Upload 2 files

index.html

@@ -91,10 +91,20 @@
             display: flex;
             align-items: center;
             gap: 8px;
+            transition: all 0.3s ease;
+        }
+
+        .nav-brand:hover {
+            text-shadow: 0 0 20px rgba(255, 77, 0, 0.5);
         }
 
         .nav-brand span {
             color: var(--accent);
+            transition: all 0.3s ease;
+        }
+
+        .nav-brand:hover span {
+            text-shadow: 0 0 20px rgba(255, 77, 0, 0.8);
         }
 
         .nav-links {
@@ -106,12 +116,28 @@
             font-size: 14px;
             font-weight: 500;
             color: var(--gray-6);
+            position: relative;
+        }
+
+        .nav-links a::after {
+            content: '';
+            position: absolute;
+            bottom: -4px;
+            left: 0;
+            width: 0;
+            height: 2px;
+            background: var(--accent);
+            transition: width 0.3s ease;
         }
 
         .nav-links a:hover {
             color: var(--white);
         }
 
+        .nav-links a:hover::after {
+            width: 100%;
+        }
+
         /* Hero */
         .hero {
             min-height: 100vh;
@@ -133,6 +159,12 @@
             bottom: 0;
             background: radial-gradient(ellipse 80% 50% at 50% -20%, rgba(255, 77, 0, 0.08), transparent);
             pointer-events: none;
+            animation: glowPulse 8s ease-in-out infinite;
+        }
+
+        @keyframes glowPulse {
+            0%, 100% { opacity: 1; }
+            50% { opacity: 0.6; }
         }
 
         .hero-badge {
@@ -157,8 +189,44 @@
         }
 
         @keyframes pulse {
-            0%, 100% { opacity: 1; }
-            50% { opacity: 0.4; }
+            0%, 100% { opacity: 1; transform: scale(1); }
+            50% { opacity: 0.4; transform: scale(0.9); }
+        }
+
+        .hero-content {
+            opacity: 0;
+            animation: fadeSlideUp 0.8s ease forwards;
+        }
+
+        .hero-badge {
+            opacity: 0;
+            animation: fadeSlideUp 0.8s ease 0.1s forwards;
+        }
+
+        .hero h1 {
+            opacity: 0;
+            animation: fadeSlideUp 0.8s ease 0.2s forwards;
+        }
+
+        .hero p {
+            opacity: 0;
+            animation: fadeSlideUp 0.8s ease 0.3s forwards;
+        }
+
+        .hero-cta {
+            opacity: 0;
+            animation: fadeSlideUp 0.8s ease 0.4s forwards;
+        }
+
+        @keyframes fadeSlideUp {
+            from {
+                opacity: 0;
+                transform: translateY(20px);
+            }
+            to {
+                opacity: 1;
+                transform: translateY(0);
+            }
         }
 
         .hero h1 {
@@ -205,22 +273,59 @@
             background: var(--white);
             color: var(--black);
             border: none;
+            position: relative;
+            overflow: hidden;
+        }
+
+        .btn-primary::before {
+            content: '';
+            position: absolute;
+            top: 0;
+            left: -100%;
+            width: 100%;
+            height: 100%;
+            background: linear-gradient(90deg, transparent, rgba(255, 255, 255, 0.2), transparent);
+            transition: left 0.5s ease;
+        }
+
+        .btn-primary:hover::before {
+            left: 100%;
         }
 
         .btn-primary:hover {
             background: var(--gray-7);
             color: var(--black);
+            transform: translateY(-2px);
+            box-shadow: 0 8px 20px rgba(255, 255, 255, 0.15);
         }
 
         .btn-secondary {
             background: transparent;
             color: var(--gray-7);
             border: 1px solid var(--gray-3);
+            position: relative;
+            overflow: hidden;
+        }
+
+        .btn-secondary::before {
+            content: '';
+            position: absolute;
+            top: 0;
+            left: -100%;
+            width: 100%;
+            height: 100%;
+            background: linear-gradient(90deg, transparent, rgba(255, 77, 0, 0.1), transparent);
+            transition: left 0.5s ease;
+        }
+
+        .btn-secondary:hover::before {
+            left: 100%;
         }
 
