diff --git a/.claude/agents/docs-writer.md b/.claude/agents/docs-writer.md
index b5c4ee3f..cf749c3a 100644
--- a/.claude/agents/docs-writer.md
+++ b/.claude/agents/docs-writer.md
@@ -65,7 +65,7 @@ Available types: `note`, `abstract`, `info`, `tip`, `success`, `question`, `warn
 === "From Source"
 
     ```bash
-    git clone https://github.com/jonsaadfalcon/OpenJarvis.git
+    git clone https://github.com/open-jarvis/OpenJarvis.git
     cd OpenJarvis
     uv sync --extra dev
     ```
diff --git a/desktop/src-tauri/tauri.conf.json b/desktop/src-tauri/tauri.conf.json
index 7798f682..be84736e 100644
--- a/desktop/src-tauri/tauri.conf.json
+++ b/desktop/src-tauri/tauri.conf.json
@@ -58,7 +58,7 @@
     "updater": {
       "pubkey": "dW50cnVzdGVkIGNvbW1lbnQ6IG1pbmlzaWduIHB1YmxpYyBrZXk6IDFFNzUzMzhEOEY2MjNEMDMKUldRRFBXS1BqVE4xSG8vK0lkUWN4WnZQYVIrbmc4RmpoOGlJWTBLTE15RlIya3JvQisvdUR3a0QK",
       "endpoints": [
-        "https://github.com/HazyResearch/OpenJarvis/releases/download/desktop-latest/latest.json"
+        "https://github.com/open-jarvis/OpenJarvis/releases/download/desktop-latest/latest.json"
       ]
     }
   }
diff --git a/docs/development/contributing.md b/docs/development/contributing.md
index 99b8a01f..d6433255 100644
--- a/docs/development/contributing.md
+++ b/docs/development/contributing.md
@@ -18,7 +18,7 @@ contribute code to OpenJarvis.
 ### Clone and Install
 
 ```bash
-git clone https://github.com/HazyResearch/OpenJarvis.git
+git clone https://github.com/open-jarvis/OpenJarvis.git
 cd OpenJarvis
 uv sync --extra dev
 ```
diff --git a/docs/downloads.md b/docs/downloads.md
index b5bdf248..5ac9aa48 100644
--- a/docs/downloads.md
+++ b/docs/downloads.md
@@ -17,7 +17,7 @@ processing happens on your local machine — the app connects to the backend you
 !!! info "Backend required"
     Start the backend before opening the desktop app. The quickstart script handles everything:
     ```bash
-    git clone https://github.com/HazyResearch/OpenJarvis.git && cd OpenJarvis
+    git clone https://github.com/open-jarvis/OpenJarvis.git && cd OpenJarvis
     ./scripts/quickstart.sh
     ```
 
@@ -25,14 +25,14 @@ processing happens on your local machine — the app connects to the backend you
 
