also: submission copy updates (org model link, MiniCPM 1B, single-tool wording)

ui/blocks.py

@@ -1493,7 +1493,7 @@ def _hero_badges_html() -> str:
 # (~4B effective params, <= 32B), published as ParetoOptimal/gemma-4-cal-gguf.
 _SPACE_URL = "https://huggingface.co/spaces/ParetoOptimal/OffGridSchedula"
 _BLOB = _SPACE_URL + "/blob/main/"
-_MODEL_URL = "https://huggingface.co/ParetoOptimal/gemma-4-cal-gguf"
+_MODEL_URL = "https://huggingface.co/build-small-hackathon/gemma-4-cal-gguf"
 
 
 def _compliance_facts() -> dict:
@@ -1530,7 +1530,7 @@ def _submission_html() -> str:
     hard = (
         row(True, "Small model ≤ 32B",
             f'<b>{html.escape(f["label"])} · {html.escape(f["params"])} params</b> (≤ 32B). '
-            f'Fine-tune <a href="{_MODEL_URL}">ParetoOptimal/gemma-4-cal-gguf</a>. '
+            f'Fine-tune <a href="{_MODEL_URL}">build-small-hackathon/gemma-4-cal-gguf</a>. '
             "Laptop-class option: Gemma 4 <b>E4B (~4B)</b>.")
         + row(True, "Gradio app · Hugging Face Space",
               f'<code>app.py</code> is a Gradio Blocks app, deployed as a '
@@ -1568,13 +1568,14 @@ def _submission_html() -> str:
               "as Model Context Protocol tools (schema auto-generated from "
               f'<a href="{_BLOB}server/mcp_tools.py">server/mcp_tools.py</a>) — and the '
               "<b>Agent tab</b> <b>consumes</b> them: an OpenBMB <b>MiniCPM</b> planner "
-              "(local llama.cpp) runs the multi-step playbook extract → check conflicts → "
-              f'render .ics with every step visible (<a href="{_BLOB}server/orchestrator.py">'
+              "(local llama.cpp) calls <code>extract_events</code> over MCP as a single, "
+              "visible tool call, while conflict-checking and .ics rendering are finalized "
+              f'deterministically (<a href="{_BLOB}server/orchestrator.py">'
               "server/orchestrator.py</a>). No cloud AI APIs anywhere in the loop.")
         + row(True, "OpenBMB MiniCPM (sponsor)",
               "The Agent tab's planner is <b>MiniCPM</b> "
-              "(<code>openbmb/MiniCPM4.1-8B-GGUF</code>; ≤4B variant "
-              "<code>MiniCPM5-1B</code> config-selectable) served by the same local "
+              "(<code>openbmb/MiniCPM5-1B-GGUF</code>, the ≤4B tiny variant; the 8B "
+              "<code>MiniCPM4.1-8B</code> is config-selectable) served by the same local "
               "llama.cpp — core to the agent experience, under the 32B cap.")
         + row(True, "Field Notes",
               f'<a href="{_BLOB}FIELD_NOTES.md">FIELD_NOTES.md</a> — what we built &amp; learned.')