         .btn-secondary:hover {
-            border-color: var(--gray-5);
+            border-color: var(--accent);
             color: var(--white);
+            transform: translateY(-2px);
         }
 
         /* Specs */
@@ -243,6 +348,26 @@
         .spec-card {
             background: var(--black-soft);
             padding: 32px;
+            opacity: 0;
+            animation: fadeScale 0.6s ease forwards;
+        }
+
+        .spec-card:nth-child(1) { animation-delay: 0.1s; }
+        .spec-card:nth-child(2) { animation-delay: 0.15s; }
+        .spec-card:nth-child(3) { animation-delay: 0.2s; }
+        .spec-card:nth-child(4) { animation-delay: 0.25s; }
+        .spec-card:nth-child(5) { animation-delay: 0.3s; }
+        .spec-card:nth-child(6) { animation-delay: 0.35s; }
+
+        @keyframes fadeScale {
+            from {
+                opacity: 0;
+                transform: scale(0.95);
+            }
+            to {
+                opacity: 1;
+                transform: scale(1);
+            }
         }
 
         .spec-value {
@@ -268,6 +393,8 @@
 
         .section-header {
             margin-bottom: 64px;
+            opacity: 0;
+            animation: fadeSlideUp 0.6s ease forwards;
         }
 
         .section-header h2 {
@@ -295,11 +422,21 @@
             border: 1px solid var(--gray-2);
             border-radius: 12px;
             padding: 32px;
-            transition: border-color 0.2s ease;
+            transition: all 0.3s ease;
+            opacity: 0;
+            animation: fadeSlideUp 0.6s ease forwards;
         }
 
+        .feature-card:nth-child(1) { animation-delay: 0.1s; }
+        .feature-card:nth-child(2) { animation-delay: 0.2s; }
+        .feature-card:nth-child(3) { animation-delay: 0.3s; }
+        .feature-card:nth-child(4) { animation-delay: 0.4s; }
+        .feature-card:nth-child(5) { animation-delay: 0.5s; }
+
         .feature-card:hover {
-            border-color: var(--gray-3);
+            border-color: var(--accent);
+            transform: translateY(-4px);
+            box-shadow: 0 20px 40px rgba(255, 77, 0, 0.1);
         }
 
         .feature-icon {
@@ -313,6 +450,12 @@
             justify-content: center;
             margin-bottom: 20px;
             font-size: 24px;
+            transition: all 0.3s ease;
+        }
+
+        .feature-card:hover .feature-icon {
+            border-color: var(--accent);
+            box-shadow: 0 0 20px rgba(255, 77, 0, 0.2);
         }
 
         .feature-card h3 {
@@ -428,6 +571,8 @@
             border: 1px solid var(--gray-2);
             border-radius: 12px;
             overflow: hidden;
+            opacity: 0;
+            animation: fadeSlideUp 0.8s ease 0.2s forwards;
         }
 
         .demo-header {
@@ -503,6 +648,21 @@
             color: var(--accent);
         }
 
+        .model-card {
+            opacity: 0;
+            animation: fadeSlideUp 0.6s ease forwards;
+        }
+
+        .model-card:nth-child(1) { animation-delay: 0.1s; }
+        .model-card:nth-child(2) { animation-delay: 0.2s; }
+        .model-card:nth-child(3) { animation-delay: 0.3s; }
+
+        .model-card:hover {
+            border-color: var(--accent);
+            transform: translateY(-4px);
+            box-shadow: 0 20px 40px rgba(255, 77, 0, 0.1);
+        }
+
         /* Responsive */
         @media (max-width: 768px) {
             .hero h1 {
@@ -533,7 +693,6 @@
                 <a href="downloads/index.html">Download</a>
                 <a href="blog.html">Blog</a>
                 <a href="status.html">Status</a>
-                <a href="#">GitHub</a>
             </div>
         </div>
     </nav>
@@ -546,7 +705,7 @@
                     Training on RTX 5090
                 </div>
                 <h1>A ~1M Parameter Model<br>with <span class="highlight">2K Context</span></h1>
-                <p>TinyMemoryLM is a character-level transformer that learns to remember things. Not because it smart, but because we gave it external memory. And a codebook. And MTP. It still forgets where it put its keys though.</p>
+                <p>TinyMemoryLM is a hybrid word-character transformer trained on RTX 5090. Features recurrent memory, precision codebook output head, and DeepSeek-V3 style MTP. It learns to remember things — not because it's smart, but because we gave it external memory. And a codebook. And multi-token prediction. It still forgets where it put its keys though.</p>
                 <div class="hero-cta">
                     <a href="status.html" class="btn btn-primary">View Training Status</a>
                     <a href="blog.html" class="btn btn-secondary">Read the Blog</a>
@@ -554,6 +713,24 @@
             </div>
         </section>
 
