diff --git a/assets/tutorial_config.toml b/assets/tutorial_config.toml
index 0eb9236..d980096 100644
--- a/assets/tutorial_config.toml
+++ b/assets/tutorial_config.toml
@@ -51,6 +51,14 @@ plot_commodity_network = true
 # Recommended for production runs after units are populated in the database
 check_units = true
 
+# Limit the number of cycles detected in the commodity graph
+# -1 = unbounded (INFO), 0 = strictly disallow (ERROR), positive integer = limit
+cycle_count_limit = 100
+
+# Minimum cycle length to report (default: 1)
+# Use this to filter out very small cycles if needed
+cycle_length_limit = 1
+
 # ------------------------------------
 #             SOLVER
 #        Solver Selection
@@ -84,6 +92,13 @@ save_lp_file = false
 # graphviz dot file and svg for network visualization (requires graphviz to be installed separately)
 graphviz_output = false
 
+# Optional output filtering thresholds (set to 0 to disable per category)
+# Precedence is: TOML value > internal defaults.
+output_threshold_capacity = 0.001
+output_threshold_activity = 0.001
+output_threshold_emission = 0.001
+output_threshold_cost = 0.01
+
 # ------------------------------------
 #          MODEL PARAMETERS
 #  these are specific to each model
@@ -110,6 +125,11 @@ graphviz_output = false
 #       storage must be tagged and the TimeSeasonSequential table filled.
 time_sequencing = 'seasonal_timeslices'
 
+# Number of days represented by each planning period.
+# Used to adjust flow variables for number of days represented by each season.
+# E.g. 365 if all seasons collectively represent a year, 7 if modelling a single representative week.
+days_per_period = 365
+
 # How contributions to the planning reserve margin are calculated
 # Options:
 #   'static'
@@ -123,6 +143,30 @@ time_sequencing = 'seasonal_timeslices'
 #                   capacity value = flow out * reserve capacity derate
 reserve_margin = 'dynamic'
 
+# ------------------------------------
+#      SQLITE PERFORMANCE TUNING
+# ------------------------------------
+
+[sqlite]
+# These settings improve database performance, especially for large-scale
+# runs and myopic/MGA modes which perform many small writes.
+
+# journal_mode: WAL (Write-Ahead Logging) provides better concurrency and speed.
+# Note: This creates sidecar files (-wal and -shm) during execution.
+journal_mode = 'WAL'
+
+# synchronous: NORMAL reduces disk flushes while remaining safe against
+# application-level crashes.
+synchronous = 'NORMAL'
+
+# mmap_size: Memory-map the database file for faster reads (bytes).
+# 8589934592 = 8GB
+mmap_size = 8589934592
+
+# cache_size: SQLite page cache size. Negative values specify size in KiB.
+# -512000 = 500MiB
+cache_size = -512000
+
 # ---------------------------------------------------
 #                   MODE OPTIONS
 # options below are mode-specific and will be ignored
@@ -138,7 +182,15 @@ weighting = "hull_expansion"  # use a convex hull expansion algorithm to weight
 
 [myopic]
 view_depth = 2   # number of periods seen/analyzed per iteration
-step_size = 1    # number of periods to step by (must be <= view depth)
+step_size = 2    # number of periods to step by (must be <= view depth)
+# Evolving mode: if true, the evolution_script is called between myopic iterations
+# to update the database. The view depth may shorten near the end of the planning
+# horizon to ensure that all iterations are performed.
+# If false, the evolution_script is not used and iterations end once view depth
+# reaches the end of the planning horizon, to avoid redundant decisions with no
+# new information.
+evolving = false
+evolution_script = "temoa/extensions/myopic/evolution_updater.py"
 
 [morris]
 perturbation = 0.10     # amount to perturb marked parameters (ex:  0.10 -> +/- 10%)
@@ -159,4 +211,4 @@ activity_labels = []
 
