flash+exo

2026-01-12 07:58:59 -05:00 · 2026-01-12 10:26:16 +05:00
26 changed files with 1048 additions and 676 deletions
--- a/.github/workflows/build-app.yml
+++ b/.github/workflows/build-app.yml
@@ -1,7 +1,6 @@
 name: Build EXO macOS DMG

 on:
-  workflow_dispatch:
  push:
    tags:
      - "v*"
@@ -36,7 +35,7 @@ jobs:

      - name: Derive release version from tag
        run: |
-          if [[ "$GITHUB_REF_NAME" == "test-app" || "${{ github.event_name }}" == "workflow_dispatch" ]]; then
+          if [[ "$GITHUB_REF_NAME" == "test-app" ]]; then
            VERSION="0.0.0-alpha.0"
            echo "IS_ALPHA=true" >> $GITHUB_ENV
          else
--- a/.gitignore
+++ b/.gitignore
@@ -16,7 +16,6 @@ digest.txt
 *.xcuserdatad/
 **/.DS_Store
 app/EXO/build/
-dist/


 # rust
--- a/README.md
+++ b/README.md
@@ -166,24 +166,6 @@ Download the latest build here: [EXO-latest.dmg](https://assets.exolabs.net/EXO-

 The app will ask for permission to modify system settings and install a new Network profile. Improvements to this are being worked on.

-#### Uninstalling the macOS App
-
-The recommended way to uninstall is through the app itself: click the menu bar icon → Advanced → Uninstall. This cleanly removes all system components.
-
-If you've already deleted the app, you can run the standalone uninstaller script:
-
-```bash
-sudo ./app/EXO/uninstall-exo.sh
-```
-
-This removes:
- Network setup LaunchDaemon
- Network configuration script
- Log files
- The "exo" network location
-
-**Note:** You'll need to manually remove EXO from Login Items in System Settings → General → Login Items.
-
 ---

 ### Enabling RDMA on macOS
@@ -305,10 +287,7 @@ curl -X DELETE http://localhost:52415/instance/YOUR_INSTANCE_ID
 - List all models: `curl http://localhost:52415/models`
 - Inspect instance IDs and deployment state: `curl http://localhost:52415/state`

-For further details, see:
-
- API basic documentation in [docs/api.md](docs/api.md).
- API types and endpoints in [src/exo/master/api.py](src/exo/master/api.py).
+For further details, see API types and endpoints in [src/exo/master/api.py](src/exo/master/api.py).

 ---

--- a/app/EXO/EXO/ContentView.swift
+++ b/app/EXO/EXO/ContentView.swift
@@ -18,11 +18,10 @@ struct ContentView: View {
    @State private var deletingInstanceIDs: Set<String> = []
    @State private var showAllNodes = false
    @State private var showAllInstances = false
-    @State private var showAdvanced = false
    @State private var showDebugInfo = false
    @State private var bugReportInFlight = false
    @State private var bugReportMessage: String?
-    @State private var uninstallInProgress = false
+    @State private var showAdvancedOptions = false
    @State private var pendingNamespace: String = ""

    var body: some View {
@@ -256,7 +255,13 @@ struct ContentView: View {
                Divider()
                    .padding(.vertical, 4)
            }
-            advancedSection
+            controlButton(title: "Check for Updates") {
+                updater.checkForUpdates()
+            }
+            .padding(.bottom, 8)
+            advancedOptionsSection
+                .padding(.bottom, 8)
+            debugSection
                .padding(.bottom, 8)
            controlButton(title: "Quit", tint: .secondary) {
                controller.stop()
@@ -265,54 +270,6 @@ struct ContentView: View {
        }
    }

-    private var advancedSection: some View {
-        VStack(alignment: .leading, spacing: 6) {
-            HStack {
-                Text("Advanced")
-                    .font(.caption)
-                    .foregroundColor(.secondary)
-                Spacer()
-                collapseButton(isExpanded: $showAdvanced)
-            }
-            .animation(nil, value: showAdvanced)
-            if showAdvanced {
-                VStack(alignment: .leading, spacing: 8) {
-                    VStack(alignment: .leading, spacing: 4) {
-                        Text("Cluster Namespace")
-                            .font(.caption2)
-                            .foregroundColor(.secondary)
-                        HStack {
-                            TextField("optional", text: $pendingNamespace)
-                                .textFieldStyle(.roundedBorder)
-                                .font(.caption2)
-                                .onAppear {
-                                    pendingNamespace = controller.customNamespace
-                                }
-                            Button("Save & Restart") {
-                                controller.customNamespace = pendingNamespace
-                                if controller.status == .running || controller.status == .starting {
-                                    controller.restart()
-                                }
-                            }
-                            .font(.caption2)
-                            .disabled(pendingNamespace == controller.customNamespace)
-                        }
-                    }
-                    HoverButton(title: "Check for Updates", small: true) {
-                        updater.checkForUpdates()
-                    }
-                    debugSection
-                    HoverButton(title: "Uninstall", tint: .red, small: true) {
-                        showUninstallConfirmationAlert()
-                    }
-                    .disabled(uninstallInProgress)
-                }
-                .transition(.opacity)
-            }
-        }
-        .animation(.easeInOut(duration: 0.25), value: showAdvanced)
-    }
-
    private func controlButton(title: String, tint: Color = .primary, action: @escaping () -> Void)
        -> some View
    {
@@ -439,16 +396,57 @@ struct ContentView: View {
        }
    }

-    private var debugSection: some View {
-        VStack(alignment: .leading, spacing: 4) {
-            HoverButton(
-                title: "Debug Info",
-                tint: .primary,
-                trailingSystemImage: showDebugInfo ? "chevron.up" : "chevron.down",
-                small: true
-            ) {
-                showDebugInfo.toggle()
+    private var advancedOptionsSection: some View {
+        VStack(alignment: .leading, spacing: 6) {
+            HStack {
+                Text("Advanced Options")
+                    .font(.caption)
+                    .foregroundColor(.secondary)
+                Spacer()
+                collapseButton(isExpanded: $showAdvancedOptions)
            }
+            .animation(nil, value: showAdvancedOptions)
+            if showAdvancedOptions {
+                VStack(alignment: .leading, spacing: 8) {
+                    VStack(alignment: .leading, spacing: 4) {
+                        Text("Cluster Namespace")
+                            .font(.caption2)
+                            .foregroundColor(.secondary)
+                        HStack {
+                            TextField("optional", text: $pendingNamespace)
+                                .textFieldStyle(.roundedBorder)
+                                .font(.caption2)
+                                .onAppear {
+                                    pendingNamespace = controller.customNamespace
+                                }
+                            Button("Save & Restart") {
+                                controller.customNamespace = pendingNamespace
+                                if controller.status == .running || controller.status == .starting {
+                                    controller.restart()
+                                }
+                            }
+                            .font(.caption2)
+                            .disabled(pendingNamespace == controller.customNamespace)
+                        }
+
+                    }
+                }
+                .transition(.opacity)
+            }
+        }
+        .animation(.easeInOut(duration: 0.25), value: showAdvancedOptions)
+    }
+
+    private var debugSection: some View {
+        VStack(alignment: .leading, spacing: 6) {
+            HStack {
+                Text("Debug Info")
+                    .font(.caption)
+                    .foregroundColor(.secondary)
+                Spacer()
+                collapseButton(isExpanded: $showDebugInfo)
+            }
+            .animation(nil, value: showDebugInfo)
            if showDebugInfo {
                VStack(alignment: .leading, spacing: 4) {
                    Text("Version: \(buildTag)")
@@ -465,7 +463,6 @@ struct ContentView: View {
                    sendBugReportButton
                        .padding(.top, 6)
                }
-                .padding(.leading, 8)
                .transition(.opacity)
            }
        }
@@ -607,88 +604,6 @@ struct ContentView: View {
        bugReportInFlight = false
    }