+        <!-- Model Series Banner -->
+        <section style="background: linear-gradient(90deg, var(--accent) 0%, #ff6a2a 100%); padding: 24px 0;">
+            <div class="container" style="text-align: center;">
+                <p style="color: var(--white); font-size: 16px; font-weight: 600; margin-bottom: 8px;">TRAINING THREE MODEL TIERS</p>
+                <div style="display: flex; gap: 24px; justify-content: center; flex-wrap: wrap; align-items: center;">
+                    <span style="background: rgba(0,0,0,0.3); padding: 8px 20px; border-radius: 8px; color: var(--white); font-weight: 500;">
+                        <strong style="font-size: 18px;">Haiku</strong> <span style="opacity: 0.9;">~1M params — Live</span>
+                    </span>
+                    <span style="background: rgba(0,0,0,0.3); padding: 8px 20px; border-radius: 8px; color: var(--white); font-weight: 500;">
+                        <strong style="font-size: 18px;">Sonnet</strong> <span style="opacity: 0.9;">~300M params — In Training</span>
+                    </span>
+                    <span style="background: rgba(0,0,0,0.3); padding: 8px 20px; border-radius: 8px; color: var(--white); font-weight: 500;">
+                        <strong style="font-size: 18px;">Opus</strong> <span style="opacity: 0.9;">~600M params — In Training</span>
+                    </span>
+                </div>
+            </div>
+        </section>
+
         <section class="download-section" style="padding: 80px 0; background: linear-gradient(180deg, var(--black-soft) 0%, var(--black) 100%); border-bottom: 1px solid var(--gray-2);">
             <div class="container" style="text-align: center;">
                 <h2 style="font-size: 32px; font-weight: 600; color: var(--white); margin-bottom: 16px;">Download CompactAI Studio</h2>
@@ -595,7 +772,7 @@
                         <div class="spec-label">Model Dimension</div>
                     </div>
                     <div class="spec-card">
-                        <div class="spec-value">256</div>
+                        <div class="spec-value">229</div>
                         <div class="spec-label">FFN Dimension</div>
                     </div>
                 </div>
@@ -611,23 +788,28 @@
                 <div class="feature-grid">
                     <div class="feature-card">
                         <div class="feature-icon">M</div>
-                        <h3>External Memory Module</h3>
-                        <p>A recurrent memory module with 32-dimensional memory vectors is baked into the architecture, but currently disabled during SFT training due to AOT autograd compatibility. The architecture supports it — the training pipeline just isn't cooperating yet.</p>
+                        <h3>Recurrent Memory (Chunk-GRU)</h3>
+                        <p>A recurrent memory module with chunk-level GRU processing is integrated into the architecture. Processes sequential chunks to maintain memory across the context window, giving the model external memory capabilities beyond what attention can handle.</p>
                     </div>
                     <div class="feature-card">
                         <div class="feature-icon">C</div>
-                        <h3>Precision Codebook</h3>
-                        <p>Tied weight embeddings with a learnable per-token output bias. Instead of a separate codebook projection, the model ties input embeddings to output weights and learns a bias vector to compensate for word-token suppression. Simple, parameter-efficient, and surprisingly effective.</p>
+                        <h3>Precision Codebook Output Head</h3>
+                        <p>Tied weight embeddings with a learnable per-token output bias. Instead of a separate codebook projection, the model ties input embeddings to output weights and learns a 2111-parameter bias vector to compensate for word-token suppression. Simple, parameter-efficient, and surprisingly effective.</p>
                     </div>
                     <div class="feature-card">
                         <div class="feature-icon">T</div>
                         <h3>Makeshift MTP</h3>
-                        <p>Multi-token prediction adapters with horizon 2 are wired into the architecture but currently run with weight 0.0. They're there for future experiments. Think of them as emergency exits that nobody's allowed to use yet.</p>
+                        <p>DeepSeek-V3 style Multi-Token Prediction with horizons (2, 3, 4). MTP adapters learn to predict multiple future tokens simultaneously, improving sample quality through branch selection during generation. Pretrain weight: 0.3, SFT weight: 0.3.</p>
                     </div>
                     <div class="feature-card">
                         <div class="feature-icon">R</div>
                         <h3>RTX 5090 Optimized</h3>