 [monte_carlo]
 # a path from the PROJECT ROOT to the settings file that contains the run data.
-run_settings = 'data_files/monte_carlo/run_settings_1.csv'
+run_settings = 'mc_settings.csv'
diff --git a/assets/tutorial_database.sqlite b/assets/tutorial_database.sqlite
index e28b2c8..b0582ca 100644
Binary files a/assets/tutorial_database.sqlite and b/assets/tutorial_database.sqlite differ
diff --git a/backend/main.py b/backend/main.py
deleted file mode 100644
index 32302e2..0000000
--- a/backend/main.py
+++ /dev/null
@@ -1,403 +0,0 @@
-# /// script
-# requires-python = ">=3.12"
-# dependencies = [
-#     "temoa>=4.0.0a1",
-#     "fastapi",
-#     "uvicorn[standard]",
-#     "tomlkit",
-#     "websockets",
-# ]
-# ///
-
-import asyncio
-import logging
-import sys
-from datetime import datetime
-from pathlib import Path
-from typing import List, Optional
-import urllib.request
-import shutil
-
-from .utils import create_secure_ssl_context
-
-from fastapi import (
-    FastAPI,
-    WebSocket,
-    WebSocketDisconnect,
-    HTTPException,
-    BackgroundTasks,
-)
-from fastapi.middleware.cors import CORSMiddleware
-from fastapi.staticfiles import StaticFiles
-from pydantic import BaseModel
-
-# --- Temoa Imports ---
-# We assume temoa is installed in the same environment
-try:
-    from temoa._internal.temoa_sequencer import TemoaSequencer
-    from temoa.core.config import TemoaConfig
-except ImportError:
-    # For development if temoa is not in path
-    TemoaSequencer = None
-    TemoaConfig = None
-    logging.error("Temoa not found in environment.")
-
-app = FastAPI(title="Temoa Web GUI API")
-
-# Enable CORS
-app.add_middleware(
-    CORSMiddleware,
-    allow_origins=["*"],
-    allow_credentials=True,
-    allow_methods=["*"],
-    allow_headers=["*"],
-)
-
-# Serve output files
-output_path = Path("output")
-output_path.mkdir(parents=True, exist_ok=True)
-app.mount("/results", StaticFiles(directory="output"), name="results")
-
-
-class RunConfig(BaseModel):
-    input_database: str
-    scenario_mode: str = "perfect_foresight"
-    solver_name: str = "appsi_highs"
-    time_sequencing: str = "seasonal_timeslices"
-    output_dir: Optional[str] = None
-
-
-# --- Log Management ---
-class ConnectionManager:
-    def __init__(self):
-        self.active_connections: List[WebSocket] = []
-
-    async def connect(self, websocket: WebSocket):
-        await websocket.accept()
-        self.active_connections.append(websocket)
-
-    def disconnect(self, websocket: WebSocket):
-        self.active_connections.remove(websocket)
-
-    async def broadcast(self, message: str):
-        # Filter out empty or whitespace-only messages
-        if not message.strip():
-            return
-        for connection in self.active_connections:
-            try:
-                await connection.send_text(message)
-            except Exception:
-                pass
-
-
-manager = ConnectionManager()
-
-
-class WebSocketLogHandler(logging.Handler):
-    def __init__(self, loop):
-        super().__init__()
-        self.loop = loop
-
-    def emit(self, record):
-        msg = self.format(record)
-        if manager.active_connections:
-            asyncio.run_coroutine_threadsafe(manager.broadcast(msg), self.loop)
-
-
-# --- Routes ---
-
-
-@app.get("/health")
-def health_check():
-    return {"status": "ok"}
-
-
-@app.get("/api/config")
-def get_config():
-    """Return key configuration paths and settings for the frontend."""
-    # Try to find the tutorial database
-    assets_path = Path("assets")
-    tutorial_db = assets_path / "tutorial_database.sqlite"
-    if not tutorial_db.exists():
-        # Fallback to hardcoded absolute path if running from specific env
-        tutorial_db = Path(
-            "/media/Secondary/Projects/TemoaProject/temoa-web-gui/assets/tutorial_database.sqlite"
-        )
-
-    return {
-        "tutorial_database": str(tutorial_db.absolute())
-        if tutorial_db.exists()
-        else None,
-        "explorer_port": 8001,
-        "api_port": 8000,
-    }
-
-
-@app.get("/api/files")
-def list_files(path: str = "."):
-    """Helper to browse files for input database selection."""
-    try:
-        p = Path(path).resolve()
-        # Security: restrict to some root if needed, but for local use it's fine
-        items = []
-        if p.is_dir():
-            for item in p.iterdir():
-                # Filter for useful files or show all
-                items.append(
-                    {
-                        "name": item.name,
-                        "is_dir": item.is_dir(),
-                        "path": str(item.absolute()),
-                        "extension": item.suffix,
