init

__lib__/app.py

@@ -1772,25 +1772,6 @@ def create_app():
                     </div>
                 </div>
                 
-                <!-- Performance Highlights -->
-                <div style="background: linear-gradient(135deg, #11998e 0%, #38ef7d 100%); color: white; padding: 40px; border-radius: 20px; margin: 40px 0;">
-                    <h3 style="margin: 0 0 25px 0; font-size: 1.6em; font-weight: 700; text-align: center;">&#9889; Performance Highlights</h3>
-                    <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(250px, 1fr)); gap: 20px; margin: 20px 0;">
-                        <div style="background: rgba(255,255,255,0.15); padding: 20px; border-radius: 12px; text-align: center;">
-                            <h4 style="margin: 0 0 10px 0; font-size: 1.2em;">&#127937; Few-Step Flow Matching</h4>
-                            <p style="margin: 0; opacity: 0.95; font-size: 0.95em;"><strong>4–8 NFE</strong> with Karras sigmas + RK2/RK4</p>
-                        </div>
-                        <div style="background: rgba(255,255,255,0.15); padding: 20px; border-radius: 12px; text-align: center;">
-                            <h4 style="margin: 0 0 10px 0; font-size: 1.2em;">&#127909; Temporal-Ready</h4>
-                            <p style="margin: 0; opacity: 0.95; font-size: 0.95em;"><strong>Video latents + shared attention</strong> improve consistency</p>
-                        </div>
-                        <div style="background: rgba(255,255,255,0.15); padding: 20px; border-radius: 12px; text-align: center;">
-                            <h4 style="margin: 0 0 10px 0; font-size: 1.2em;">&#128161; Hybrid ODE Solver</h4>
-                            <p style="margin: 0; opacity: 0.95; font-size: 0.95em;"><strong>Heun/RK4 + Flow Matching</strong> trajectory integration</p>
-                        </div>
-                    </div>
-                </div>
-
                 <!-- Capabilities -->
                 <div style="background: linear-gradient(135deg, #ff9a9e 0%, #fecfef 50%, #fecfef 100%); padding: 30px; border-radius: 15px; margin: 40px 0;">
                     <h3 style="color: #8b5cf6; text-align: center; margin: 0 0 25px 0; font-size: 1.5em; font-weight: 700;">
@@ -1949,55 +1930,6 @@ u = SwiGLU(W<sub>1</sub>·LN(x)); &nbsp; x ← x + λ ⊙ (W<sub>2</sub>·u) ·
                     </div>
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-                <!-- NEW: Adaptive Multi-Modal Gating (Light Theme) -->
-                <div style="background: linear-gradient(135deg, #ede7f6 0%, #d1c4e9 50%, #b39ddb 100%); padding: 35px; border-radius: 20px; box-shadow: 0 10px 30px rgba(0,0,0,0.1); margin: 40px 0; color: #2c3e50;">
-                    <h2 style="color: #5e35b1; margin: 0 0 25px 0; font-size: 1.7em; font-weight: 700; text-align: center;">
-                        &#129504; Adaptive Multi-Modal Gating (AMG)
-                    </h2>
-                    <p style="color: #555; margin-bottom: 25px; text-align: center; font-size: 1.05em;">
-                        Dynamically balancing text, image references, and temporal context through learned gating mechanisms.
-                    </p>
-                    
-                    <div style="background: #2d3748; padding: 25px; border-radius: 15px; margin: 20px 0; border: 2px solid #4a5568;">
-                        <div style="font-family: monospace; font-size: 0.92em; color: #e2e8f0; white-space: pre-wrap;">
-# Multi-modal context encoding
-c_text = TextEncoder(prompt)                    # CLIP/T5 embeddings
-c_imgs = [VisualProjector(img) for img in reference_images]  # Up to 3 images
-c_temp = TemporalEncoder(prev_frames)           # For video generation
-
-# Learned gating weights (softmax over modalities)
-α = Softmax(MLP([c_text; c_imgs; c_temp]))      # α ∈ R^(2+n_imgs)
-
-# Weighted multi-modal fusion
-context = α_text · c_text + Σᵢ αᵢ · c_imgs[i] + α_temp · c_temp
-
-# Cross-attention with gated context
-h = h + CrossAttn(Q=h, KV=context)
-
-# AdaLN-Zero modulation with timestep + modal gates
-γ, β, α_gate = MLP(t_emb ⊕ modal_gate)
-h = α_gate · LayerNorm(h) · (1 + γ) + β</div>
-                    </div>
-                    
-                    <div style="display: grid; grid-template-columns: repeat(3, 1fr); gap: 15px; margin-top: 25px;">
-                        <div style="background: rgba(255,255,255,0.8); padding: 15px; border-radius: 10px; text-align: center; border: 1px solid #9575cd; box-shadow: 0 2px 8px rgba(0,0,0,0.08);">
-                            <div style="font-size: 1.8em; margin-bottom: 8px;">&#128172;</div>
-                            <div style="font-weight: 600; color: #5e35b1;">Text Gate</div>
-                            <div style="font-size: 0.85em; color: #666;">Semantic control</div>
-                        </div>
-                        <div style="background: rgba(255,255,255,0.8); padding: 15px; border-radius: 10px; text-align: center; border: 1px solid #9575cd; box-shadow: 0 2px 8px rgba(0,0,0,0.08);">
-                            <div style="font-size: 1.8em; margin-bottom: 8px;">&#127912;</div>
-                            <div style="font-weight: 600; color: #5e35b1;">Image Gate</div>
-                            <div style="font-size: 0.85em; color: #666;">Style & identity</div>
-                        </div>
-                        <div style="background: rgba(255,255,255,0.8); padding: 15px; border-radius: 10px; text-align: center; border: 1px solid #9575cd; box-shadow: 0 2px 8px rgba(0,0,0,0.08);">
-                            <div style="font-size: 1.8em; margin-bottom: 8px;">&#127909;</div>
-                            <div style="font-weight: 600; color: #5e35b1;">Temporal Gate</div>
-                            <div style="font-size: 0.85em; color: #666;">Motion coherence</div>
-                        </div>
-                    </div>
-                </div>
-                
                 <!-- Comparison Table - Updated with Latest Models -->
                 <div style="background: white; padding: 35px; border-radius: 20px; box-shadow: 0 10px 30px rgba(0,0,0,0.1); margin: 40px 0;">
                     <h2 style="color: #2c3e50; margin: 0 0 25px 0; font-size: 1.6em; font-weight: 700; text-align: center;">