adding companion blog post link

app.py

@@ -44,7 +44,7 @@ class Config:
         f"1.  **Byte Latent Transformer (BLT):** Entropy-based patching plot and patched text. Spaces are replaced by '_' for viz purposes. Using `blt_main_entropy_100m_512w`.\n"
         f"2.  **Tiktoken (GPT-4):** Text segmented by `{TIKTOKEN_ENCODING_NAME}` tokens.\n"
         f"3.  **Llama 3:** Text segmented by the `{LLAMA3_MODEL_NAME}` tokenizer.\n\n\n"
-        "Blog post coming soon, https://lucalp.dev/ or [@lucalp__](https://twitter.com/lucalp__) for updates."
+        "Companion blog post [can be found here](https://lucalp.dev/bitter-lesson-tokenization-and-blt)."
     )
 
 # --- Bytelatent Processor ---