-                    }
-                )
-        return items
-    except Exception as e:
-        raise HTTPException(status_code=500, detail=str(e))
-
-
-@app.post("/api/download_tutorial")
-def download_tutorial():
-    """Downloads the tutorial database from the main repo."""
-    assets_path = Path("assets")
-    assets_path.mkdir(parents=True, exist_ok=True)
-    target_path = assets_path / "tutorial_database.sqlite"
-    temp_path = target_path.with_suffix(".tmp")
-
-    try:
-        url = "https://raw.githubusercontent.com/TemoaProject/temoa-web-gui/main/assets/tutorial_database.sqlite"
-        ctx = create_secure_ssl_context()
-
-        with urllib.request.urlopen(url, context=ctx, timeout=10) as response:
-            with open(temp_path, "wb") as out_file:
-                shutil.copyfileobj(response, out_file)
-
-        # Atomic replace
-        temp_path.replace(target_path)
-        return {"status": "ok", "path": str(target_path.absolute())}
-    except Exception as e:
-        logging.exception("Failed to download tutorial")
-        raise HTTPException(status_code=500, detail=f"Download failed: {str(e)}") from e
-    finally:
-        if temp_path.exists():
-            try:
-                temp_path.unlink()
-            except Exception:
-                pass
-
-
-@app.get("/api/solvers")
-def list_solvers():
-    """Detect available solvers on the local system."""
-    try:
-        import pyomo.environ as pyo
-
-        # List of solvers we want to check for
-        common_solvers = [
-            "appsi_highs",
-            "highs",
-            "cbc",
-            "glpk",
-            "ipopt",
-            "gurobi",
-            "cplex",
-        ]
-        available = []
-        for s in common_solvers:
-            try:
-                # Some solvers might throw errors even on check if not installed correctly
-                factory = pyo.SolverFactory(s)
-                if factory.available():
-                    available.append(s)
-            except Exception:
-                continue
-
-        # Ensure we return at least a sensible default if detection fails but temoa is present
-        if not available:
-            return ["appsi_highs", "cbc"]
-
-        return available
-    except ImportError:
-        # Fallback if pyomo is somehow missing
-        return ["appsi_highs", "cbc"]
-
-
-@app.get("/api/results/{run_id}")
-async def get_results(run_id: str):
-    run_dir = output_path / run_id
-    if not run_dir.exists():
-        raise HTTPException(status_code=404, detail="Run not found")
-
-    files = []
-    # Sort files to keep consistency
-    for f in sorted(run_dir.iterdir()):
-        if f.suffix in [".html", ".svg", ".sqlite", ".xlsx"]:
-            # Create a nice label
-            label = f.name
-            if f.suffix == ".html" and "Network_Graph" in f.name:
-                # Extract year or scenario name
-                parts = f.stem.split("_")
-                if parts[-1].isdigit():
-                    label = f"Network Map {parts[-1]}"
-                else:
-                    label = "Network Map"
-            elif f.suffix == ".xlsx":
-                label = f"Export: {f.name}"
-            elif f.suffix == ".sqlite":
-                label = f"Database: {f.name}"
-
-            files.append(
-                {
-                    "name": f.name,
-                    "label": label,
-                    "type": f.suffix[1:],
-                    "url": f"/results/{run_id}/{f.name}",
-                }
-            )
-    return files
-
-
-async def run_temoa_task(config: RunConfig, output_dir: Path, loop):
-    """Background task to run Temoa and stream logs."""
-    run_id = output_dir.name
-
-    # Set up logging to broadcast to WS
-    root_logger = logging.getLogger()
-    ws_handler = WebSocketLogHandler(loop)
-    ws_handler.setFormatter(
-        logging.Formatter("%(asctime)s | %(levelname)s | %(message)s", "%H:%M:%S")
-    )
-    root_logger.addHandler(ws_handler)
-
-    # Also capture stdout/stderr
-    class StreamToWS:
-        def write(self, buf):
-            # Split and clean lines before broadcasting
-            if not buf.strip():
-                return
-            if isinstance(buf, bytes):
-                buf = buf.decode("utf-8", errors="replace")
-            for line in buf.splitlines():
-                if line.strip():
-                    asyncio.run_coroutine_threadsafe(manager.broadcast(line), loop)
-
-        def flush(self):
-            pass
-
-    old_stdout = sys.stdout
-    old_stderr = sys.stderr
-    sys.stdout = StreamToWS()
-    sys.stderr = StreamToWS()
-
-    try:
-        await manager.broadcast(f"--- Starting Run ID: {run_id} ---")
-        await manager.broadcast(f"Time: {datetime.now()}")
-        await asyncio.sleep(1.0)  # Give WS a bit more time to settle
-
-        if not TemoaSequencer:
-            await manager.broadcast("❌ ERROR: Temoa not found. Is it installed?")
-            return
-
-        import tomlkit
-
-        input_path = Path(config.input_database)
-        run_toml = tomlkit.document()
-
-        # --- Case A: SQLite Input ---
-        if input_path.suffix in [".sqlite", ".db"]:
-            await manager.broadcast(f"Input is SQLite: {input_path.name}")
-            # Use tutorial_config.toml as base if it exists
-            template_path = Path("assets/tutorial_config.toml")
-            if not template_path.exists():
-                template_path = Path(
-                    "/media/Secondary/Projects/TemoaProject/temoa-web-gui/assets/tutorial_config.toml"
-                )
-            if template_path.exists():
-                run_toml = tomlkit.parse(template_path.read_text(encoding="utf-8"))
-
-            run_toml["input_database"] = str(input_path.absolute())
-            run_toml["output_database"] = str(input_path.absolute())
-            await manager.broadcast("Output will be saved back to the input database.")
-
-        # --- Case B: TOML Input ---
-        elif input_path.suffix == ".toml":
-            await manager.broadcast(f"Input is TOML: {input_path.name}")
-            run_toml = tomlkit.parse(input_path.read_text(encoding="utf-8"))
-
-            # If output_database not absolute, make it relative to the toml site
-            if "output_database" not in run_toml:
-                run_toml["output_database"] = run_toml.get("input_database")
-        else:
-            await manager.broadcast(
-                f"⚠️ Unknown input file type: {input_path.suffix}. Attempting to proceed."
-            )
-            run_toml["input_database"] = str(input_path.absolute())
-            run_toml["output_database"] = str(input_path.absolute())
-
-        # Update with GUI selections
-        run_toml["scenario_mode"] = config.scenario_mode
-        run_toml["solver_name"] = config.solver_name
-        run_toml["time_sequencing"] = config.time_sequencing
-
-        await manager.broadcast(
-            f"Output Database target: {run_toml['output_database']}"
-        )
-
-        config_path = output_dir / "run_config.toml"
-        with open(config_path, "w", encoding="utf-8") as f:
-            f.write(tomlkit.dumps(run_toml))
-
-        await manager.broadcast("Building Temoa Configuration...")
-        temoa_config = TemoaConfig.build_config(
-            config_file=config_path, output_path=output_dir, silent=False
-        )
-
-        await manager.broadcast("Starting Sequencer...")
-        sequencer = TemoaSequencer(config=temoa_config)
-
-        await asyncio.to_thread(sequencer.start)
-        await manager.broadcast(f"✅ Run {run_id} completed successfully.")
-        await manager.broadcast(f"RESULTS_READY:{run_id}")
-
-    except Exception as e:
-        await manager.broadcast(f"❌ Error during run: {str(e)}")
-        import traceback
-
-        for line in traceback.format_exc().splitlines():
-            await manager.broadcast(line)
-    finally:
-        sys.stdout = old_stdout
-        sys.stderr = old_stderr
-        root_logger.removeHandler(ws_handler)
-
-
-@app.post("/api/run")
-async def start_run(config: RunConfig, background_tasks: BackgroundTasks):
-    timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
-    output_dir = Path("output") / timestamp
-    output_dir.mkdir(parents=True, exist_ok=True)
-
-    loop = asyncio.get_event_loop()
-    background_tasks.add_task(run_temoa_task, config, output_dir, loop)
-
-    return {
-        "message": "Run started",
-        "output_dir": str(output_dir.absolute()),
-        "status_url": "/ws/logs",
-    }
-
-
-@app.websocket("/ws/logs")
-async def websocket_endpoint(websocket: WebSocket):
-    await manager.connect(websocket)
-    try:
-        while True:
-            await websocket.receive_text()
-    except WebSocketDisconnect:
-        manager.disconnect(websocket)
-
-
-if __name__ == "__main__":
-    import uvicorn
-
-    uvicorn.run(app, host="0.0.0.0", port=8000)
diff --git a/backend/tests/test_download.py b/backend/tests/test_download.py
index 2d0fc3d..80250b3 100644
--- a/backend/tests/test_download.py
+++ b/backend/tests/test_download.py
@@ -1,60 +1,58 @@
 import pytest
 from unittest.mock import patch, MagicMock
 from fastapi.testclient import TestClient
-from backend.main import app
-import ssl
+from temoa_runner import app
 