 | Platform | Download | Notes |
 |----------|----------|-------|
-| macOS (Apple Silicon) | [:material-download: **OpenJarvis.dmg**](https://github.com/HazyResearch/OpenJarvis/releases/download/desktop-latest/OpenJarvis_1.0.0_aarch64.dmg) | M1/M2/M3/M4 Macs |
-| Windows (64-bit) | [:material-download: **OpenJarvis-setup.exe**](https://github.com/HazyResearch/OpenJarvis/releases/download/desktop-latest/OpenJarvis_1.0.0_x64-setup.exe) | Windows 10+ |
-| Linux (DEB) | [:material-download: **OpenJarvis.deb**](https://github.com/HazyResearch/OpenJarvis/releases/download/desktop-latest/OpenJarvis_1.0.0_amd64.deb) | Ubuntu, Debian |
-| Linux (RPM) | [:material-download: **OpenJarvis.rpm**](https://github.com/HazyResearch/OpenJarvis/releases/download/desktop-latest/OpenJarvis-1.0.0-1.x86_64.rpm) | Fedora, RHEL |
-| Linux (AppImage) | [:material-download: **OpenJarvis.AppImage**](https://github.com/HazyResearch/OpenJarvis/releases/download/desktop-latest/OpenJarvis_1.0.0_amd64.AppImage) | Any distro |
+| macOS (Apple Silicon) | [:material-download: **OpenJarvis.dmg**](https://github.com/open-jarvis/OpenJarvis/releases/download/desktop-latest/OpenJarvis_1.0.0_aarch64.dmg) | M1/M2/M3/M4 Macs |
+| Windows (64-bit) | [:material-download: **OpenJarvis-setup.exe**](https://github.com/open-jarvis/OpenJarvis/releases/download/desktop-latest/OpenJarvis_1.0.0_x64-setup.exe) | Windows 10+ |
+| Linux (DEB) | [:material-download: **OpenJarvis.deb**](https://github.com/open-jarvis/OpenJarvis/releases/download/desktop-latest/OpenJarvis_1.0.0_amd64.deb) | Ubuntu, Debian |
+| Linux (RPM) | [:material-download: **OpenJarvis.rpm**](https://github.com/open-jarvis/OpenJarvis/releases/download/desktop-latest/OpenJarvis-1.0.0-1.x86_64.rpm) | Fedora, RHEL |
+| Linux (AppImage) | [:material-download: **OpenJarvis.AppImage**](https://github.com/open-jarvis/OpenJarvis/releases/download/desktop-latest/OpenJarvis_1.0.0_amd64.AppImage) | Any distro |
 
 !!! tip "All releases"
-    Browse all versions on the [GitHub Releases](https://github.com/HazyResearch/OpenJarvis/releases) page.
+    Browse all versions on the [GitHub Releases](https://github.com/open-jarvis/OpenJarvis/releases) page.
 
 ### macOS: "app is damaged" fix
 
@@ -69,7 +69,7 @@ The backend (Ollama, Python API server, inference) runs separately on your machi
 ### Build from source
 
 ```bash
-git clone https://github.com/HazyResearch/OpenJarvis.git
+git clone https://github.com/open-jarvis/OpenJarvis.git
 cd OpenJarvis/desktop
 npm install
 npm run tauri build
@@ -87,7 +87,7 @@ your machine and the frontend connects via `localhost`.
 ### One-command setup
 
 ```bash
-git clone https://github.com/HazyResearch/OpenJarvis.git
+git clone https://github.com/open-jarvis/OpenJarvis.git
 cd OpenJarvis
 ./scripts/quickstart.sh
 ```
@@ -107,7 +107,7 @@ If you prefer to run each step yourself:
 === "Step 1: Clone and install"
 
     ```bash
-    git clone https://github.com/HazyResearch/OpenJarvis.git
+    git clone https://github.com/open-jarvis/OpenJarvis.git
     cd OpenJarvis
     uv sync --extra server
     cd frontend && npm install && cd ..
@@ -168,7 +168,7 @@ programmatically. Every feature is accessible from the terminal.
 === "From source"
 
     ```bash
-    git clone https://github.com/HazyResearch/OpenJarvis.git
+    git clone https://github.com/open-jarvis/OpenJarvis.git
     cd OpenJarvis
     uv sync
     ```
diff --git a/docs/getting-started/installation.md b/docs/getting-started/installation.md
index b2b90f67..4cce729b 100644
--- a/docs/getting-started/installation.md
+++ b/docs/getting-started/installation.md
@@ -17,7 +17,7 @@ your machine and the frontend connects via `localhost`.
 ### One-command setup
 
 ```bash
-git clone https://github.com/HazyResearch/OpenJarvis.git
+git clone https://github.com/open-jarvis/OpenJarvis.git
 cd OpenJarvis
 ./scripts/quickstart.sh
 ```
@@ -37,7 +37,7 @@ If you prefer to run each step yourself:
 === "Step 1: Clone and install"
 
     ```bash
-    git clone https://github.com/HazyResearch/OpenJarvis.git
+    git clone https://github.com/open-jarvis/OpenJarvis.git
     cd OpenJarvis
     uv sync --extra server
     cd frontend && npm install && cd ..
@@ -78,7 +78,7 @@ processing happens on your local machine — the app connects to the backend you
 **Step 1.** Start the backend (same as Browser App):
 