-                        <p>Tuned for RTX 5090 with chunked sliding-window attention (1024 window, 256 chunk), bf16 mixed precision, and batch size 64. torch.compile and gradient checkpointing are available but disabled for the Haiku tier — stability over speed.</p>
+                        <p>Tuned for RTX 5090 with flash attention, bf16 mixed precision, and batch size 64. Uses PyTorch Inductor with coordinate_descent_tuning enabled. Gradient checkpointing and torch.compile are available but disabled for Haiku tier — stability over speed.</p>
+                    </div>
+                    <div class="feature-card">
+                        <div class="feature-icon">H</div>
+                        <h3>Hybrid Word-Character Tokenizer</h3>
+                        <p>Word-level tokenizer with ~2111 tokens. Scans datasets for top 2000 frequent words to achieve 3-4x compression vs pure character-level. Supports special format tokens for instruction tuning: &lt;|user|&gt;, &lt;|assistant|&gt;, &lt;|system|&gt;, &lt;|begin_of_thought|&gt;, &lt;|end_of_thought|&gt;.</p>
                     </div>
                 </div>
             </div>
@@ -650,14 +832,21 @@
                     <div class="arch-layer">
                         <div class="arch-box main">
                             <span>Transformer Block ×6</span>
-                            <small>Memory Module (Disabled)</small>
+                            <small>RMSNorm, QK-Norm, SwiGLU FFN</small>
+                        </div>
+                    </div>
+                    <div class="arch-arrow">↓</div>
+                    <div class="arch-layer">
+                        <div class="arch-box main">
+                            <span>MTP Adapters ×3</span>
+                            <small>Horizons 2, 3, 4</small>
                         </div>
                     </div>
                     <div class="arch-arrow">↓</div>
                     <div class="arch-layer">
                         <div class="arch-box">
                             <span>Tied Output Head</span>
-                            <small>Learnable Bias</small>
+                            <small>Learnable Bias (2111 params)</small>
                         </div>
                     </div>
                     <div class="arch-arrow">↓</div>
@@ -678,15 +867,15 @@
                         </div>
                         <div class="arch-detail">
                             <span class="arch-detail-label">ffn_dim</span>
-                            <span class="arch-detail-value">256</span>
+                            <span class="arch-detail-value">229</span>
                         </div>
                         <div class="arch-detail">
-                            <span class="arch-detail-label">memory_dim</span>
-                            <span class="arch-detail-value">32</span>
+                            <span class="arch-detail-label">mtp_horizons</span>
+                            <span class="arch-detail-value">[2, 3, 4]</span>
                         </div>
                         <div class="arch-detail">
-                            <span class="arch-detail-label">code_dim</span>
-                            <span class="arch-detail-value">32</span>
+                            <span class="arch-detail-label">vocab_size</span>
+                            <span class="arch-detail-value">~2111</span>
                         </div>
                         <div class="arch-detail">
                             <span class="arch-detail-label">seq_len</span>
@@ -704,7 +893,7 @@
                     <p>Three tiers following Chinchilla scaling. Yes, we borrowed the naming scheme. No, we're not sorry.</p>
                 </div>
                 <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); gap: 24px; margin-top: 48px;">
-                    <div style="background: var(--gray-1); border: 1px solid var(--gray-2); border-radius: 12px; padding: 32px;">
+                    <div class="model-card" style="background: var(--gray-1); border: 1px solid var(--gray-2); border-radius: 12px; padding: 32px; transition: all 0.3s ease;">
                         <div style="display: flex; align-items: center; gap: 12px; margin-bottom: 16px;">
                             <span style="font-size: 32px; font-weight: 700; color: var(--accent);">Haiku</span>
                             <span style="font-size: 13px; color: var(--gray-5); background: var(--gray-2); padding: 4px 10px; border-radius: 6px;">~1M params</span>
@@ -714,12 +903,12 @@
                             <span style="color: var(--gray-5);">dim</span><span style="color: var(--gray-7);">160</span>
                             <span style="color: var(--gray-5);">layers</span><span style="color: var(--gray-7);">6</span>
                             <span style="color: var(--gray-5);">heads</span><span style="color: var(--gray-7);">4</span>
-                            <span style="color: var(--gray-5);">ffn_dim</span><span style="color: var(--gray-7);">256</span>
