From a7fc44063c43accfa880734a8b9eadd7bd0dce19 Mon Sep 17 00:00:00 2001
From: Andrea Mazzoleni <amadvance@gmail.com>
Date: Wed, 23 Sep 2026 17:14:15 +0200
Subject: [PATCH] Auto update

---
 design.html | 19 ++++++++++---------
 1 file changed, 10 insertions(+), 9 deletions(-)

diff --git a/design.html b/design.html
index 09c121b6..6c60cad7 100644
--- a/design.html
+++ b/design.html
@@ -150,28 +150,29 @@
             <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
+                    Artificial intelligence is used 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
-                    <strong style="color: var(--text-primary);">manually validated</strong>.
+                    <strong style="color: var(--text-primary);">human-validated</strong>.
                 </p>
                 <p>
-                    Development follows a <strong style="color: var(--text-primary);">human-led</strong>, AI-assisted workflow. 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.
+                    Development follows a <strong style="color: var(--text-primary);">human-led</strong>, AI-assisted workflow.
+                    The developer defines the architecture and
+                    directs the implementation.
+                    AI contributes by exploring design alternatives, surfacing edge cases, performing deep code reviews, suggesting
+                    optimizations, and helping refine documentation.
+                    Any generated output and review findings are independently assessed, revised where necessary, and hardened before integration.
                 </p>
                 <p>
-                    This approach improves development efficiency while preserving strict <strong style="color: var(--text-primary);">engineering oversight</strong> and reliability.
+                    This approach improves development efficiency while further enhancing software quality, robustness, and reliability.
                 </p>
             </div>
         </div>
-        
+
     </div>
 
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