI
+                    standards. All functional behavior, state management, API integration, and system logic were implemented and
+                    validated to ensure <strong style="color: var(--text-primary);">reliability and consistency</strong>.
+                </p>
+                <p>
+                    Development follows a <strong style="color: var(--text-primary);">human-led, AI-assisted workflow</strong>. The developer defines the architecture and writes
+                    the core implementations. AI contributes by exploring design alternatives, surfacing edge cases, suggesting
+                    optimizations, and helping refine documentation. Any generated output is reviewed, revised where necessary,
+                    and hardened before integration.
+                </p>
+                <p>
+                    This approach improves development efficiency while preserving <strong style="color: var(--text-primary);">strict engineering oversight</strong> and reliability.
+                </p>
+            </div>
+        </div>
+        
     </div>
 
     <!-- Footer -->