+                            <span style="color: var(--gray-5);">ffn_dim</span><span style="color: var(--gray-7);">229</span>
                             <span style="color: var(--gray-5);">context</span><span style="color: var(--gray-7);">2,048</span>
-                            <span style="color: var(--gray-5);">pretrain tokens</span><span style="color: var(--gray-7);">~1B</span>
+                            <span style="color: var(--gray-5);">lr</span><span style="color: var(--gray-7);">8e-4</span>
                         </div>
                     </div>
-                    <div style="background: var(--gray-1); border: 1px solid var(--gray-2); border-radius: 12px; padding: 32px;">
+                    <div class="model-card" style="background: var(--gray-1); border: 1px solid var(--gray-2); border-radius: 12px; padding: 32px; transition: all 0.3s ease;">
                         <div style="display: flex; align-items: center; gap: 12px; margin-bottom: 16px;">
                             <span style="font-size: 32px; font-weight: 700; color: var(--accent);">Sonnet</span>
                             <span style="font-size: 13px; color: var(--gray-5); background: var(--gray-2); padding: 4px 10px; border-radius: 6px;">~300M params</span>
@@ -729,12 +918,12 @@
                             <span style="color: var(--gray-5);">dim</span><span style="color: var(--gray-7);">768</span>
                             <span style="color: var(--gray-5);">layers</span><span style="color: var(--gray-7);">36</span>
                             <span style="color: var(--gray-5);">heads</span><span style="color: var(--gray-7);">12</span>
-                            <span style="color: var(--gray-5);">ffn_dim</span><span style="color: var(--gray-7);">2,560</span>
+                            <span style="color: var(--gray-5);">ffn_dim</span><span style="color: var(--gray-7);">2,538</span>
                             <span style="color: var(--gray-5);">context</span><span style="color: var(--gray-7);">2,048</span>
-                            <span style="color: var(--gray-5);">pretrain tokens</span><span style="color: var(--gray-7);">~300B</span>
+                            <span style="color: var(--gray-5);">lr</span><span style="color: var(--gray-7);">2e-4</span>
                         </div>
                     </div>
-                    <div style="background: var(--gray-1); border: 1px solid var(--gray-2); border-radius: 12px; padding: 32px;">
+                    <div class="model-card" style="background: var(--gray-1); border: 1px solid var(--gray-2); border-radius: 12px; padding: 32px; transition: all 0.3s ease;">
                         <div style="display: flex; align-items: center; gap: 12px; margin-bottom: 16px;">
                             <span style="font-size: 32px; font-weight: 700; color: var(--accent);">Opus</span>
                             <span style="font-size: 13px; color: var(--gray-5); background: var(--gray-2); padding: 4px 10px; border-radius: 6px;">~600M params</span>
@@ -744,9 +933,9 @@
                             <span style="color: var(--gray-5);">dim</span><span style="color: var(--gray-7);">1,024</span>
                             <span style="color: var(--gray-5);">layers</span><span style="color: var(--gray-7);">39</span>
                             <span style="color: var(--gray-5);">heads</span><span style="color: var(--gray-7);">16</span>
-                            <span style="color: var(--gray-5);">ffn_dim</span><span style="color: var(--gray-7);">3,584</span>
+                            <span style="color: var(--gray-5);">ffn_dim</span><span style="color: var(--gray-7);">3,557</span>
                             <span style="color: var(--gray-5);">context</span><span style="color: var(--gray-7);">2,048</span>
-                            <span style="color: var(--gray-5);">pretrain tokens</span><span style="color: var(--gray-7);">~600B</span>
+                            <span style="color: var(--gray-5);">lr</span><span style="color: var(--gray-7);">1.6e-4</span>
                         </div>
                     </div>
                 </div>
@@ -777,6 +966,72 @@
                 </div>
             </div>
         </section>
+
+        <!-- AIFinder Tool -->
+        <section style="padding: 100px 0; background: var(--black-soft); border-top: 1px solid var(--gray-2);">
+            <div class="container">
+                <div class="section-header">
+                    <h2>AIFinder</h2>
+                    <p>A tool that snitches on AI models. Every AI has a writing accent — AIFinder detects it.</p>
+                </div>
+                <div style="max-width: 700px; margin: 48px auto 0;">
+                    <div style="background: var(--gray-1); border: 1px solid var(--gray-2); border-radius: 12px; padding: 32px; text-align: center;">
+                        <div style="font-size: 48px; margin-bottom: 16px;">🔍</div>
+                        <h3 style="font-size: 24px; color: var(--white); margin-bottom: 16px;">Which AI Wrote This?</h3>
