docs: remove studio link and add paradigm info to API tab

app.py

@@ -151,8 +151,7 @@ def run_benchmark_endpoint(context_lengths_str: str = "128,256,512,1024,2048") -
 with gr.Blocks(title="Kalpanā API — ZeroGPU NVIDIA A100", theme=gr.themes.Soft()) as demo:
     gr.Markdown(
         "# ⚡ Kalpanā RIF O(1) Memory API & Inference Server\n"
-        "Production constant-memory neural inference powered by **NVIDIA GPU** (dedicated).\n\n"
-        "👉 **Visual Studio Frontend:** [Kalpana RIF Studio](https://huggingface.co/spaces/MaduRox/Kalpana-RIF-Studio)"
+        "Production constant-memory neural inference powered by **NVIDIA GPU** (dedicated)."
     )
     with gr.Tabs():
         with gr.TabItem("▶ Interactive Test Console"):
@@ -306,6 +305,8 @@ with gr.Blocks(title="Kalpanā API — ZeroGPU NVIDIA A100", theme=gr.themes.Sof
                 """
 ### 🌐 Public REST API Specification
 
+> **Paradigm B (External RIF Cache Injection)**: The REST API exposes the exact same generation loop as the Interactive Test Console. It natively loads a standard LLM and intercepts its KV generation via our external RIF memory engine to provide O(1) memory during inference streaming.
+
 You can query this Kalpanā RIF Neural Engine programmatically from **cURL, PowerShell, Python, or JavaScript**.
 
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