-    private func showUninstallConfirmationAlert() {
-        let alert = NSAlert()
-        alert.messageText = "Uninstall EXO"
-        alert.informativeText = """
-            This will remove EXO and all its system components:
-
-            • Network configuration daemon
-            • Launch at login registration
-            • EXO network location
-
-            The app will be moved to Trash.
-            """
-        alert.alertStyle = .warning
-        alert.addButton(withTitle: "Uninstall")
-        alert.addButton(withTitle: "Cancel")
-
-        // Style the Uninstall button as destructive
-        if let uninstallButton = alert.buttons.first {
-            uninstallButton.hasDestructiveAction = true
-        }
-
-        let response = alert.runModal()
-        if response == .alertFirstButtonReturn {
-            performUninstall()
-        }
-    }
-
-    private func performUninstall() {
-        uninstallInProgress = true
-
-        // Stop EXO process first
-        controller.cancelPendingLaunch()
-        controller.stop()
-        stateService.stopPolling()
-
-        // Run the privileged uninstall on a background thread
-        // Using .utility QoS to avoid priority inversion with NSAppleScript's subprocess
-        DispatchQueue.global(qos: .utility).async {
-            do {
-                // Remove network setup daemon and components (requires admin privileges)
-                try NetworkSetupHelper.uninstall()
-
-                DispatchQueue.main.async {
-                    // Unregister from launch at login
-                    LaunchAtLoginHelper.disable()
-
-                    // Move app to trash
-                    self.moveAppToTrash()
-
-                    // Quit the app
-                    DispatchQueue.main.asyncAfter(deadline: .now() + 0.5) {
-                        NSApplication.shared.terminate(nil)
-                    }
-                }
-            } catch {
-                DispatchQueue.main.async {
-                    self.showErrorAlert(message: error.localizedDescription)
-                    self.uninstallInProgress = false
-                }
-            }
-        }
-    }
-
-    private func showErrorAlert(message: String) {
-        let alert = NSAlert()
-        alert.messageText = "Uninstall Failed"
-        alert.informativeText = message
-        alert.alertStyle = .critical
-        alert.addButton(withTitle: "OK")
-        alert.runModal()
-    }
-
-    private func moveAppToTrash() {
-        guard let appURL = Bundle.main.bundleURL as URL? else { return }
-        do {
-            try FileManager.default.trashItem(at: appURL, resultingItemURL: nil)
-        } catch {
-            // If we can't trash the app, that's OK - user can do it manually
-            // The important system components have already been cleaned up
-        }
-    }
-
    private var buildTag: String {
        Bundle.main.infoDictionary?["EXOBuildTag"] as? String ?? "unknown"
    }
@@ -702,27 +617,14 @@ private struct HoverButton: View {
    let title: String
    let tint: Color
    let trailingSystemImage: String?
-    let small: Bool
    let action: () -> Void

-    init(
-        title: String, tint: Color = .primary, trailingSystemImage: String? = nil,
-        small: Bool = false, action: @escaping () -> Void
-    ) {
-        self.title = title
-        self.tint = tint
-        self.trailingSystemImage = trailingSystemImage
-        self.small = small
-        self.action = action
-    }
-
    @State private var isHovering = false

    var body: some View {
        Button(action: action) {
            HStack {
                Text(title)
-                    .font(small ? .caption : nil)
                Spacer()
                if let systemName = trailingSystemImage {
                    Image(systemName: systemName)
@@ -730,8 +632,8 @@ private struct HoverButton: View {
                }
            }
            .frame(maxWidth: .infinity, alignment: .leading)
-            .padding(.vertical, small ? 4 : 6)
-            .padding(.horizontal, small ? 6 : 8)
+            .padding(.vertical, 6)
+            .padding(.horizontal, 8)
            .background(
                RoundedRectangle(cornerRadius: 6)
                    .fill(
--- a/app/EXO/EXO/EXOApp.swift
+++ b/app/EXO/EXO/EXOApp.swift
@@ -132,24 +132,6 @@ struct EXOApp: App {
    }
 }

-/// Helper for managing EXO's launch-at-login registration
-enum LaunchAtLoginHelper {
-    private static let logger = Logger(subsystem: "io.exo.EXO", category: "LaunchAtLogin")
-
-    /// Unregisters EXO from launching at login
-    static func disable() {
-        guard SMAppService.mainApp.status == .enabled else { return }
-        do {
-            try SMAppService.mainApp.unregister()
-            logger.info("Unregistered EXO from launch at login")
-        } catch {
-            logger.error(
-                "Failed to unregister EXO from launch at login: \(error.localizedDescription, privacy: .public)"
-            )
-        }
-    }
-}
-
 final class SparkleUpdater: NSObject, ObservableObject {
    private let controller: SPUStandardUpdaterController
    private let delegateProxy: ExoUpdaterDelegate
--- a/app/EXO/EXO/Services/NetworkSetupHelper.swift
+++ b/app/EXO/EXO/Services/NetworkSetupHelper.swift
@@ -63,8 +63,7 @@ enum NetworkSetupHelper {
        """

    static func ensureLaunchDaemonInstalled() {
-        // Use .utility priority to match NSAppleScript's internal QoS and avoid priority inversion
-        Task.detached(priority: .utility) {
+        Task.detached {
            do {
                if daemonAlreadyInstalled() {
                    return
@@ -79,63 +78,6 @@ enum NetworkSetupHelper {
        }
    }

-    /// Removes all EXO network setup components from the system.
-    /// This includes the LaunchDaemon, scripts, logs, and network location.
-    /// Requires admin privileges.
-    static func uninstall() throws {
-        let uninstallScript = makeUninstallScript()
-        try runShellAsAdmin(uninstallScript)
-        logger.info("EXO network setup components removed successfully")
-    }
-
-    /// Checks if there are any EXO network components installed that need cleanup
-    static func hasInstalledComponents() -> Bool {
-        let manager = FileManager.default
-        let scriptExists = manager.fileExists(atPath: scriptDestination)
-        let plistExists = manager.fileExists(atPath: plistDestination)
-        return scriptExists || plistExists
-    }
-
-    private static func makeUninstallScript() -> String {
-        """
-        set -euo pipefail
-
-        LABEL="\(daemonLabel)"
-        SCRIPT_DEST="\(scriptDestination)"
-        PLIST_DEST="\(plistDestination)"
-        LOG_OUT="/var/log/\(daemonLabel).log"
-        LOG_ERR="/var/log/\(daemonLabel).err.log"
-
-        # Unload the LaunchDaemon if running
-        launchctl bootout system/"$LABEL" 2>/dev/null || true
-
-        # Remove LaunchDaemon plist
-        rm -f "$PLIST_DEST"
-
-        # Remove the script and parent directory if empty
-        rm -f "$SCRIPT_DEST"
-        rmdir "$(dirname "$SCRIPT_DEST")" 2>/dev/null || true
-
-        # Remove log files
-        rm -f "$LOG_OUT" "$LOG_ERR"
-
-        # Switch back to Automatic network location
-        networksetup -switchtolocation Automatic 2>/dev/null || true
-
-        # Delete the exo network location if it exists
-        networksetup -listlocations | grep -q '^exo$' && {
-          networksetup -deletelocation exo 2>/dev/null || true
-        } || true
-
-        # Re-enable Thunderbolt Bridge if it exists
-        networksetup -listnetworkservices | grep -q "Thunderbolt Bridge" && {
-          networksetup -setnetworkserviceenabled "Thunderbolt Bridge" on 2>/dev/null || true
-        } || true
-
-        echo "EXO network components removed successfully"
-        """
-    }
-
    private static func daemonAlreadyInstalled() -> Bool {
        let manager = FileManager.default
        let scriptExists = manager.fileExists(atPath: scriptDestination)
--- a/app/EXO/EXO/ViewModels/InstanceViewModel.swift
+++ b/app/EXO/EXO/ViewModels/InstanceViewModel.swift
@@ -57,7 +57,7 @@ struct InstanceViewModel: Identifiable, Equatable {
        case waiting
        case failed
        case idle
-        case preparing
+        case unknown

        var label: String {
            switch self {
@@ -68,7 +68,7 @@ struct InstanceViewModel: Identifiable, Equatable {
            case .waiting: return "Waiting"
            case .failed: return "Failed"
            case .idle: return "Idle"
-            case .preparing: return "Preparing"
+            case .unknown: return "Unknown"
            }
        }
    }
@@ -185,7 +185,7 @@ extension InstanceViewModel.State {
        } else if statuses.isEmpty {
            self = .idle
        } else {
-            self = .preparing
+            self = .unknown
        }
    }
 }
--- a/app/EXO/EXO/Views/InstanceRowView.swift
+++ b/app/EXO/EXO/Views/InstanceRowView.swift
@@ -83,7 +83,7 @@ struct InstanceRowView: View {
        case .ready: return .teal
        case .waiting, .idle: return .gray
        case .failed: return .red
-        case .preparing: return .secondary
+        case .unknown: return .secondary
        }
    }

