Studio: OpenFinetuner rebrand, console design system, embeddable view; Apple Silicon install fix

CLAUDE.md

@@ -135,6 +135,12 @@ routing; its run progress is one step per unit (see `resolve_total_steps`).
   are the capture→train→own loop as a UI. Auth has three modes — `password`,
   `apikey`, or `none` (`GET /v1/auth` reports which) — plus long-lived, hashed,
   individually-revocable **machine tokens** that workers authenticate with.
+  The UI uses the opencontroller console's design system (shadcn primitives in
+  `frontend/src/components/ui/`, tokens in `index.css`, light + dark) and can
+  run **embedded** in a host console over the `oc-embed/1` postMessage bridge
+  (`frontend/src/lib/embed.ts`): framed by an origin `serve.py`'s
+  `frame_ancestors()` lists, it drops its shell, follows the host's theme, and
+  sends every call to the host's proxy with the host's pass.
 
 ### The shadow accelerator (`accel.py`)
 

README.md

@@ -192,6 +192,15 @@ charts + training console) → Playground (compare base ↔ finetuned). It's the
 built React app, shipped in the wheel; the same JSON protocol powers
 `backend="remote"`.
 
+The studio can also be **embedded** in a host console such as opencontroller,
+in a frame, over the `oc-embed/1` bridge (the same one Rekori's console
+speaks): the host's menu replaces the sidebar, the host sets the theme, and
+every API call goes through the host's proxy with a short-lived pass — the
+frame holds no session of its own. Only listed origins may frame it:
+`https://dev.opencontroller.sh` and `localhost` on any port are built in; add
+yours with `SHADOWLM_FRAME_ANCESTORS="https://console.example.com"`
+(space- or comma-separated). Opened on its own, the studio is unchanged.
+
 ## The shadow accelerator
 
 `accelerator="shadow"` turns on the optimizations that are safe for your model

dev.py

@@ -0,0 +1,17 @@
+from lyzr import Studio
+
+# Initialize the SDK
+studio = Studio(api_key="your-api-key")
+
+# Create an agent
+agent = studio.create_agent(
+    name="My Assistant",
+    provider="gpt-4o",
+    role="Helpful assistant",
+    goal="Help users with their questions",
+    instructions="Be concise and accurate"
+)
+
+# Run the agent
+response = agent.run("What is machine learning?")
+print(response.response)

frontend/index.html

@@ -4,7 +4,13 @@
     <meta charset="UTF-8" />
     <link rel="icon" type="image/png" href="/logo.png" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>ShadowLM · slm♥</title>
+    <link rel="preconnect" href="https://fonts.googleapis.com" />
+    <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin />
+    <link
+      rel="stylesheet"
+      href="https://fonts.googleapis.com/css2?family=Manrope:wght@400;500;600;700&family=Sora:wght@500;600;700&family=JetBrains+Mono:wght@400;500;600&display=swap"
+    />
+    <title>openfinetuner</title>
   </head>
   <body>
     <div id="root"></div>