diff --git a/grafi_dev/frontend/index.html b/grafi_dev/frontend/index.html
index 51bd2e3..092ae22 100644
--- a/grafi_dev/frontend/index.html
+++ b/grafi_dev/frontend/index.html
@@ -21,6 +21,9 @@
     />
     <script src="https://cdnjs.cloudflare.com/ajax/libs/prism/1.23.0/prism.min.js"></script>
     <script src="https://cdnjs.cloudflare.com/ajax/libs/prism/1.23.0/components/prism-yaml.min.js"></script>
+    
+    <!-- Marked for markdown rendering -->
+    <script src="https://cdn.jsdelivr.net/npm/marked@4.3.0/marked.min.js"></script>
 
     <style>
       body {
@@ -197,13 +200,15 @@
           (e.input_data || []).forEach((m) => {
             const b = document.createElement("div");
             b.className = "bubble user";
-            b.textContent = m.content || "";
+            const content = m.content || "";
+            b.innerHTML = marked.parse(content);
             container.appendChild(b);
           });
           (e.output_data || []).forEach((m) => {
             const b = document.createElement("div");
             b.className = "bubble assistant";
-            b.textContent = m.content || "";
+            const content = m.content || "";
+            b.innerHTML = marked.parse(content);
             container.appendChild(b);
           });
         });
@@ -316,9 +321,10 @@
       // build graph & interaction
       let cy, wf;
       (async () => {
-        wf = await (await fetch("/workflow")).json();
-        renderYAML(panes.Info, wf);
+        assistant_json = await (await fetch("/workflow")).json();
+        renderYAML(panes.Info, assistant_json);
 
+        wf = assistant_json.workflow;
         const elems = [];
         Object.keys(wf.topics).forEach((t) =>
           elems.push({ data: { id: t, label: t, type: "topic" } })
diff --git a/grafi_dev/server.py b/grafi_dev/server.py
index cfd06d0..d5dd6fe 100644
--- a/grafi_dev/server.py
+++ b/grafi_dev/server.py
@@ -40,37 +40,35 @@ def _to_messages(msgs_in: List[MsgIn]) -> Messages:
     return [Message(role=m.role, content=m.content) for m in msgs_in]
 
 
-def _execution_context(conv_id: str, req_id: str):
-    from grafi.common.models.execution_context import ExecutionContext
+def _invoke_context(conv_id: str, req_id: str):
+    from grafi.common.models.invoke_context import InvokeContext
 
-    return ExecutionContext(
+    return InvokeContext(
         conversation_id=conv_id,
         assistant_request_id=req_id,
-        execution_id=uuid.uuid4().hex,
+        invoke_id=uuid.uuid4().hex,
     )
 
 
 # ---------- conversation helpers ----------------------------------------
 def get_conversation_ids():
     evs = container.event_store.get_events()
-    conv_ids = {e.execution_context.conversation_id for e in evs}
+    conv_ids = {e.invoke_context.conversation_id for e in evs}
     return sorted(
         conv_ids,
         key=lambda conv_id: min(
-            e.timestamp for e in evs if e.execution_context.conversation_id == conv_id
+            e.timestamp for e in evs if e.invoke_context.conversation_id == conv_id
         ),
     )
 
 
 def get_request_ids(conv_id: str):
     evs = container.event_store.get_conversation_events(conv_id)
-    req_ids = {e.execution_context.assistant_request_id for e in evs}
+    req_ids = {e.invoke_context.assistant_request_id for e in evs}
     return sorted(
         req_ids,
         key=lambda req_id: min(
-            e.timestamp
-            for e in evs
-            if e.execution_context.assistant_request_id == req_id
+            e.timestamp for e in evs if e.invoke_context.assistant_request_id == req_id
         ),
     )
 
@@ -85,14 +83,14 @@ async def chat(req: ChatRequest):
             out: Messages = []
             if is_async:
 