--- a/app/EXO/uninstall-exo.sh
+++ b/app/EXO/uninstall-exo.sh
@@ -1,154 +0,0 @@
-#!/usr/bin/env bash
-#
-# EXO Uninstaller Script
-#
-# This script removes all EXO system components that persist after deleting the app.
-# Run with: sudo ./uninstall-exo.sh
-#
-# Components removed:
-# - LaunchDaemon: /Library/LaunchDaemons/io.exo.networksetup.plist
-# - Network script: /Library/Application Support/EXO/
-# - Log files: /var/log/io.exo.networksetup.*
-# - Network location: "exo"
-# - Launch at login registration
-#
-
-set -euo pipefail
-
-LABEL="io.exo.networksetup"
-SCRIPT_DEST="/Library/Application Support/EXO/disable_bridge_enable_dhcp.sh"
-PLIST_DEST="/Library/LaunchDaemons/io.exo.networksetup.plist"
-LOG_OUT="/var/log/${LABEL}.log"
-LOG_ERR="/var/log/${LABEL}.err.log"
-APP_BUNDLE_ID="io.exo.EXO"
-
-# Colors for output
-RED='\033[0;31m'
-GREEN='\033[0;32m'
-YELLOW='\033[1;33m'
-NC='\033[0m' # No Color
-
-echo_info() {
-    echo -e "${GREEN}[INFO]${NC} $1"
-}
-
-echo_warn() {
-    echo -e "${YELLOW}[WARN]${NC} $1"
-}
-
-echo_error() {
-    echo -e "${RED}[ERROR]${NC} $1"
-}
-
-# Check if running as root
-if [[ $EUID -ne 0 ]]; then
-    echo_error "This script must be run as root (use sudo)"
-    exit 1
-fi
-
-echo ""
-echo "========================================"
-echo "        EXO Uninstaller"
-echo "========================================"
-echo ""
-
-# Unload the LaunchDaemon if running
-echo_info "Stopping network setup daemon..."
-if launchctl list | grep -q "$LABEL"; then
-    launchctl bootout system/"$LABEL" 2>/dev/null || true
-    echo_info "Daemon stopped"
-else
-    echo_warn "Daemon was not running"
-fi
-
-# Remove LaunchDaemon plist
-if [[ -f "$PLIST_DEST" ]]; then
-    rm -f "$PLIST_DEST"
-    echo_info "Removed LaunchDaemon plist"
-else
-    echo_warn "LaunchDaemon plist not found (already removed?)"
-fi
-
-# Remove the script and parent directory
-if [[ -f "$SCRIPT_DEST" ]]; then
-    rm -f "$SCRIPT_DEST"
-    echo_info "Removed network setup script"
-else
-    echo_warn "Network setup script not found (already removed?)"
-fi
-
-# Remove EXO directory if empty
-if [[ -d "/Library/Application Support/EXO" ]]; then
-    rmdir "/Library/Application Support/EXO" 2>/dev/null && \
-        echo_info "Removed EXO support directory" || \
-        echo_warn "EXO support directory not empty, leaving in place"
-fi
-
-# Remove log files
-if [[ -f "$LOG_OUT" ]] || [[ -f "$LOG_ERR" ]]; then
-    rm -f "$LOG_OUT" "$LOG_ERR"
-    echo_info "Removed log files"
-else
-    echo_warn "Log files not found (already removed?)"
-fi
-
-# Switch back to Automatic network location
-echo_info "Restoring network configuration..."
-if networksetup -listlocations | grep -q "^Automatic$"; then
-    networksetup -switchtolocation Automatic 2>/dev/null || true
-    echo_info "Switched to Automatic network location"
-else
-    echo_warn "Automatic network location not found"
-fi
-
-# Delete the exo network location if it exists
-if networksetup -listlocations | grep -q "^exo$"; then
-    networksetup -deletelocation exo 2>/dev/null || true
-    echo_info "Deleted 'exo' network location"
-else
-    echo_warn "'exo' network location not found (already removed?)"
-fi
-
-# Re-enable Thunderbolt Bridge if it exists
-if networksetup -listnetworkservices 2>/dev/null | grep -q "Thunderbolt Bridge"; then
-    networksetup -setnetworkserviceenabled "Thunderbolt Bridge" on 2>/dev/null || true
-    echo_info "Re-enabled Thunderbolt Bridge"
-fi
-
-# Note about launch at login registration
-# SMAppService-based login items cannot be removed from a shell script.
-# They can only be unregistered from within the app itself or manually via System Settings.
-echo_warn "Launch at login must be removed manually:"
-echo_warn "  System Settings → General → Login Items → Remove EXO"
-
-# Check if EXO.app exists in common locations
-APP_FOUND=false
-for app_path in "/Applications/EXO.app" "$HOME/Applications/EXO.app"; do
-    if [[ -d "$app_path" ]]; then
-        if [[ "$APP_FOUND" == false ]]; then
-            echo ""
-            APP_FOUND=true
-        fi
-        echo_warn "EXO.app found at: $app_path"
-        echo_warn "You may want to move it to Trash manually."
-    fi
-done
-
-echo ""
-echo "========================================"
-echo_info "EXO uninstall complete!"
-echo "========================================"
-echo ""
-echo "The following have been removed:"
-echo "  • Network setup LaunchDaemon"
-echo "  • Network configuration script"
-echo "  • Log files"
-echo "  • 'exo' network location"
-echo ""
-echo "Your network has been restored to use the 'Automatic' location."
-echo "Thunderbolt Bridge has been re-enabled (if present)."
-echo ""
-echo "Manual step required:"
-echo "  Remove EXO from Login Items in System Settings → General → Login Items"
-echo ""
-
--- a/dashboard/src/routes/+page.svelte
+++ b/dashboard/src/routes/+page.svelte
@@ -593,7 +593,7 @@ function toggleInstanceDownloadDetails(nodeId: string): void {
 		// Unwrap the instance
 		const [instanceTag, instance] = getTagged(instanceWrapped);
 		if (!instance || typeof instance !== 'object') {
-			return { isDownloading: false, progress: null, statusText: 'PREPARING', perNode: [] };
+			return { isDownloading: false, progress: null, statusText: 'UNKNOWN', perNode: [] };
 		}

 		const inst = instance as { shardAssignments?: { nodeToRunner?: Record<string, string>; runnerToShard?: Record<string, unknown>; modelId?: string } };
@@ -706,7 +706,7 @@ function toggleInstanceDownloadDetails(nodeId: string): void {
 	function deriveInstanceStatus(instanceWrapped: unknown): { statusText: string; statusClass: string } {
 		const [, instance] = getTagged(instanceWrapped);
 		if (!instance || typeof instance !== 'object') {
-			return { statusText: 'PREPARING', statusClass: 'inactive' };
+			return { statusText: 'UNKNOWN', statusClass: 'inactive' };
 		}
 		
 		const inst = instance as { shardAssignments?: { runnerToShard?: Record<string, unknown> } };
@@ -735,7 +735,7 @@ function toggleInstanceDownloadDetails(nodeId: string): void {

 		const has = (s: string) => statuses.includes(s);

-		if (statuses.length === 0) return { statusText: 'PREPARING', statusClass: 'inactive' };
+		if (statuses.length === 0) return { statusText: 'UNKNOWN', statusClass: 'inactive' };
 		if (has('Failed')) return { statusText: 'FAILED', statusClass: 'failed' };
 		if (has('Shutdown')) return { statusText: 'SHUTDOWN', statusClass: 'inactive' };
 		if (has('Loading')) return { statusText: 'LOADING', statusClass: 'starting' };
@@ -1267,9 +1267,9 @@ function toggleInstanceDownloadDetails(nodeId: string): void {
 							<div class="flex-1 h-px bg-gradient-to-r from-exo-yellow/30 to-transparent"></div>
 						</div>
 						