 ```bash
-git clone https://github.com/HazyResearch/OpenJarvis.git
+git clone https://github.com/open-jarvis/OpenJarvis.git
 cd OpenJarvis
 ./scripts/quickstart.sh
 ```
@@ -87,11 +87,11 @@ cd OpenJarvis
 
 | Platform | Download |
 |----------|----------|
-| macOS (Apple Silicon) | [:material-download: **OpenJarvis.dmg**](https://github.com/HazyResearch/OpenJarvis/releases/download/desktop-latest/OpenJarvis_1.0.0_aarch64.dmg) |
-| Windows (64-bit) | [:material-download: **OpenJarvis-setup.exe**](https://github.com/HazyResearch/OpenJarvis/releases/download/desktop-latest/OpenJarvis_1.0.0_x64-setup.exe) |
-| Linux (DEB) | [:material-download: **OpenJarvis.deb**](https://github.com/HazyResearch/OpenJarvis/releases/download/desktop-latest/OpenJarvis_1.0.0_amd64.deb) |
-| Linux (RPM) | [:material-download: **OpenJarvis.rpm**](https://github.com/HazyResearch/OpenJarvis/releases/download/desktop-latest/OpenJarvis-1.0.0-1.x86_64.rpm) |
-| Linux (AppImage) | [:material-download: **OpenJarvis.AppImage**](https://github.com/HazyResearch/OpenJarvis/releases/download/desktop-latest/OpenJarvis_1.0.0_amd64.AppImage) |
+| macOS (Apple Silicon) | [:material-download: **OpenJarvis.dmg**](https://github.com/open-jarvis/OpenJarvis/releases/download/desktop-latest/OpenJarvis_1.0.0_aarch64.dmg) |
+| Windows (64-bit) | [:material-download: **OpenJarvis-setup.exe**](https://github.com/open-jarvis/OpenJarvis/releases/download/desktop-latest/OpenJarvis_1.0.0_x64-setup.exe) |
+| Linux (DEB) | [:material-download: **OpenJarvis.deb**](https://github.com/open-jarvis/OpenJarvis/releases/download/desktop-latest/OpenJarvis_1.0.0_amd64.deb) |
+| Linux (RPM) | [:material-download: **OpenJarvis.rpm**](https://github.com/open-jarvis/OpenJarvis/releases/download/desktop-latest/OpenJarvis-1.0.0-1.x86_64.rpm) |
+| Linux (AppImage) | [:material-download: **OpenJarvis.AppImage**](https://github.com/open-jarvis/OpenJarvis/releases/download/desktop-latest/OpenJarvis_1.0.0_amd64.AppImage) |
 
 The app connects to `http://localhost:8000` automatically.
 
@@ -103,12 +103,12 @@ The app connects to `http://localhost:8000` automatically.
     This is normal for open-source apps distributed outside the App Store.
 
 !!! tip "All releases"
-    Browse all versions on the [GitHub Releases](https://github.com/HazyResearch/OpenJarvis/releases) page.
+    Browse all versions on the [GitHub Releases](https://github.com/open-jarvis/OpenJarvis/releases) page.
 
 ### Build from source
 
 ```bash
-git clone https://github.com/HazyResearch/OpenJarvis.git
+git clone https://github.com/open-jarvis/OpenJarvis.git
 cd OpenJarvis/desktop
 npm install
 npm run tauri build
@@ -140,7 +140,7 @@ programmatically. Every feature is accessible from the terminal.
 === "From source"
 