+                        <p style="color: var(--gray-5); margin-bottom: 24px; line-height: 1.7;">Paste any AI-generated text and AIFinder will guess which lab made it. Google, Anthropic, OpenAI, DeepSeek, xAI, and more. It learns from corrections. The more you use it, the smarter it gets.</p>
+                        
+                        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(120px, 1fr)); gap: 12px; margin-bottom: 32px;">
+                            <span style="background: var(--gray-2); padding: 8px 12px; border-radius: 6px; font-size: 13px; color: var(--gray-6);">Anthropic</span>
+                            <span style="background: var(--gray-2); padding: 8px 12px; border-radius: 6px; font-size: 13px; color: var(--gray-6);">DeepSeek</span>
+                            <span style="background: var(--gray-2); padding: 8px 12px; border-radius: 6px; font-size: 13px; color: var(--gray-6);">Google</span>
+                            <span style="background: var(--gray-2); padding: 8px 12px; border-radius: 6px; font-size: 13px; color: var(--gray-6);">OpenAI</span>
+                            <span style="background: var(--gray-2); padding: 8px 12px; border-radius: 6px; font-size: 13px; color: var(--gray-6);">xAI</span>
+                            <span style="background: var(--gray-2); padding: 8px 12px; border-radius: 6px; font-size: 13px; color: var(--gray-6);">Mistral</span>
+                            <span style="background: var(--gray-2); padding: 8px 12px; border-radius: 6px; font-size: 13px; color: var(--gray-6);">MiniMax</span>
+                            <span style="background: var(--gray-2); padding: 8px 12px; border-radius: 6px; font-size: 13px; color: var(--gray-6);">+4 more</span>
+                        </div>
+
+                        <div style="display: flex; gap: 16px; justify-content: center; flex-wrap: wrap;">
+                            <a href="https://huggingface.co/spaces/CompactAI/AIFinder" target="_blank" class="btn btn-primary" style="padding: 14px 28px; font-size: 15px;">
+                                Try AIFinder Free
+                            </a>
+                            <a href="blog-AIFinder.html" class="btn btn-secondary" style="padding: 14px 28px; font-size: 15px;">
+                                Read the Blog
+                            </a>
+                        </div>
+                        
+                        <p style="margin-top: 20px; font-size: 13px; color: var(--gray-5);">
+                            Free API available · 60 requests/min · No API key required
+                        </p>
+                        
+                        <!-- Yes We Know It Sucks -->
+                        <div style="margin-top: 32px; padding-top: 24px; border-top: 1px solid var(--gray-2);">
+                            <h4 style="font-size: 18px; font-weight: 700; color: var(--accent); margin-bottom: 12px;">YES WE KNOW IT SUCKS</h4>
+                            <p style="font-size: 14px; color: var(--gray-5); margin-bottom: 16px; line-height: 1.6;">
+                                The tool guesses wrong sometimes. It confuses Anthropic with OpenAI. 
+                                It confidently identifies Google as DeepSeek. It's basically a parrot with an opinion.
+                            </p>
+                            <p style="font-size: 14px; color: var(--gray-5); margin-bottom: 16px; line-height: 1.6;">
+                                <strong style="color: var(--gray-7);">Pro tip:</strong> Ask it math and reasoning questions. That's what we trained it on — 
+                                huge amounts of TeichAI datasets (check them out at <a href="https://huggingface.co/TeichAI" target="_blank" style="color: var(--accent);">huggingface.co/TeichAI</a>). 
+                                It is noticeably better at detecting which math-happy lab produced the output.
+                            </p>
+                            <div style="background: var(--gray-2); border-radius: 8px; padding: 16px;">
+                                <p style="font-size: 13px; color: var(--gray-6); margin-bottom: 8px;">
+                                    That said, I have an AI working on fixing it. I couldn't be bothered to do it manually.
+                                </p>
+                                <p style="font-size: 24px; font-weight: 700; color: var(--white); font-family: var(--font-mono);">
+                                    7+ hours
+                                </p>
+                                <p style="font-size: 12px; color: var(--gray-5); margin-top: 8px;">
+                                    The AI is trying its best. Poor thing.
+                                </p>
+                            </div>
+                        </div>
+                    </div>
+                </div>
+            </div>
+        </section>
     </main>
 