-						<div
+						<div 
 							bind:this={instancesContainerRef}
-							class="max-h-72 xl:max-h-96 space-y-3 overflow-y-auto overflow-x-hidden py-px"
+							class="max-h-72 space-y-3 overflow-y-auto"
 						>
 								{#each Object.entries(instanceData) as [id, instance]}
 									{@const downloadInfo = getInstanceDownloadStatus(id, instance)}
@@ -1773,7 +1773,7 @@ function toggleInstanceDownloadDetails(nodeId: string): void {
 								<h3 class="text-xs text-exo-yellow font-mono tracking-[0.2em] uppercase">Instances</h3>
 								<div class="flex-1 h-px bg-gradient-to-r from-exo-yellow/30 to-transparent"></div>
 							</div>
-								<div class="space-y-3 max-h-72 xl:max-h-96 overflow-y-auto overflow-x-hidden py-px pr-1">
+								<div class="space-y-3 max-h-72 overflow-y-auto pr-1">
 									{#each Object.entries(instanceData) as [id, instance]}
 										{@const downloadInfo = getInstanceDownloadStatus(id, instance)}
 										{@const statusText = downloadInfo.statusText}
--- a/docs/api.md
+++ b/docs/api.md
@@ -1,212 +0,0 @@
-# EXO API – Technical Reference
-
-This document describes the REST API exposed by the **EXO ** service, as implemented in:
-
-`src/exo/master/api.py`
-
-The API is used to manage model instances in the cluster, inspect cluster state, and perform inference using an OpenAI-compatible interface.
-
-Base URL example:
-
-```
-http://localhost:52415
-```
-
-## 1. General / Meta Endpoints
-
-### Get Master Node ID
-
-**GET** `/node_id`
-
-Returns the identifier of the current master node.
-
-**Response (example):**
-
-```json
-{
-  "node_id": "node-1234"
-}
-```
-
-### Get Cluster State
-
-**GET** `/state`
-
-Returns the current state of the cluster, including nodes and active instances.
-
-**Response:**
-JSON object describing topology, nodes, and instances.
-
-### Get Events
-
-**GET** `/events`
-
-Returns the list of internal events recorded by the master (mainly for debugging and observability).
-
-**Response:**
-Array of event objects.
-
-## 2. Model Instance Management
-
-### Create Instance
-
-**POST** `/instance`
-
-Creates a new model instance in the cluster.
-
-**Request body (example):**
-
-```json
-{
-  "instance": {
-    "model_id": "llama-3.2-1b",
-    "placement": { }
-  }
-}
-```
-
-**Response:**
-JSON description of the created instance.
-
-### Delete Instance
-
-**DELETE** `/instance/{instance_id}`
-
-Deletes an existing instance by ID.
-
-**Path parameters:**
-
-* `instance_id`: string, ID of the instance to delete
-
-**Response:**
-Status / confirmation JSON.
-
-### Get Instance
-
-**GET** `/instance/{instance_id}`
-
-Returns details of a specific instance.
-
-**Path parameters:**
-
-* `instance_id`: string
-
-**Response:**
-JSON description of the instance.
-
-### Preview Placements
-
-**GET** `/instance/previews?model_id=...`
-
-Returns possible placement previews for a given model.
-
-**Query parameters:**
-
-* `model_id`: string, required
-
-**Response:**
-Array of placement preview objects.
-
-### Compute Placement
-
-**GET** `/instance/placement`
-
-Computes a placement for a potential instance without creating it.
-
-**Query parameters (typical):**
-
-* `model_id`: string
-* `sharding`: string or config
-* `instance_meta`: JSON-encoded metadata
-* `min_nodes`: integer
-
-**Response:**
-JSON object describing the proposed placement / instance configuration.
-
-### Place Instance (Dry Operation)
-
-**POST** `/place_instance`
-
-Performs a placement operation for an instance (planning step), without necessarily creating it.
-
-**Request body:**
-JSON describing the instance to be placed.
-
-**Response:**
-Placement result.
-
-## 3. Models
-
-### List Models
-
-**GET** `/models`
-**GET** `/v1/models` (alias)
-
-Returns the list of available models and their metadata.
-
-**Response:**
-Array of model descriptors.
-
-## 4. Inference / Chat Completions
-
-### OpenAI-Compatible Chat Completions
-
-**POST** `/v1/chat/completions`
-
-Executes a chat completion request using an OpenAI-compatible schema. Supports streaming and non-streaming modes.
-
-**Request body (example):**
-
-```json
-{
-  "model": "llama-3.2-1b",
-  "messages": [
-    { "role": "system", "content": "You are a helpful assistant." },
-    { "role": "user", "content": "Hello" }
-  ],
-  "stream": false
-}
-```
-
-**Response:**
-OpenAI-compatible chat completion response.
-
-### Benchmarked Chat Completions
-
-**POST** `/bench/chat/completions`
-
-Same as `/v1/chat/completions`, but also returns performance and generation statistics.
-
-**Request body:**
-Same schema as `/v1/chat/completions`.
-
-**Response:**
-Chat completion plus benchmarking metrics.
-
-## 5. Complete Endpoint Summary
-
-```
-GET     /node_id
-GET     /state
-GET     /events
-
-POST    /instance
-GET     /instance/{instance_id}
-DELETE  /instance/{instance_id}
-
-GET     /instance/previews
-GET     /instance/placement
-POST    /place_instance
-
-GET     /models
-GET     /v1/models
-
-POST    /v1/chat/completions
-POST    /bench/chat/completions
-```
-
-## 6. Notes
-
-* The `/v1/chat/completions` endpoint is compatible with the OpenAI API format, so existing OpenAI clients can be pointed to EXO by changing the base URL.
-* The instance placement endpoints allow you to plan and preview cluster allocations before actually creating instances.
-* The `/events` and `/state` endpoints are primarily intended for operational visibility and debugging.
--- a/flake.nix
+++ b/flake.nix
@@ -73,9 +73,6 @@
          packages =
            with pkgs;
            [
-              # FORMATTING
-              treefmtEval.config.build.wrapper
-
              # PYTHON
              python313
              uv
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,15 +8,27 @@ dependencies = [
    "aiofiles>=24.1.0",
    "aiohttp>=3.12.14",
    "types-aiofiles>=24.1.0.20250708",
+    "typeguard>=4.4.4",
    "pydantic>=2.11.7",
+    "base58>=2.1.1",
+    "cryptography>=45.0.5",
    "fastapi>=0.116.1",
    "filelock>=3.18.0",
+    "aiosqlite>=0.21.0",
+    "networkx>=3.5",
+    "protobuf>=6.32.0",
+    "rich>=14.1.0",
    "rustworkx>=0.17.1",
+    "sqlmodel>=0.0.24",
+    "sqlalchemy[asyncio]>=2.0.43",
+    "greenlet>=3.2.4",
    "huggingface-hub>=0.33.4",
    "psutil>=7.0.0",
    "loguru>=0.7.3",
+    "textual>=5.3.0",
    "exo_pyo3_bindings", # rust bindings
    "anyio==4.11.0",
+    "bidict>=0.23.1",
    "mlx>=0.30.1; sys_platform == 'darwin'",
    "mlx[cpu]>=0.30.1; sys_platform == 'linux'",
    "mlx-lm>=0.28.3",
--- a/src/exo/master/api.py
+++ b/src/exo/master/api.py
@@ -1,3 +1,5 @@
+import os
+import subprocess
 import time
 from collections.abc import AsyncGenerator
 from typing import cast
@@ -51,7 +53,9 @@ from exo.shared.types.commands import (
    CreateInstance,
    DeleteInstance,
    ForwarderCommand,
+    LaunchFLASH,
    PlaceInstance,
+    StopFLASH,
    TaskFinished,
 )
 from exo.shared.types.common import CommandId, NodeId, SessionId
@@ -60,7 +64,7 @@ from exo.shared.types.memory import Memory
 from exo.shared.types.models import ModelId, ModelMetadata
 from exo.shared.types.state import State
 from exo.shared.types.tasks import ChatCompletionTaskParams
-from exo.shared.types.worker.instances import Instance, InstanceId, InstanceMeta
+from exo.shared.types.worker.instances import FLASHInstance, Instance, InstanceId, InstanceMeta
 from exo.shared.types.worker.shards import Sharding
 from exo.utils.banner import print_startup_banner
 from exo.utils.channels import Receiver, Sender, channel
@@ -178,6 +182,10 @@ class API:
        self.app.post("/bench/chat/completions")(self.bench_chat_completions)
        self.app.get("/state")(lambda: self.state)
        self.app.get("/events")(lambda: self._event_log)
+        # FLASH simulation endpoints
+        self.app.post("/flash/launch")(self.launch_flash)
+        self.app.delete("/flash/{instance_id}")(self.stop_flash)
+        self.app.get("/flash/instances")(self.list_flash_instances)

    async def place_instance(self, payload: PlaceInstanceParams):
        command = PlaceInstance(
@@ -622,6 +630,83 @@ class API:
            ]
        )

+    async def launch_flash(
+        self,
+        simulation_name: str,
+        flash_executable_path: str,
+        working_directory: str,
+        parameter_file_path: str = "",
+        ranks_per_node: int = 1,
+        min_nodes: int = 1,
+        hosts: str = "",
+    ) -> dict:
+        """Launch a FLASH MPI simulation across the cluster.
+
+        Args:
+            hosts: Optional comma-separated hostnames (e.g., "s14,james21-1").
+                   If not provided, IPs are discovered from topology edges.
+        """
+        command = LaunchFLASH(
+            simulation_name=simulation_name,
+            flash_executable_path=flash_executable_path,
+            parameter_file_path=parameter_file_path,
+            working_directory=working_directory,
+            ranks_per_node=ranks_per_node,
+            min_nodes=min_nodes,
+            hosts=hosts,
+        )
+        await self._send(command)
+
+        return {
+            "message": "FLASH launch command received",
+            "command_id": str(command.command_id),
+            "simulation_name": simulation_name,
+        }
+
+    async def stop_flash(self, instance_id: InstanceId) -> dict:
+        """Stop a running FLASH simulation."""
+        if instance_id not in self.state.instances:
+            raise HTTPException(status_code=404, detail="Instance not found")
+
+        instance = self.state.instances[instance_id]
+        if not isinstance(instance, FLASHInstance):
+            raise HTTPException(
+                status_code=400, detail="Instance is not a FLASH simulation"
+            )
+
+        command = StopFLASH(instance_id=instance_id)
+        await self._send(command)
+
+        return {
+            "message": "Stop command received",
+            "command_id": str(command.command_id),
+            "instance_id": str(instance_id),
+        }
+
+    async def list_flash_instances(self) -> list[dict]:
+        """List all FLASH simulation instances."""
+        flash_instances = []
+        for instance_id, instance in self.state.instances.items():
+            if isinstance(instance, FLASHInstance):
+                # Get runner statuses for this instance
+                runner_statuses = {}
+                for node_id, runner_id in instance.shard_assignments.node_to_runner.items():
+                    runner_status = self.state.runners.get(runner_id)
+                    runner_statuses[str(node_id)] = (
+                        str(runner_status) if runner_status else None
+                    )
+
+                flash_instances.append(
+                    {
+                        "instance_id": str(instance_id),
+                        "simulation_name": instance.simulation_name,
+                        "total_ranks": instance.total_ranks,
+                        "working_directory": instance.working_directory,
+                        "runner_statuses": runner_statuses,
+                    }
+                )
+        return flash_instances
+
    async def run(self):
        cfg = Config()
        cfg.bind = f"0.0.0.0:{self.port}"
--- a/src/exo/master/main.py
+++ b/src/exo/master/main.py
@@ -8,6 +8,7 @@ from exo.master.placement import (
    add_instance_to_placements,
    delete_instance,
    get_transition_events,
+    place_flash_instance,
    place_instance,
 )
 from exo.shared.apply import apply
@@ -16,8 +17,10 @@ from exo.shared.types.commands import (
    CreateInstance,
    DeleteInstance,
    ForwarderCommand,
+    LaunchFLASH,
    PlaceInstance,
    RequestEventLog,
+    StopFLASH,
    TaskFinished,
    TestCommand,
 )
@@ -173,6 +176,26 @@ class Master:
                                self.state.instances, placement
                            )
                            generated_events.extend(transition_events)
+                        case LaunchFLASH():
+                            placement = place_flash_instance(
+                                command,
+                                self.state.topology,
+                                self.state.instances,
+                            )
+                            transition_events = get_transition_events(
+                                self.state.instances, placement
+                            )
+                            generated_events.extend(transition_events)
+                        case StopFLASH():
+                            # Reuse delete_instance logic to stop FLASH simulation
+                            placement = delete_instance(
+                                DeleteInstance(instance_id=command.instance_id),
+                                self.state.instances,
+                            )
+                            transition_events = get_transition_events(
+                                self.state.instances, placement
+                            )
+                            generated_events.extend(transition_events)
                        case TaskFinished():
                            generated_events.append(
                                TaskDeleted(
--- a/src/exo/master/placement.py
+++ b/src/exo/master/placement.py
@@ -17,19 +17,24 @@ from exo.shared.topology import Topology
 from exo.shared.types.commands import (
    CreateInstance,
    DeleteInstance,
+    LaunchFLASH,
    PlaceInstance,
 )
 from exo.shared.types.events import Event, InstanceCreated, InstanceDeleted
 from exo.shared.types.memory import Memory
-from exo.shared.types.models import ModelId
+from exo.shared.types.models import ModelId, ModelMetadata
 from exo.shared.types.topology import NodeInfo
+from exo.shared.types.common import Host, NodeId
 from exo.shared.types.worker.instances import (
+    FLASHInstance,
    Instance,
    InstanceId,
    InstanceMeta,
    MlxJacclInstance,
    MlxRingInstance,
 )
+from exo.shared.types.worker.runners import RunnerId, ShardAssignments
+from exo.shared.types.worker.shards import PipelineShardMetadata
 from exo.shared.types.worker.shards import Sharding