-                async for messages in assistant.a_execute(
-                    _execution_context(req.conversation_id, req.assistant_request_id),
+                async for messages in assistant.a_invoke(
+                    _invoke_context(req.conversation_id, req.assistant_request_id),
                     _to_messages(req.messages),
                 ):
                     out.extend(messages)
             else:
-                out = assistant.execute(
-                    _execution_context(req.conversation_id, req.assistant_request_id),
+                out = assistant.invoke(
+                    _invoke_context(req.conversation_id, req.assistant_request_id),
                     _to_messages(req.messages),
                 )
             logger.info(out)
diff --git a/pyproject.toml b/pyproject.toml
index 9d26aab..8f71f3b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,14 +4,14 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "grafi-dev"
-version = "0.0.4"
+version = "0.0.5"
 description = "Run a grafi Assistant locally with a live workflow graph & trace viewer"
 authors = [{ name = "Craig Li", email = "craig@binome.dev" }]
 readme = "README.md"
 requires-python = ">=3.10,<3.13"
 dependencies = [
     "fastapi>=0.115.12",
-    "grafi>=0.0.16",
+    "grafi>=0.0.19",
     "typer>=0.15.3",
     "uvicorn>=0.34.2",
 ]
@@ -30,5 +30,7 @@ grafi_dev = ["frontend/*"]
 
 [dependency-groups]
 dev = [
+    "googlesearch-python>=1.3.0",
+    "pycountry>=24.6.1",
     "tavily-python>=0.7.2",
 ]
diff --git a/uv.lock b/uv.lock
index 384c886..c6afcd5 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,14 +1,14 @@
 version = 1
-revision = 1
+revision = 2
 requires-python = ">=3.10, <3.13"
 
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081 }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
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-    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643 },
+    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
 ]
 
 [[package]]
@@ -21,9 +21,9 @@ dependencies = [
     { name = "sniffio" },
     { name = "typing-extensions" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/95/7d/4c1bd541d4dffa1b52bd83fb8527089e097a106fc90b467a7313b105f840/anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028", size = 190949, upload-time = "2025-03-17T00:02:54.77Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/a1/ee/48ca1a7c89ffec8b6a0c5d02b89c305671d5ffd8d3c94acf8b8c408575bb/anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c", size = 100916, upload-time = "2025-03-17T00:02:52.713Z" },
 ]
 
 [[package]]
@@ -37,9 +37,9 @@ dependencies = [
     { name = "opentelemetry-proto" },
     { name = "opentelemetry-sdk" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/3c/78/460ee5ca73abda4db145798b2cba8d1fb2d3c8cd0896303a9cc28e36c6d8/arize_otel-0.8.2.tar.gz", hash = "sha256:331a18917c44a479cab982d553a48c874826fbb52a1734c49188a9d81193f967", size = 12382, upload-time = "2025-06-04T16:48:12.014Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/b0/ec/8974a8238edca644ad94d3a7dcccdf7929d1eb5a2539da6fbeb6706f5fa8/arize_otel-0.8.2-py3-none-any.whl", hash = "sha256:10d71666a3414437cdb2127227bce2f139d36809aecd5b6307505196f152d595", size = 13300, upload-time = "2025-06-04T16:48:10.26Z" },
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 [[package]]
@@ -56,66 +56,79 @@ dependencies = [
     { name = "typing-extensions" },
     { name = "wrapt" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/58/59/09f683a01137a9d8c64788bbaf1f73635d83a17b6b8467a631b9862b0aca/arize_phoenix_otel-0.10.3.tar.gz", hash = "sha256:c59a3cf3b59f1a5852064763a8f3c72ea2319ec3cc55446d87e91085e18ef1a5", size = 14228, upload-time = "2025-06-04T18:33:58.258Z" }
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+]
+
+[[package]]
+name = "beautifulsoup4"
+version = "4.13.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "soupsieve" },
+    { name = "typing-extensions" },
+]
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-version = "0.0.16"
+version = "0.0.19"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "arize-otel" },
@@ -220,16 +246,15 @@ dependencies = [
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 source = { editable = "." }
 dependencies = [
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 [package.dev-dependencies]
 dev = [
+    { name = "googlesearch-python" },
+    { name = "pycountry" },
     { name = "tavily-python" },
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+    { name = "grafi", specifier = ">=0.0.19" },
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     { name = "uvicorn", specifier = ">=0.34.2" },
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+    { name = "pycountry", specifier = ">=24.6.1" },
+    { name = "tavily-python", specifier = ">=0.7.2" },
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