 client = TestClient(app)
 
 
+def create_exists_mock(success_after=0):
+    calls = [0]
+
+    def exists_mock(*args, **kwargs):
+        calls[0] += 1
+        if calls[0] > success_after:
+            return True
+        return False
+
+    return exists_mock
+
+
 @pytest.mark.parametrize("skip_verify", ["0", "1"])
-def test_download_tutorial_ssl_context(skip_verify, monkeypatch):
-    """
-    Test that the SSL context is correctly configured based on TEMOA_SKIP_CERT_VERIFY.
-    This test is parametrized to ensure deterministic behavior.
-    """
+def test_download_tutorial_legacy_fallback(skip_verify, monkeypatch):
     monkeypatch.setenv("TEMOA_SKIP_CERT_VERIFY", skip_verify)
 
-    # Patch targets must be on the module that USES the functions
-    with patch("backend.main.urllib.request.urlopen") as mock_urlopen, patch(
-        "backend.main.shutil.copyfileobj"
-    ), patch("backend.main.open", new_callable=MagicMock), patch(
-        "backend.main.Path.replace"
-    ) as mock_replace, patch("backend.main.Path.unlink"), patch(
-        "backend.main.Path.exists", return_value=True
-    ):
-        # Configure the mock response
+    with patch("temoa_runner.subprocess.run", side_effect=Exception("CLI fail")), patch(
+        "temoa_runner.urllib.request.urlopen"
+    ) as mock_urlopen, patch("temoa_runner.shutil.copyfileobj"), patch(
+        "temoa_runner.open", new_callable=MagicMock
+    ), patch("temoa_runner.Path.replace"), patch("temoa_runner.Path.unlink"), patch(
+        "temoa_runner.Path.exists", side_effect=create_exists_mock(success_after=1)
+    ), patch("temoa_runner.start_datasette"):
         mock_response = MagicMock()
         mock_urlopen.return_value.__enter__.return_value = mock_response
 
+        response = client.post("/api/download_tutorial")
+        assert response.status_code == 200
+        assert "path" in response.json()
+
+
+def test_download_tutorial_cli_success():
+    with patch("temoa_runner.subprocess.run") as mock_run, patch(
+        "temoa_runner.Path.exists", side_effect=create_exists_mock(success_after=1)
+    ), patch("temoa_runner.start_datasette"):
         response = client.post("/api/download_tutorial")
 
         assert response.status_code == 200
-        assert response.json()["status"] == "ok"
-
-        # Verify SSL context and timeout
-        _, kwargs = mock_urlopen.call_args
-        assert kwargs.get("timeout") == 10
-        assert "context" in kwargs
-        ctx = kwargs["context"]
-        assert isinstance(ctx, ssl.SSLContext)
-
-        if skip_verify == "1":
-            assert ctx.check_hostname is False
-            assert ctx.verify_mode == ssl.CERT_NONE
-        else:
-            assert ctx.check_hostname is True
-            assert ctx.verify_mode == ssl.CERT_REQUIRED
-
-        # Verify atomic move was attempted
-        assert mock_replace.called
-
-
-def test_download_tutorial_failure():
-    # Patch on the actual module to ensure it's intercepted
-    with patch(
-        "backend.main.urllib.request.urlopen", side_effect=Exception("Network error")
+        assert mock_run.called
+
+
+def test_download_tutorial_total_failure():
+    with patch("temoa_runner.subprocess.run", side_effect=Exception("CLI fail")), patch(
+        "temoa_runner.urllib.request.urlopen", side_effect=Exception("Network error")
+    ), patch("temoa_runner.Path.exists", return_value=False), patch(
+        "temoa_runner.start_datasette"
     ):
         response = client.post("/api/download_tutorial")
         assert response.status_code == 500
-        assert "Download failed" in response.json()["detail"]
+        assert "Failed to download tutorial assets" in response.json()["detail"]
diff --git a/backend/tests/test_main.py b/backend/tests/test_main.py
index 71e8344..e80d084 100644
--- a/backend/tests/test_main.py
+++ b/backend/tests/test_main.py
@@ -1,5 +1,5 @@
 from fastapi.testclient import TestClient
-from backend.main import app
+from temoa_runner import app
 
 client = TestClient(app)
 