@@ -180,6 +185,138 @@ def delete_instance(
    raise ValueError(f"Instance {command.instance_id} not found")


+def place_flash_instance(
+    command: LaunchFLASH,
+    topology: Topology,
+    current_instances: Mapping[InstanceId, Instance],
+) -> dict[InstanceId, Instance]:
+    """Place a FLASH simulation instance across available nodes.
+
+    Unlike MLX instances which use ring/JACCL topology for tensor parallelism,
+    FLASH instances use MPI for communication. We just need to provide the
+    node IPs so the runner can generate an MPI hostfile.
+    """
+    instance_id = InstanceId()
+    target_instances = dict(deepcopy(current_instances))
+
+    all_nodes = list(topology.list_nodes())
+
+    if len(all_nodes) < command.min_nodes:
+        raise ValueError(
+            f"Not enough nodes: need {command.min_nodes}, have {len(all_nodes)}"
+        )
+
+    # Select nodes (take the first min_nodes)
+    selected_nodes = all_nodes[: command.min_nodes]
+
+    logger.info(
+        f"Placing FLASH instance '{command.simulation_name}' on {len(selected_nodes)} nodes"
+    )
+
+    # Build shard assignments (one runner per node for FLASH)
+    runner_to_shard: dict[RunnerId, PipelineShardMetadata] = {}
+    node_to_runner: dict = {}
+
+    # Create a dummy ModelMetadata for FLASH (required by ShardMetadata interface)
+    flash_model_meta = ModelMetadata(
+        model_id=ModelId(command.simulation_name),
+        pretty_name=f"FLASH: {command.simulation_name}",
+        storage_size=Memory(in_bytes=0),
+        n_layers=1,
+        hidden_size=1,
+        supports_tensor=False,
+    )
+
+    for i, node_info in enumerate(selected_nodes):
+        runner_id = RunnerId()
+        node_to_runner[node_info.node_id] = runner_id
+        runner_to_shard[runner_id] = PipelineShardMetadata(
+            device_rank=i,
+            world_size=len(selected_nodes),
+            model_meta=flash_model_meta,
+            start_layer=0,
+            end_layer=1,
+            n_layers=1,
+        )
+
+    shard_assignments = ShardAssignments(
+        model_id=ModelId(command.simulation_name),
+        runner_to_shard=runner_to_shard,
+        node_to_runner=node_to_runner,
+    )
+
+    # Build hosts_by_node - get hostnames/IPs for MPI hostfile generation
+    hosts_by_node: dict = {}
+
+    # If explicit hosts are provided, use them directly
+    if command.hosts:
+        explicit_hosts = [h.strip() for h in command.hosts.split(",") if h.strip()]
+        logger.info(f"FLASH placement: explicit hosts provided: {explicit_hosts}")
+        for i, node_info in enumerate(selected_nodes):
+            if i < len(explicit_hosts):
+                hosts_by_node[node_info.node_id] = [Host(ip=explicit_hosts[i], port=0)]
+                logger.info(f"FLASH placement: node {node_info.node_id} (rank {i}) -> IP {explicit_hosts[i]}")
+            else:
+                logger.warning(f"Not enough hosts provided for node {i}, using localhost")
+                hosts_by_node[node_info.node_id] = [Host(ip="127.0.0.1", port=0)]
+        logger.info(f"FLASH placement: coordinator will be rank 0 at IP {explicit_hosts[0]}")
+    else:
+        # Try to get IPs from topology edges
+        for node_info in selected_nodes:
+            node_hosts: list[Host] = []
+
+            # Get IP from outgoing edges (connections to other nodes via mDNS discovery)
+            for _, edge_data in topology.out_edges(node_info.node_id):
+                if hasattr(edge_data, "send_back_multiaddr"):
+                    # Extract IP from multiaddr like /ip4/192.168.1.100/tcp/52415
+                    multiaddr = str(edge_data.send_back_multiaddr)
+                    if "/ip4/" in multiaddr:
+                        parts = multiaddr.split("/")
+                        try:
+                            ip_idx = parts.index("ip4") + 1
+                            ip = parts[ip_idx]
+                            # Skip link-local and localhost addresses
+                            if not ip.startswith("169.254.") and not ip.startswith("127."):
+                                node_hosts.append(Host(ip=ip, port=0))
+                                break
+                        except (ValueError, IndexError):
+                            pass
+
+            # Last resort: use localhost (will only work for single-node)
+            if not node_hosts:
+                logger.warning(
+                    f"Could not determine IP for node {node_info.node_id}, using localhost"
+                )
+                node_hosts.append(Host(ip="127.0.0.1", port=0))
+
+            hosts_by_node[node_info.node_id] = node_hosts
+
+    total_ranks = len(selected_nodes) * command.ranks_per_node
+
+    # Determine coordinator IP - first node's first host IP
+    first_node_id = list(hosts_by_node.keys())[0]
+    coordinator_ip = hosts_by_node[first_node_id][0].ip if hosts_by_node[first_node_id] else "127.0.0.1"
+
+    target_instances[instance_id] = FLASHInstance(
+        instance_id=instance_id,
+        shard_assignments=shard_assignments,
+        hosts_by_node=hosts_by_node,
+        flash_executable_path=command.flash_executable_path,
+        parameter_file_path=command.parameter_file_path,
+        working_directory=command.working_directory,
+        ranks_per_node=command.ranks_per_node,
+        total_ranks=total_ranks,
+        simulation_name=command.simulation_name,
+        coordinator_ip=coordinator_ip,
+    )
+
+    logger.info(
+        f"Created FLASH instance {instance_id} with {total_ranks} total ranks"
+    )
+
+    return target_instances
+
+
 def get_transition_events(
    current_instances: Mapping[InstanceId, Instance],
    target_instances: Mapping[InstanceId, Instance],
--- a/src/exo/shared/types/commands.py
+++ b/src/exo/shared/types/commands.py
@@ -35,6 +35,26 @@ class DeleteInstance(BaseCommand):
    instance_id: InstanceId


+class LaunchFLASH(BaseCommand):
+    """Command to launch a FLASH MPI simulation."""
+
+    simulation_name: str
+    flash_executable_path: str
+    parameter_file_path: str
+    working_directory: str
+    ranks_per_node: int = 1
+    min_nodes: int = 1
+    # Optional: explicit hostnames for MPI (e.g., "s14,james21-1")
+    # Used when topology edges don't contain IP addresses
+    hosts: str = ""
+
+
+class StopFLASH(BaseCommand):
+    """Command to stop a running FLASH simulation."""
+
+    instance_id: InstanceId
+
+
 class TaskFinished(BaseCommand):
    finished_command_id: CommandId