     ```bash
-    git clone https://github.com/HazyResearch/OpenJarvis.git
+    git clone https://github.com/open-jarvis/OpenJarvis.git
     cd OpenJarvis
     uv sync
     ```
diff --git a/docs/getting-started/quickstart.md b/docs/getting-started/quickstart.md
index 5a11b97c..6f2539c1 100644
--- a/docs/getting-started/quickstart.md
+++ b/docs/getting-started/quickstart.md
@@ -15,7 +15,7 @@ This guide walks through the core workflows of OpenJarvis: the browser app, CLI,
 The quickest way to experience OpenJarvis is the full chat UI running in your browser:
 
 ```bash
-git clone https://github.com/HazyResearch/OpenJarvis.git
+git clone https://github.com/open-jarvis/OpenJarvis.git
 cd OpenJarvis
 ./scripts/quickstart.sh
 ```
diff --git a/frontend/src-tauri/tauri.conf.json b/frontend/src-tauri/tauri.conf.json
index 536dd0e9..6f89e861 100644
--- a/frontend/src-tauri/tauri.conf.json
+++ b/frontend/src-tauri/tauri.conf.json
@@ -58,7 +58,7 @@
     "updater": {
       "pubkey": "dW50cnVzdGVkIGNvbW1lbnQ6IG1pbmlzaWduIHB1YmxpYyBrZXk6IDFFNzUzMzhEOEY2MjNEMDMKUldRRFBXS1BqVE4xSG8vK0lkUWN4WnZQYVIrbmc4RmpoOGlJWTBLTE15RlIya3JvQisvdUR3a0QK",
       "endpoints": [
-        "https://github.com/HazyResearch/OpenJarvis/releases/download/desktop-latest/latest.json"
+        "https://github.com/open-jarvis/OpenJarvis/releases/download/desktop-latest/latest.json"
       ]
     },
     "notification": {
diff --git a/frontend/src/pages/GetStartedPage.tsx b/frontend/src/pages/GetStartedPage.tsx
index dfc36f9f..b2002f31 100644
--- a/frontend/src/pages/GetStartedPage.tsx
+++ b/frontend/src/pages/GetStartedPage.tsx
@@ -19,7 +19,7 @@ import {
 import { isTauri, checkHealth } from '../lib/api';
 
 const GITHUB_BASE =
-  'https://github.com/hazy/OpenJarvis/releases/latest/download';
+  'https://github.com/open-jarvis/OpenJarvis/releases/latest/download';
 
 interface Platform {
   id: string;
@@ -432,7 +432,7 @@ function SelfHostedView() {
           <p className="text-xs" style={{ color: 'var(--color-text-secondary)' }}>
             Deploy with Docker Compose for a zero-setup hosted instance:
           </p>
-          <CodeBlock code="git clone https://github.com/hazy/OpenJarvis.git\ncd OpenJarvis\ndocker compose -f deploy/docker/docker-compose.yml up -d" />
+          <CodeBlock code="git clone https://github.com/open-jarvis/OpenJarvis.git\ncd OpenJarvis\ndocker compose -f deploy/docker/docker-compose.yml up -d" />
           <p className="text-xs" style={{ color: 'var(--color-text-tertiary)' }}>
             This starts both the API server and Ollama. The web UI is bundled and
             served automatically at port 8000.
diff --git a/frontend/src/pages/SettingsPage.tsx b/frontend/src/pages/SettingsPage.tsx
index 82c9a8e2..81cebeb4 100644
--- a/frontend/src/pages/SettingsPage.tsx
+++ b/frontend/src/pages/SettingsPage.tsx
@@ -269,7 +269,7 @@ export function SettingsPage() {
             {!speechBackendAvailable && speechBackendAvailable !== null && (
               <div className="text-xs mt-2 px-1" style={{ color: 'var(--color-text-tertiary)' }}>
                 Set up a speech backend to use voice input.
-                See the <a href="https://hazyresearch.stanford.edu/OpenJarvis/user-guide/tools/" target="_blank" rel="noopener noreferrer" style={{ color: 'var(--color-accent)' }}>documentation</a> for details.
+                See the <a href="https://open-jarvis.github.io/OpenJarvis/user-guide/tools/" target="_blank" rel="noopener noreferrer" style={{ color: 'var(--color-accent)' }}>documentation</a> for details.
               </div>
             )}
           </Section>
@@ -330,7 +330,7 @@ export function SettingsPage() {
                   Project site
                 </a>
                 <a
-                  href="https://hazyresearch.stanford.edu/OpenJarvis/"
+                  href="https://open-jarvis.github.io/OpenJarvis/"
                   target="_blank"
                   rel="noopener noreferrer"
                   style={{ color: 'var(--color-accent)' }}
diff --git a/mkdocs.yml b/mkdocs.yml
index aa5f0c2b..a66eb241 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -1,9 +1,9 @@
 site_name: OpenJarvis
-site_url: https://hazyresearch.stanford.edu/OpenJarvis/
+site_url: https://open-jarvis.github.io/OpenJarvis/
 site_description: Composable, Programmable Systems for On-Device, Personal AI
 site_author: OpenJarvis Contributors
-repo_url: https://github.com/HazyResearch/OpenJarvis
-repo_name: HazyResearch/OpenJarvis
+repo_url: https://github.com/open-jarvis/OpenJarvis
+repo_name: open-jarvis/OpenJarvis
 edit_uri: edit/main/docs/
 