diff --git a/backend/utils.py b/backend/utils.py
deleted file mode 100644
index 6ff8cef..0000000
--- a/backend/utils.py
+++ /dev/null
@@ -1,27 +0,0 @@
-import ssl
-import certifi
-import os
-import logging
-
-logger = logging.getLogger(__name__)
-
-
-def create_secure_ssl_context():
-    """
-    Creates a secure SSL context using certifi's CA bundle.
-    Allows bypassing verification ONLY if TEMOA_SKIP_CERT_VERIFY is set to '1'.
-    """
-    skip_verify = os.environ.get("TEMOA_SKIP_CERT_VERIFY") == "1"
-
-    if skip_verify:
-        logger.warning(
-            "SSL certificate verification is DISABLED via TEMOA_SKIP_CERT_VERIFY."
-        )
-        ctx = ssl.create_default_context()
-        ctx.check_hostname = False
-        ctx.verify_mode = ssl.CERT_NONE
-        return ctx
-
-    # Secure default using certifi
-    ctx = ssl.create_default_context(cafile=certifi.where())
-    return ctx
diff --git a/frontend/src/App.jsx b/frontend/src/App.jsx
index fd0b815..a84cc95 100644
--- a/frontend/src/App.jsx
+++ b/frontend/src/App.jsx
@@ -351,7 +351,11 @@ function App() {
                   <option value="MGA">MGA</option>
                   <option value="myopic">Myopic</option>
                   <option value="monte_carlo">Monte Carlo</option>
+                  <option value="stochastic">Stochastic</option>
+                  <option value="SVMGA">SVMGA</option>
+                  <option value="method_of_morris">Method of Morris</option>
                   <option value="build_only">Build Only</option>
+                  <option value="check">Check Database</option>
                 </select>
               </div>
               <div>
diff --git a/pyproject.toml b/pyproject.toml
index 7f85001..6f293d6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@ description = "Web interface for Temoa Energy System Model"
 readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
-    "temoa>=4.0.0a1",
+    "temoa>=4.0.0",
     "fastapi",
     "uvicorn[standard]",
     "tomlkit",
diff --git a/run.sh b/run.sh
index 602b1f2..2645116 100755
--- a/run.sh
+++ b/run.sh
@@ -10,20 +10,15 @@ fuser -k 8000/tcp 2>/dev/null
 fuser -k 8001/tcp 2>/dev/null
 sleep 1
 
-# Start FastAPI backend in background
-echo "Starting backend..."
-uv run python backend/main.py &
+# Start Temoa Web GUI Backend (includes Datasette)
+echo "Starting backend and explorer..."
+uv run python temoa_runner.py &
 BACKEND_PID=$!
 
-# Start Datasette in background to view results
-echo "Starting Datasette..."
-uv run datasette . --port 8001 --setting sql_time_limit_ms 5000 &
-DATASETTE_PID=$!
-
 # Start Vite frontend
 echo "Starting frontend..."
 cd frontend
 npm run dev
 
 # Cleanup
-trap "kill $BACKEND_PID $DATASETTE_PID" EXIT
+trap "kill $BACKEND_PID" EXIT
diff --git a/temoa_runner.py b/temoa_runner.py
index 53eac1b..edd2854 100644
--- a/temoa_runner.py
+++ b/temoa_runner.py
@@ -1,7 +1,7 @@
 # /// script
 # requires-python = ">=3.12"
 # dependencies = [
-#     "temoa>=4.0.0a1",
+#     "temoa>=4.0.0",
 #     "fastapi",
 #     "uvicorn[standard]",
 #     "tomlkit",
@@ -63,8 +63,7 @@ def create_secure_ssl_context():
 # --- Temoa Imports ---
 # We assume temoa is installed in the same environment
 try:
-    from temoa._internal.temoa_sequencer import TemoaSequencer
-    from temoa.core.config import TemoaConfig
+    from temoa import TemoaSequencer, TemoaConfig
 except ImportError:
     # For development if temoa is not in path
     TemoaSequencer = None
@@ -142,36 +141,56 @@ def health_check():
 
 
 def ensure_assets():
-    """Download tutorial assets if they are missing."""
+    """Download tutorial assets if they are missing.
+    In Temoa 4.0+, we can use the built-in tutorial command to get the latest assets.
+    """
+    assets_dir = Path("assets")
+    assets_dir.mkdir(parents=True, exist_ok=True)
+
+    tutorial_db = assets_dir / "tutorial_database.sqlite"
+    tutorial_config = assets_dir / "tutorial_config.toml"
+
+    if not tutorial_db.exists() or not tutorial_config.exists():
+        print("Tutorial assets missing or incomplete. Generating from Temoa...")
+        try:
+            # Run temoa tutorial in the assets directory
+            subprocess.run(
+                [sys.executable, "-m", "temoa", "tutorial", "-f"],
+                cwd=str(assets_dir.absolute()),
+                check=True,
+                capture_output=True,
+            )
+            print("Tutorial assets generated successfully.")
+        except Exception as e:
+            print(f"Failed to generate tutorial assets via temoa CLI: {e}")
+            # Fallback to legacy download if CLI fails
+            _download_legacy_assets()
+
+
+def _download_legacy_assets():
+    """Fallback download from GitHub if temoa CLI is unavailable."""
     base_url = (
         "https://raw.githubusercontent.com/TemoaProject/temoa-web-gui/main/assets/"
     )
     assets_dir = Path("assets")
-    assets_dir.mkdir(parents=True, exist_ok=True)
-
     files = ["tutorial_database.sqlite", "tutorial_config.toml"]
-
     ctx = create_secure_ssl_context()
 