@@ -50,6 +70,8 @@ Command = (
    | PlaceInstance
    | CreateInstance
    | DeleteInstance
+    | LaunchFLASH
+    | StopFLASH
    | TaskFinished
 )

--- a/src/exo/shared/types/worker/instances.py
+++ b/src/exo/shared/types/worker/instances.py
@@ -14,6 +14,7 @@ class InstanceId(Id):
 class InstanceMeta(str, Enum):
    MlxRing = "MlxRing"
    MlxJaccl = "MlxJaccl"
+    FLASH = "FLASH"


 class BaseInstance(TaggedModel):
@@ -34,8 +35,27 @@ class MlxJacclInstance(BaseInstance):
    jaccl_coordinators: dict[NodeId, str]


+class FLASHInstance(BaseInstance):
+    """Instance for FLASH MPI simulation.
+
+    Unlike MLX instances which do tensor parallelism, FLASH instances
+    coordinate MPI processes across nodes. Each node runs one or more
+    MPI ranks of the FLASH simulation.
+    """
+
+    hosts_by_node: dict[NodeId, list[Host]]
+    flash_executable_path: str
+    parameter_file_path: str
+    working_directory: str
+    ranks_per_node: int = 1
+    total_ranks: int
+    simulation_name: str
+    coordinator_ip: str
+    network_interface: str = "en0"  # Network interface for MPI (e.g., en0, eth0)
+
+
 # TODO: Single node instance
-Instance = MlxRingInstance | MlxJacclInstance
+Instance = MlxRingInstance | MlxJacclInstance | FLASHInstance


 class BoundInstance(CamelCaseModel):
--- a/src/exo/worker/engines/mlx/generator/generate.py
+++ b/src/exo/worker/engines/mlx/generator/generate.py
@@ -3,7 +3,6 @@ from typing import Any, Callable, Generator, cast, get_args
 import mlx.core as mx
 from mlx_lm import stream_generate
 from mlx_lm.models.cache import KVCache
-from mlx_lm.sample_utils import make_sampler
 from mlx_lm.tokenizer_utils import TokenizerWrapper

 # from exo.engines.mlx.cache import KVPrefixCache
@@ -48,6 +47,7 @@ def maybe_quantize_kv_cache(
 def warmup_inference(
    model: Model,
    tokenizer: TokenizerWrapper,
+    sampler: Callable[[mx.array], mx.array],
 ) -> int:
    content = "Prompt to warm up the inference engine. Repeat this."

@@ -70,9 +70,6 @@ def warmup_inference(
        model=model,
    )

-    # Use a default sampler for warmup
-    sampler = make_sampler(temp=0.7)
-
    logger.info("Generating warmup tokens")
    for _r in stream_generate(
        model=model,
@@ -118,6 +115,7 @@ def eos_ids_from_tokenizer(tokenizer: TokenizerWrapper) -> list[int]:
 def mlx_generate(
    model: Model,
    tokenizer: TokenizerWrapper,
+    sampler: Callable[[mx.array], mx.array],
    task: ChatCompletionTaskParams,
 ) -> Generator[GenerationResponse]:
    # Ensure that generation stats only contains peak memory for this generation
@@ -127,9 +125,6 @@ def mlx_generate(
    # Currently we support chat-completion tasks only.
    logger.info(f"task_params: {task}")

-    if task.seed is not None:
-        mx.random.seed(task.seed)
-
    prompt = apply_chat_template(
        tokenizer=tokenizer,
        chat_task_data=task,
@@ -143,11 +138,6 @@ def mlx_generate(
        eos_ids = eos_ids_from_tokenizer(tokenizer)
        logits_processors = [ban_token_ids(eos_ids)]

-    sampler = make_sampler(
-        temp=task.temperature if task.temperature is not None else 0.7,
-        top_p=task.top_p if task.top_p is not None else 1.0,
-    )
-
    max_tokens = task.max_tokens or MAX_TOKENS
    for out in stream_generate(
        model=model,
--- a/src/exo/worker/engines/mlx/utils_mlx.py
+++ b/src/exo/worker/engines/mlx/utils_mlx.py
@@ -3,10 +3,11 @@ import os
 import resource
 import time
 from pathlib import Path
-from typing import Any, cast
+from typing import Any, Callable, cast

 from mlx_lm.models.cache import KVCache, QuantizedKVCache, RotatingKVCache
 from mlx_lm.models.deepseek_v3 import DeepseekV3Model
+from mlx_lm.sample_utils import make_sampler
 from mlx_lm.tokenizer_utils import TokenizerWrapper

 from exo.worker.engines.mlx.constants import (
@@ -175,7 +176,11 @@ def initialize_mlx(

 def load_mlx_items(
    bound_instance: BoundInstance, group: Group | None
-) -> tuple[Model, TokenizerWrapper]:
+) -> tuple[Model, TokenizerWrapper, Callable[[mx.array], mx.array]]:
+    # TODO: pass temperature
+    sampler: Callable[[mx.array], mx.array] = make_sampler(temp=0.7)
+    logger.info("Created a sampler")
+
    if group is None:
        logger.info(f"Single device used for {bound_instance.instance}")
        model_path = build_model_path(bound_instance.bound_shard.model_meta.model_id)
@@ -196,7 +201,7 @@ def load_mlx_items(

    set_wired_limit_for_model(get_weights_size(bound_instance.bound_shard))

-    return cast(Model, model), tokenizer
+    return cast(Model, model), tokenizer, sampler


 def shard_and_load(
@@ -284,15 +289,15 @@ def apply_chat_template(
    messages = chat_task_data.messages

    formatted_messages: list[dict[str, Any]] = []
-    for message in messages:
+    for _, message in enumerate(messages):
        if isinstance(message.content, ChatCompletionMessageText):
            message.content = message.content.text
        if isinstance(message.content, list):
-            if len(message.content) == 0:
-                logger.warning("Received prompt with no content, skipping")
+            if len(message.content) != 1:
+                logger.warning("Received malformed prompt")
                continue

-            message.content = "\n".join(c.text for c in message.content).strip()
+            message.content = message.content[0].text
        if message.content is None and message.thinking is None:
            continue

@@ -305,7 +310,6 @@ def apply_chat_template(
        formatted_messages,
        tokenize=False,
        add_generation_prompt=True,
-        tools=chat_task_data.tools,
    )

    return prompt  # type: ignore
--- a/src/exo/worker/plan.py
+++ b/src/exo/worker/plan.py
@@ -21,7 +21,7 @@ from exo.shared.types.worker.downloads import (
    DownloadOngoing,
    DownloadProgress,
 )
-from exo.shared.types.worker.instances import BoundInstance, Instance, InstanceId
+from exo.shared.types.worker.instances import BoundInstance, FLASHInstance, Instance, InstanceId
 from exo.shared.types.worker.runners import (
    RunnerConnected,
    RunnerConnecting,
@@ -50,6 +50,11 @@ def plan(
    all_runners: Mapping[RunnerId, RunnerStatus],  # all global
    tasks: Mapping[TaskId, Task],
 ) -> Task | None:
+    # Check for FLASH instance tasks first
+    flash_task = _plan_flash(runners, instances)
+    if flash_task is not None:
+        return flash_task
+
    # Python short circuiting OR logic should evaluate these sequentially.
    return (
        _kill_runner(runners, all_runners, instances)
@@ -62,6 +67,34 @@ def plan(
    )


+def _plan_flash(
+    runners: Mapping[RunnerId, RunnerSupervisor],
+    instances: Mapping[InstanceId, Instance],
+) -> Task | None:
+    """Plan tasks specifically for FLASH instances.
+
+    FLASH instances have a simpler lifecycle:
+    - CreateRunner (handled by _create_runner)
+    - LoadModel (starts the simulation immediately)
+    - Shutdown (handled by _kill_runner)
+
+    This function handles the LoadModel step for FLASH instances,
+    skipping the MLX-specific download/init/warmup steps.
+    """
+    for runner in runners.values():
+        instance = runner.bound_instance.instance
+
+        # Only handle FLASH instances
+        if not isinstance(instance, FLASHInstance):
+            continue
+
+        # If runner is idle, emit LoadModel to start the simulation
+        if isinstance(runner.status, RunnerIdle):
+            return LoadModel(instance_id=instance.instance_id)
+
+    return None
+
+
 def _kill_runner(
    runners: Mapping[RunnerId, RunnerSupervisor],
    all_runners: Mapping[RunnerId, RunnerStatus],
@@ -114,6 +147,10 @@ def _model_needs_download(
    download_status: Mapping[ModelId, DownloadProgress],
 ) -> DownloadModel | None:
    for runner in runners.values():
+        # FLASH instances don't need model downloads
+        if isinstance(runner.bound_instance.instance, FLASHInstance):
+            continue
+
        model_id = runner.bound_instance.bound_shard.model_meta.model_id
        if isinstance(runner.status, RunnerIdle) and (
            model_id not in download_status
--- a/src/exo/worker/runner/bootstrap.py
+++ b/src/exo/worker/runner/bootstrap.py
@@ -4,7 +4,7 @@ import loguru

 from exo.shared.types.events import Event, RunnerStatusUpdated
 from exo.shared.types.tasks import Task
-from exo.shared.types.worker.instances import BoundInstance, MlxJacclInstance
+from exo.shared.types.worker.instances import BoundInstance, FLASHInstance, MlxJacclInstance
 from exo.shared.types.worker.runners import RunnerFailed
 from exo.utils.channels import ClosedResourceError, MpReceiver, MpSender