 copyright: Copyright &copy; 2026 OpenJarvis Contributors
@@ -125,7 +125,7 @@ markdown_extensions:
 extra:
   social:
     - icon: fontawesome/brands/github
-      link: https://github.com/HazyResearch/OpenJarvis
+      link: https://github.com/open-jarvis/OpenJarvis
 
 nav:
   - Home: index.md
diff --git a/scripts/quickstart.sh b/scripts/quickstart.sh
index 33339d50..1a89b9df 100755
--- a/scripts/quickstart.sh
+++ b/scripts/quickstart.sh
@@ -6,7 +6,7 @@ set -euo pipefail
 # the backend API server and frontend, then opens the browser.
 #
 # Usage:
-#   git clone https://github.com/HazyResearch/OpenJarvis.git
+#   git clone https://github.com/open-jarvis/OpenJarvis.git
 #   cd OpenJarvis
 #   ./scripts/quickstart.sh
 # ──────────────────────────────────────────────────────────────────────
diff --git a/src/openjarvis/evals/configs/qwen3.5-397b-monitor-operative.toml b/src/openjarvis/evals/configs/qwen3.5-397b-monitor-operative.toml
index ec8aacf2..22781617 100644
--- a/src/openjarvis/evals/configs/qwen3.5-397b-monitor-operative.toml
+++ b/src/openjarvis/evals/configs/qwen3.5-397b-monitor-operative.toml
@@ -38,13 +38,5 @@ num_gpus = 4
 
 [[benchmarks]]
 name = "lifelong-agent"
-backend = "jarvis-agent"
-agent = "monitor_operative"
+backend = "jarvis-direct"
 max_samples = 50
-tools = [
-    "think", "calculator", "code_interpreter",
-    "shell_exec", "file_read",
-    "memory_store", "memory_search", "memory_retrieve",
-    "kg_add_entity", "kg_add_relation", "kg_query", "kg_neighbors",
-    "db_query", "web_search", "http_request",
-]
diff --git a/src/openjarvis/evals/datasets/lifelong_agent.py b/src/openjarvis/evals/datasets/lifelong_agent.py
index fa17bb3e..38cae836 100644
--- a/src/openjarvis/evals/datasets/lifelong_agent.py
+++ b/src/openjarvis/evals/datasets/lifelong_agent.py
@@ -173,10 +173,16 @@ class LifelongAgentDataset(DatasetProvider):
                 steps = "\n".join(f"  {i+1}. {a}" for i, a in enumerate(action_list))
                 action_desc = f"\n\nKG Operations:\n{steps}"
 
+        s_expr = row.get("s_expression", "")
+        s_expr_desc = ""
+        if s_expr:
+            s_expr_desc = f"\n\nStructured Query:\n{s_expr}"
+
         problem = (
             f"{_KG_SYSTEM}\n\n"
             f"{entity_desc}"
-            f"{action_desc}\n\n"
+            f"{action_desc}"
+            f"{s_expr_desc}\n\n"
             f"Question: {question}"
         )