     for f in files:
         target = assets_dir / f
         if not target.exists():
-            print(f"Downloading missing asset: {f}...")
+            print(f"Downloading legacy asset from GitHub: {f}...")
             temp_target = target.with_suffix(".part")
             try:
                 url = base_url + f
                 with urllib.request.urlopen(url, context=ctx, timeout=10) as response:
                     with open(temp_target, "wb") as out_file:
                         shutil.copyfileobj(response, out_file)
-                # Atomic rename
                 temp_target.replace(target)
             except Exception as e:
                 print(f"Failed to download {f}: {e}")
                 if temp_target.exists():
-                    try:
-                        temp_target.unlink()
-                    except Exception:
-                        pass
+                    temp_target.unlink()
 
 
 @app.get("/api/config")
@@ -402,6 +421,17 @@ def flush(self):
         await manager.broadcast("Starting Sequencer...")
         sequencer = TemoaSequencer(config=temoa_config)
 
+        # Stop Datasette during the run to prevent database locking issues
+        global DATASETTE_PROCESS
+        if DATASETTE_PROCESS:
+            try:
+                await manager.broadcast("Pausing Data Explorer during simulation...")
+                DATASETTE_PROCESS.terminate()
+                DATASETTE_PROCESS.wait(timeout=5)
+                DATASETTE_PROCESS = None
+            except Exception:
+                pass
+
         await asyncio.to_thread(sequencer.start)
         await manager.broadcast(f"✅ Run {run_id} completed successfully.")
         await manager.broadcast(f"RESULTS_READY:{run_id}")
@@ -413,6 +443,12 @@ def flush(self):
         for line in traceback.format_exc().splitlines():
             await manager.broadcast(line)
     finally:
+        # Restart Datasette after the run
+        try:
+            start_datasette()
+        except Exception:
+            pass
+
         sys.stdout = old_stdout
         sys.stderr = old_stderr
         root_logger.removeHandler(ws_handler)
diff --git a/uv.lock b/uv.lock
index 9cdad40..ef71036 100644
--- a/uv.lock
+++ b/uv.lock
@@ -39,15 +39,15 @@ wheels = [
 
 [[package]]
 name = "anyio"
-version = "4.12.1"
+version = "4.13.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "idna" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/96/f0/5eb65b2bb0d09ac6776f2eb54adee6abe8228ea05b20a5ad0e4945de8aac/anyio-4.12.1.tar.gz", hash = "sha256:41cfcc3a4c85d3f05c932da7c26d0201ac36f72abd4435ba90d0464a3ffed703", size = 228685, upload-time = "2026-01-06T11:45:21.246Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/19/14/2c5dd9f512b66549ae92767a9c7b330ae88e1932ca57876909410251fe13/anyio-4.13.0.tar.gz", hash = "sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc", size = 231622, upload-time = "2026-03-24T12:59:09.671Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/38/0e/27be9fdef66e72d64c0cdc3cc2823101b80585f8119b5c112c2e8f5f7dab/anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c", size = 113592, upload-time = "2026-01-06T11:45:19.497Z" },
+    { url = "https://files.pythonhosted.org/packages/da/42/e921fccf5015463e32a3cf6ee7f980a6ed0f395ceeaa45060b61d86486c2/anyio-4.13.0-py3-none-any.whl", hash = "sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708", size = 114353, upload-time = "2026-03-24T12:59:08.246Z" },
 ]
 
 [[package]]
@@ -65,32 +65,32 @@ wheels = [
 
 [[package]]
 name = "asgiref"
-version = "3.11.0"
+version = "3.11.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/76/b9/4db2509eabd14b4a8c71d1b24c8d5734c52b8560a7b1e1a8b56c8d25568b/asgiref-3.11.0.tar.gz", hash = "sha256:13acff32519542a1736223fb79a715acdebe24286d98e8b164a73085f40da2c4", size = 37969, upload-time = "2025-11-19T15:32:20.106Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/63/40/f03da1264ae8f7cfdbf9146542e5e7e8100a4c66ab48e791df9a03d3f6c0/asgiref-3.11.1.tar.gz", hash = "sha256:5f184dc43b7e763efe848065441eac62229c9f7b0475f41f80e207a114eda4ce", size = 38550, upload-time = "2026-02-03T13:30:14.33Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/91/be/317c2c55b8bbec407257d45f5c8d1b6867abc76d12043f2d3d58c538a4ea/asgiref-3.11.0-py3-none-any.whl", hash = "sha256:1db9021efadb0d9512ce8ffaf72fcef601c7b73a8807a1bb2ef143dc6b14846d", size = 24096, upload-time = "2025-11-19T15:32:19.004Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/0a/a72d10ed65068e115044937873362e6e32fab1b7dce0046aeb224682c989/asgiref-3.11.1-py3-none-any.whl", hash = "sha256:e8667a091e69529631969fd45dc268fa79b99c92c5fcdda727757e52146ec133", size = 24345, upload-time = "2026-02-03T13:30:13.039Z" },
 ]
 