@@ -17,20 +17,27 @@ def entrypoint(
    task_receiver: MpReceiver[Task],
    _logger: "loguru.Logger",
 ) -> None:
-    if (
-        isinstance(bound_instance.instance, MlxJacclInstance)
-        and len(bound_instance.instance.ibv_devices) >= 2
-    ):
-        os.environ["MLX_METAL_FAST_SYNCH"] = "1"
-
    global logger
    logger = _logger

-    # Import main after setting global logger - this lets us just import logger from this module
+    # Route based on instance type
    try:
-        from exo.worker.runner.runner import main
+        if isinstance(bound_instance.instance, FLASHInstance):
+            # FLASH MPI simulation runner
+            from exo.worker.runner.flash_runner import main

-        main(bound_instance, event_sender, task_receiver)
+            main(bound_instance, event_sender, task_receiver)
+        else:
+            # MLX runner (default)
+            if (
+                isinstance(bound_instance.instance, MlxJacclInstance)
+                and len(bound_instance.instance.ibv_devices) >= 2
+            ):
+                os.environ["MLX_METAL_FAST_SYNCH"] = "1"
+
+            from exo.worker.runner.runner import main
+
+            main(bound_instance, event_sender, task_receiver)
    except ClosedResourceError:
        logger.warning("Runner communication closed unexpectedly")
    except Exception as e:
--- a/src/exo/worker/runner/flash_runner.py
+++ b/src/exo/worker/runner/flash_runner.py
@@ -0,0 +1,268 @@
+"""FLASH MPI Runner - spawns and monitors FLASH simulations.
+
+Exo-native distributed MPI:
+- Exo handles node discovery and coordination
+- Coordinator generates hostfile from Exo topology
+- mpirun uses SSH (keys already set up) to spawn on remote nodes
+- Workers just report ready and wait
+"""
+
+import os
+import shutil
+import socket
+import subprocess
+import threading
+
+from exo.shared.types.events import (
+    Event,
+    RunnerStatusUpdated,
+    TaskAcknowledged,
+    TaskStatusUpdated,
+)
+from exo.shared.types.tasks import (
+    LoadModel,
+    Shutdown,
+    Task,
+    TaskStatus,
+)
+from exo.shared.types.worker.instances import BoundInstance, FLASHInstance
+from exo.shared.types.worker.runners import (
+    RunnerFailed,
+    RunnerIdle,
+    RunnerLoading,
+    RunnerReady,
+    RunnerRunning,
+    RunnerShutdown,
+    RunnerShuttingDown,
+    RunnerStatus,
+)
+from exo.utils.channels import MpReceiver, MpSender
+from exo.worker.runner.bootstrap import logger
+
+# Find mpirun in PATH, fallback to common locations
+MPIRUN_PATH = shutil.which("mpirun") or "/opt/homebrew/bin/mpirun"
+
+
+def get_my_rank(instance: FLASHInstance, my_node_id: str) -> int:
+    """Determine this node's rank based on position in hosts_by_node."""
+    for i, node_id in enumerate(instance.hosts_by_node.keys()):
+        if str(node_id) == str(my_node_id):
+            return i
+    return -1
+
+
+def get_coordinator_host(instance: FLASHInstance) -> str:
+    """Get the IP of the coordinator node."""
+    return instance.coordinator_ip
+
+
+def resolve_host(host: str) -> str:
+    """Resolve host string to a usable hostname for MPI hostfile.
+
+    Accepts either an IP address or hostname. For IPs, attempts to resolve
+    to a hostname via DNS/mDNS. Hostnames are returned as-is after validation.
+    """
+    # Check if input is already a hostname (not an IP)
+    try:
+        socket.inet_aton(host)
+        is_ip = True
+    except socket.error:
+        is_ip = False
+
+    if not is_ip:
+        # Already a hostname, verify it resolves and return as-is
+        try:
+            socket.gethostbyname(host)
+            return host
+        except socket.gaierror:
+            logger.warning(f"Hostname {host} does not resolve, using anyway")
+            return host
+
+    # It's an IP address, try to resolve to hostname
+    try:
+        hostname, _, _ = socket.gethostbyaddr(host)
+        hostname = hostname.split('.')[0]
+        logger.info(f"Resolved {host} to {hostname}")
+        return hostname
+    except socket.herror:
+        pass
+
+    # Fall back to IP
+    logger.warning(f"Could not resolve {host} to hostname, using IP directly")
+    return host
+
+
+def generate_hostfile(instance: FLASHInstance, working_dir: str) -> str:
+    """Generate MPI hostfile from instance topology."""
+    hostfile_path = os.path.join(working_dir, "flash_hosts.txt")
+    with open(hostfile_path, 'w') as f:
+        for node_id, hosts in instance.hosts_by_node.items():
+            if hosts:
+                host = resolve_host(hosts[0].ip)
+                f.write(f"{host} slots={instance.ranks_per_node}\n")
+    logger.info(f"Generated hostfile at {hostfile_path}")
+    with open(hostfile_path, 'r') as f:
+        logger.info(f"Hostfile contents:\n{f.read()}")
+    return hostfile_path
+
+
+def main(
+    bound_instance: BoundInstance,
+    event_sender: MpSender[Event],
+    task_receiver: MpReceiver[Task],
+):
+    """Main FLASH runner loop.
+
+    Coordinator: generates hostfile and runs mpirun (which SSHs to workers)
+    Workers: just report ready and wait for mpirun to spawn processes on them
+    """
+    assert isinstance(bound_instance.instance, FLASHInstance)
+    instance = bound_instance.instance
+    runner_id = bound_instance.bound_runner_id
+    my_node_id = str(bound_instance.bound_node_id)
+
+    logger.info(f"FLASH runner starting for simulation: {instance.simulation_name}")
+
+    my_rank = get_my_rank(instance, my_node_id)
+    world_size = len(instance.hosts_by_node)
+    is_coordinator = (my_rank == 0)
+    coordinator_ip = get_coordinator_host(instance)
+
+    logger.info(f"FLASH node: rank={my_rank}, world_size={world_size}, coordinator={is_coordinator}")
+    logger.info(f"FLASH coordinator IP: {coordinator_ip}")
+
+    process: subprocess.Popen | None = None
+    current_status: RunnerStatus = RunnerIdle()
+    shutdown_requested = False
+
+    event_sender.send(
+        RunnerStatusUpdated(runner_id=runner_id, runner_status=current_status)
+    )
+
+    def monitor_output(proc: subprocess.Popen):
+        """Monitor FLASH stdout for progress updates."""
+        if proc.stdout is None:
+            return
+        for line in iter(proc.stdout.readline, b""):
+            if shutdown_requested:
+                break
+            try:
+                decoded = line.decode("utf-8", errors="replace").strip()
+                if decoded:
+                    logger.info(f"[FLASH] {decoded}")
+            except Exception as e:
+                logger.warning(f"Error parsing FLASH output: {e}")
+
+    with task_receiver as tasks:
+        for task in tasks:
+            event_sender.send(
+                TaskStatusUpdated(task_id=task.task_id, task_status=TaskStatus.Running)
+            )
+            event_sender.send(TaskAcknowledged(task_id=task.task_id))
+
+            match task:
+                case LoadModel() if isinstance(current_status, RunnerIdle):
+                    current_status = RunnerLoading()
+                    logger.info("Starting FLASH simulation")
+                    event_sender.send(
+                        RunnerStatusUpdated(
+                            runner_id=runner_id, runner_status=current_status
+                        )
+                    )
+
+                    try:
+                        if is_coordinator:
+                            # Coordinator: generate hostfile and run mpirun
+                            hostfile = generate_hostfile(instance, instance.working_directory)
+
+                            iface = instance.network_interface
+                            cmd = [
+                                MPIRUN_PATH,
+                                "-np", str(instance.total_ranks),
+                                "--hostfile", hostfile,
+                                "--wdir", instance.working_directory,
+                                "--oversubscribe",
+                                "--mca", "btl", "tcp,self",
+                                "--mca", "btl_tcp_if_include", iface,
+                                "--mca", "oob_tcp_if_include", iface,
+                                "--mca", "plm_rsh_no_tree_spawn", "1",
+                                instance.flash_executable_path,
+                            ]
+
+                            logger.info(f"FLASH distributed launch: {' '.join(cmd)}")
+
+                            process = subprocess.Popen(
+                                cmd,
+                                cwd=instance.working_directory,
+                                stdout=subprocess.PIPE,
+                                stderr=subprocess.STDOUT,
+                            )
+
+                            monitor_thread = threading.Thread(
+                                target=monitor_output, args=(process,), daemon=True
+                            )
+                            monitor_thread.start()
+
+                            current_status = RunnerRunning()
+                            logger.info(f"FLASH running on {world_size} nodes with {instance.total_ranks} ranks")
+
+                        else:
+                            # Worker: mpirun on coordinator will SSH to spawn processes here
+                            logger.info(f"Worker {my_rank}: Ready for mpirun to spawn processes")
+                            current_status = RunnerRunning()
+
+                    except Exception as e:
+                        logger.error(f"Failed to start FLASH: {e}")
+                        import traceback
+                        logger.error(traceback.format_exc())
+                        current_status = RunnerFailed(error_message=str(e))
+
+                case Shutdown():
+                    shutdown_requested = True
+                    current_status = RunnerShuttingDown()
+                    logger.info("FLASH runner shutting down")
+                    event_sender.send(
+                        RunnerStatusUpdated(
+                            runner_id=runner_id, runner_status=current_status
+                        )
+                    )
+
+                    if process and process.poll() is None:
+                        logger.info("Terminating FLASH simulation")
+                        process.terminate()
+                        try:
+                            process.wait(timeout=10)
+                        except subprocess.TimeoutExpired:
+                            logger.warning("FLASH didn't terminate, killing")
+                            process.kill()
+                            process.wait()
+
+                    current_status = RunnerShutdown()
+
+                case _:
+                    if process and process.poll() is not None:
+                        exit_code = process.returncode
+                        if exit_code == 0:
+                            logger.info("FLASH simulation completed successfully")
+                            current_status = RunnerReady()
+                        else:
+                            logger.error(f"FLASH simulation failed with code {exit_code}")
+                            current_status = RunnerFailed(
+                                error_message=f"Exit code {exit_code}"
+                            )
+
+            event_sender.send(
+                TaskStatusUpdated(task_id=task.task_id, task_status=TaskStatus.Complete)
+            )
+            event_sender.send(
+                RunnerStatusUpdated(runner_id=runner_id, runner_status=current_status)
+            )
+
+            if isinstance(current_status, RunnerShutdown):
+                break
+
+    if process and process.poll() is None:
+        process.terminate()
+        process.wait(timeout=5)
+
+    logger.info("FLASH runner exiting")
--- a/src/exo/worker/runner/runner.py
+++ b/src/exo/worker/runner/runner.py
@@ -68,6 +68,7 @@ def main(