     <footer>

status.html

@@ -93,10 +93,20 @@
             display: flex;
             align-items: center;
             gap: 8px;
+            transition: all 0.3s ease;
+        }
+
+        .nav-brand:hover {
+            text-shadow: 0 0 20px rgba(255, 77, 0, 0.5);
         }
 
         .nav-brand span {
             color: var(--accent);
+            transition: all 0.3s ease;
+        }
+
+        .nav-brand:hover span {
+            text-shadow: 0 0 20px rgba(255, 77, 0, 0.8);
         }
 
         .nav-links {
@@ -108,12 +118,28 @@
             font-size: 14px;
             font-weight: 500;
             color: var(--gray-6);
+            position: relative;
+        }
+
+        .nav-links a::after {
+            content: '';
+            position: absolute;
+            bottom: -4px;
+            left: 0;
+            width: 0;
+            height: 2px;
+            background: var(--accent);
+            transition: width 0.3s ease;
         }
 
         .nav-links a:hover {
             color: var(--white);
         }
 
+        .nav-links a:hover::after {
+            width: 100%;
+        }
+
         /* Page Header */
         .page-header {
             padding: 140px 0 60px;
@@ -127,12 +153,27 @@
             color: var(--white);
             margin-bottom: 16px;
             letter-spacing: -0.02em;
+            opacity: 0;
+            animation: fadeSlideUp 0.8s ease 0.1s forwards;
         }
 
         .page-header p {
             font-size: 18px;
             color: var(--gray-5);
             max-width: 500px;
+            opacity: 0;
+            animation: fadeSlideUp 0.8s ease 0.2s forwards;
+        }
+
+        @keyframes fadeSlideUp {
+            from {
+                opacity: 0;
+                transform: translateY(20px);
+            }
+            to {
+                opacity: 1;
+                transform: translateY(0);
+            }
         }
 
         /* Status Section */
@@ -151,8 +192,22 @@
             border: 1px solid var(--gray-2);
             border-radius: 12px;
             padding: 32px;
+            opacity: 0;
+            animation: fadeSlideUp 0.6s ease forwards;
+            transition: all 0.3s ease;
+        }
+
+        .status-card:hover {
+            border-color: var(--accent);
+            transform: translateY(-2px);
         }
 