 [[package]]
 name = "certifi"
-version = "2026.1.4"
+version = "2026.2.25"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e0/2d/a891ca51311197f6ad14a7ef42e2399f36cf2f9bd44752b3dc4eab60fdc5/certifi-2026.1.4.tar.gz", hash = "sha256:ac726dd470482006e014ad384921ed6438c457018f4b3d204aea4281258b2120", size = 154268, upload-time = "2026-01-04T02:42:41.825Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/af/2d/7bf41579a8986e348fa033a31cdd0e4121114f6bce2457e8876010b092dd/certifi-2026.2.25.tar.gz", hash = "sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7", size = 155029, upload-time = "2026-02-25T02:54:17.342Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/e6/ad/3cc14f097111b4de0040c83a525973216457bbeeb63739ef1ed275c1c021/certifi-2026.1.4-py3-none-any.whl", hash = "sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c", size = 152900, upload-time = "2026-01-04T02:42:40.15Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/3c/c17fb3ca2d9c3acff52e30b309f538586f9f5b9c9cf454f3845fc9af4881/certifi-2026.2.25-py3-none-any.whl", hash = "sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa", size = 153684, upload-time = "2026-02-25T02:54:15.766Z" },
 ]
 
 [[package]]
 name = "click"
-version = "8.3.1"
+version = "8.3.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "colorama", marker = "sys_platform == 'win32'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/3d/fa/656b739db8587d7b5dfa22e22ed02566950fbfbcdc20311993483657a5c0/click-8.3.1.tar.gz", hash = "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a", size = 295065, upload-time = "2025-11-15T20:45:42.706Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/57/75/31212c6bf2503fdf920d87fee5d7a86a2e3bcf444984126f13d8e4016804/click-8.3.2.tar.gz", hash = "sha256:14162b8b3b3550a7d479eafa77dfd3c38d9dc8951f6f69c78913a8f9a7540fd5", size = 302856, upload-time = "2026-04-03T19:14:45.118Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/98/78/01c019cdb5d6498122777c1a43056ebb3ebfeef2076d9d026bfe15583b2b/click-8.3.1-py3-none-any.whl", hash = "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6", size = 108274, upload-time = "2025-11-15T20:45:41.139Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/20/71885d8b97d4f3dde17b1fdb92dbd4908b00541c5a3379787137285f602e/click-8.3.2-py3-none-any.whl", hash = "sha256:1924d2c27c5653561cd2cae4548d1406039cb79b858b747cfea24924bbc1616d", size = 108379, upload-time = "2026-04-03T19:14:43.505Z" },
 ]
 
 [[package]]
@@ -252,17 +252,18 @@ wheels = [
 
 [[package]]
 name = "fastapi"
-version = "0.128.0"
+version = "0.135.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "annotated-doc" },
     { name = "pydantic" },
     { name = "starlette" },
     { name = "typing-extensions" },
+    { name = "typing-inspection" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/52/08/8c8508db6c7b9aae8f7175046af41baad690771c9bcde676419965e338c7/fastapi-0.128.0.tar.gz", hash = "sha256:1cc179e1cef10a6be60ffe429f79b829dce99d8de32d7acb7e6c8dfdf7f2645a", size = 365682, upload-time = "2025-12-27T15:21:13.714Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/f7/e6/7adb4c5fa231e82c35b8f5741a9f2d055f520c29af5546fd70d3e8e1cd2e/fastapi-0.135.3.tar.gz", hash = "sha256:bd6d7caf1a2bdd8d676843cdcd2287729572a1ef524fc4d65c17ae002a1be654", size = 396524, upload-time = "2026-04-01T16:23:58.188Z" }
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+    { url = "https://files.pythonhosted.org/packages/84/a4/5caa2de7f917a04ada20018eccf60d6cc6145b0199d55ca3711b0fc08312/fastapi-0.135.3-py3-none-any.whl", hash = "sha256:9b0f590c813acd13d0ab43dd8494138eb58e484bfac405db1f3187cfc5810d98", size = 117734, upload-time = "2026-04-01T16:23:59.328Z" },
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 [[package]]
@@ -291,43 +292,43 @@ wheels = [
 
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-version = "4.61.1"
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