docs: simplify demo wording

README.md

@@ -24,7 +24,7 @@ Interactive Hugging Face Space for the 398.8M-parameter `fwerkor/CID-v1-0.4B` ch
 
 The demo exposes CID's revisable Display and runtime trace with example prompts for the released 0.4B checkpoint. `calculator`, `symbolic_math`, and the task-local workspace are enabled explicitly from the UI. The workspace editor is disabled until its tool switch is enabled; document-backed examples enable it automatically. Workspace mode exposes read-only `workspace_search` and `workspace_read` information needs while reasoning.
 
-The model is mechanism-focused rather than a general-purpose chat model. The Space uses the published unified checkpoint and pins the CID runtime implementation to commit `5577a801c9927062989179eb45cd8f6ec7f3a191`.
+The model is mechanism-focused, with general-purpose chat outside the primary evaluation target. The Space uses the published unified checkpoint and pins the CID runtime implementation to commit `5577a801c9927062989179eb45cd8f6ec7f3a191`.
 
 ## Code layout
 

cid_demo/presentation.py

@@ -15,7 +15,7 @@ HERO_HTML = """
   Run the 398.8M-parameter CID reference checkpoint and inspect how its visible Display
   changes across diffusion steps. CID maintains a latent Typed Cognitive Tensor (TCT),
   can express information needs during generation, call live retrieval, calculator, and symbolic
-  math tools, and revise output instead of committing strictly left-to-right.
+  math tools, and revise earlier output during iterative refinement.
 </p>
 <div class="hero-links">
   <a href="https://huggingface.co/collections/fwerkor/cid" target="_blank">CID Collection</a>