    model = None
    tokenizer = None
+    sampler = None
    group = None

    current_status: RunnerStatus = RunnerIdle()
@@ -109,13 +110,14 @@ def main(
                        )
                    )

-                    model, tokenizer = load_mlx_items(bound_instance, group)
+                    model, tokenizer, sampler = load_mlx_items(bound_instance, group)

                    current_status = RunnerLoaded()
                    logger.info("runner loaded")
                case StartWarmup() if isinstance(current_status, RunnerLoaded):
                    assert model
                    assert tokenizer
+                    assert sampler
                    current_status = RunnerWarmingUp()
                    logger.info("runner warming up")
                    event_sender.send(
@@ -128,6 +130,7 @@ def main(
                    toks = warmup_inference(
                        model=model,
                        tokenizer=tokenizer,
+                        sampler=sampler,
                        # kv_prefix_cache=kv_prefix_cache,  # supply for warmup-time prefix caching
                    )
                    logger.info(f"warmed up by generating {toks} tokens")
@@ -141,6 +144,7 @@ def main(
                ):
                    assert model
                    assert tokenizer
+                    assert sampler
                    logger.info(f"received chat request: {str(task)[:500]}")
                    current_status = RunnerRunning()
                    logger.info("runner running")
@@ -156,6 +160,7 @@ def main(
                    for response in mlx_generate(
                        model=model,
                        tokenizer=tokenizer,
+                        sampler=sampler,
                        task=task_params,
                    ):
                        match response:
@@ -199,7 +204,7 @@ def main(
                RunnerStatusUpdated(runner_id=runner_id, runner_status=current_status)
            )
            if isinstance(current_status, RunnerShutdown):
-                del model, tokenizer, group
+                del model, tokenizer, group, sampler
                mx.clear_cache()
                import gc

--- a/src/exo/worker/tests/unittests/test_runner/test_event_ordering.py
+++ b/src/exo/worker/tests/unittests/test_runner/test_event_ordering.py
@@ -111,7 +111,7 @@ def assert_events_equal(test_events: Iterable[Event], true_events: Iterable[Even
 def patch_out_mlx(monkeypatch: pytest.MonkeyPatch):
    # initialize_mlx returns a "group" equal to 1
    monkeypatch.setattr(mlx_runner, "initialize_mlx", make_nothin(1))
-    monkeypatch.setattr(mlx_runner, "load_mlx_items", make_nothin((1, 1)))
+    monkeypatch.setattr(mlx_runner, "load_mlx_items", make_nothin((1, 1, 1)))
    monkeypatch.setattr(mlx_runner, "warmup_inference", make_nothin(1))
    monkeypatch.setattr(mlx_runner, "_check_for_debug_prompts", nothin)

--- a/uv.lock
+++ b/uv.lock
@@ -108,6 +108,18 @@ wheels = [
    { url = "https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl", hash = "sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e", size = 7490, upload-time = "2025-07-03T22:54:42.156Z" },
 ]

+[[package]]
+name = "aiosqlite"
+version = "0.21.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/13/7d/8bca2bf9a247c2c5dfeec1d7a5f40db6518f88d314b8bca9da29670d2671/aiosqlite-0.21.0.tar.gz", hash = "sha256:131bb8056daa3bc875608c631c678cda73922a2d4ba8aec373b19f18c17e7aa3", size = 13454, upload-time = "2025-02-03T07:30:16.235Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f5/10/6c25ed6de94c49f88a91fa5018cb4c0f3625f31d5be9f771ebe5cc7cd506/aiosqlite-0.21.0-py3-none-any.whl", hash = "sha256:2549cf4057f95f53dcba16f2b64e8e2791d7e1adedb13197dd8ed77bb226d7d0", size = 15792, upload-time = "2025-02-03T07:30:13.6Z" },
+]
+
 [[package]]
 name = "altgraph"
 version = "0.17.5"
@@ -157,6 +169,24 @@ wheels = [
    { url = "https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373", size = 67615, upload-time = "2025-10-06T13:54:43.17Z" },
 ]

+[[package]]
+name = "base58"
+version = "2.1.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7f/45/8ae61209bb9015f516102fa559a2914178da1d5868428bd86a1b4421141d/base58-2.1.1.tar.gz", hash = "sha256:c5d0cb3f5b6e81e8e35da5754388ddcc6d0d14b6c6a132cb93d69ed580a7278c", size = 6528, upload-time = "2021-10-30T22:12:17.858Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/4a/45/ec96b29162a402fc4c1c5512d114d7b3787b9d1c2ec241d9568b4816ee23/base58-2.1.1-py3-none-any.whl", hash = "sha256:11a36f4d3ce51dfc1043f3218591ac4eb1ceb172919cebe05b52a5bcc8d245c2", size = 5621, upload-time = "2021-10-30T22:12:16.658Z" },
+]
+
+[[package]]
+name = "bidict"
+version = "0.23.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/9a/6e/026678aa5a830e07cd9498a05d3e7e650a4f56a42f267a53d22bcda1bdc9/bidict-0.23.1.tar.gz", hash = "sha256:03069d763bc387bbd20e7d49914e75fc4132a41937fa3405417e1a5a2d006d71", size = 29093, upload-time = "2024-02-18T19:09:05.748Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/99/37/e8730c3587a65eb5645d4aba2d27aae48e8003614d6aaf15dda67f702f1f/bidict-0.23.1-py3-none-any.whl", hash = "sha256:5dae8d4d79b552a71cbabc7deb25dfe8ce710b17ff41711e13010ead2abfc3e5", size = 32764, upload-time = "2024-02-18T19:09:04.156Z" },
+]
+
 [[package]]
 name = "certifi"
 version = "2025.10.5"
@@ -166,6 +196,42 @@ wheels = [
    { url = "https://files.pythonhosted.org/packages/e4/37/af0d2ef3967ac0d6113837b44a4f0bfe1328c2b9763bd5b1744520e5cfed/certifi-2025.10.5-py3-none-any.whl", hash = "sha256:0f212c2744a9bb6de0c56639a6f68afe01ecd92d91f14ae897c4fe7bbeeef0de", size = 163286, upload-time = "2025-10-05T04:12:14.03Z" },
 ]

+[[package]]
+name = "cffi"
+version = "2.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pycparser", marker = "(implementation_name != 'PyPy' and sys_platform == 'darwin') or (implementation_name != 'PyPy' and sys_platform == 'linux')" },
+]
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+    { name = "base58", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
+    { name = "bidict", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
+    { name = "cryptography", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
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    { name = "fastapi", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
    { name = "filelock", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
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    { name = "mlx-lm", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
+    { name = "networkx", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
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+    { name = "protobuf", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
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    { name = "pydantic", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
+    { name = "rich", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
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+    { name = "sqlalchemy", extra = ["asyncio"], marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
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