+        .status-card:nth-child(1) { animation-delay: 0.1s; }
+        .status-card:nth-child(2) { animation-delay: 0.2s; }
+        .status-card:nth-child(3) { animation-delay: 0.3s; }
+        .status-card:nth-child(4) { animation-delay: 0.4s; }
+        .status-card:nth-child(5) { animation-delay: 0.5s; }
+
         .status-header {
             display: flex;
             align-items: center;
@@ -388,11 +443,14 @@
             background: var(--white);
             color: var(--black);
             border: none;
+            transition: all 0.3s ease;
         }
 
         .btn-primary:hover {
             background: var(--gray-7);
             color: var(--black);
+            transform: translateY(-2px);
+            box-shadow: 0 8px 20px rgba(255, 255, 255, 0.15);
         }
 
         /* Footer */
@@ -505,16 +563,16 @@
                         </div>
                         <div class="features-grid">
                             <div class="feature-item">
-                                <span class="feature-name">External Memory</span>
-                                <span class="feature-status disabled">Disabled</span>
+                                <span class="feature-name">Recurrent Memory (Chunk-GRU)</span>
+                                <span class="feature-status enabled">Enabled</span>
                             </div>
                             <div class="feature-item">
-                                <span class="feature-name">Precision Codebook</span>
-                                <span class="feature-status disabled">Disabled</span>
+                                <span class="feature-name">Precision Codebook (Output Bias)</span>
+                                <span class="feature-status enabled">Enabled (2111 params)</span>
                             </div>
                             <div class="feature-item">
                                 <span class="feature-name">Makeshift MTP</span>
-                                <span class="feature-status disabled">Disabled (weight=0.0)</span>
+                                <span class="feature-status enabled">Enabled (horizons: 2,3,4, weight: 0.3)</span>
                             </div>
                             <div class="feature-item">
                                 <span class="feature-name">Gradient Checkpointing</span>
@@ -530,7 +588,7 @@
                             </div>
                             <div class="feature-item">
                                 <span class="feature-name">Flash Attention</span>
-                                <span class="feature-status disabled">Not Used</span>
+                                <span class="feature-status enabled">Enabled</span>
                             </div>
                             <div class="feature-item">
                                 <span class="feature-name">Repetition Penalty</span>
@@ -556,30 +614,38 @@
                                 <span class="feature-name">Entropy Regularization</span>
                                 <span class="feature-status disabled">Disabled</span>
                             </div>
+                            <div class="feature-item">
+                                <span class="feature-name">QK-Norm (RMSNorm)</span>
+                                <span class="feature-status enabled">Enabled</span>
+                            </div>
+                            <div class="feature-item">
+                                <span class="feature-name">SwiGLU FFN</span>
+                                <span class="feature-status enabled">Enabled</span>
+                            </div>
                         </div>
                     </div>
 
-                    <!-- Memory Configuration -->
+                    <!-- Recurrent Memory Configuration -->
                     <div class="status-card">
                         <div class="status-header">
-                            <h3>Memory Module Config (Disabled)</h3>
+                            <h3>Recurrent Memory (Chunk-GRU)</h3>
                         </div>
                         <div class="specs-grid">
                             <div class="spec-item">
-                                <div class="spec-value">&mdash;</div>
-                                <div class="spec-label">Memory Slots</div>
+                                <div class="spec-value">8</div>
+                                <div class="spec-label">Chunk Size</div>
                             </div>
                             <div class="spec-item">
                                 <div class="spec-value">32</div>
                                 <div class="spec-label">Memory Dim</div>
                             </div>
                             <div class="spec-item">
-                                <div class="spec-value">4</div>
-                                <div class="spec-label">Top K</div>
+                                <div class="spec-value">GRU</div>
+                                <div class="spec-label">Cell Type</div>
                             </div>
                             <div class="spec-item">
-                                <div class="spec-value">8</div>
-                                <div class="spec-label">Writes/Step</div>
+                                <div class="spec-value">4</div>
+                                <div class="spec-label">Layers</div>
                             </div>
                         </div>
                     </div>