diff --git a/apps/desktop/electron/bootstrap-platform.cjs b/apps/desktop/electron/bootstrap-platform.cjs
index d6a5e7165fe..2058d90a8f6 100644
--- a/apps/desktop/electron/bootstrap-platform.cjs
+++ b/apps/desktop/electron/bootstrap-platform.cjs
@@ -32,8 +32,59 @@ function bundledRuntimeImportCheck(platform = process.platform) {
   return platform === 'win32' ? 'import fastapi, uvicorn, winpty' : 'import fastapi, uvicorn, ptyprocess'
 }
 
+const GPU_OVERRIDE_ON = new Set(['1', 'true', 'yes', 'on'])
+const GPU_OVERRIDE_OFF = new Set(['0', 'false', 'no', 'off'])
+
+/**
+ * Decide whether the app is being shown over a remote/forwarded display, where
+ * Chromium's GPU compositor produces an unstable, flickering surface (it can't
+ * present accelerated layers cleanly over the wire). Native local Windows/macOS
+ * sessions composite locally and never hit this, so we only fall back to
+ * software rendering when a remote display is detected.
+ *
+ * Returns a short reason string when GPU acceleration should be disabled, or
+ * null to keep it enabled. `HERMES_DESKTOP_DISABLE_GPU` overrides detection
+ * both ways (1/true/yes/on → always disable, 0/false/no/off → never disable).
+ *
+ * Pure + dependency-free so it can be unit-tested and called before app ready.
+ */
+function detectRemoteDisplay(options = {}) {
+  const env = options.env ?? process.env
+  const platform = options.platform ?? process.platform
+  const isWsl = options.isWsl ?? isWslEnvironment(env, platform)
+
+  const override = String(env.HERMES_DESKTOP_DISABLE_GPU || '').trim().toLowerCase()
+  if (GPU_OVERRIDE_ON.has(override)) return 'override (HERMES_DESKTOP_DISABLE_GPU)'
+  if (GPU_OVERRIDE_OFF.has(override)) return null
+
+  // Launched from an SSH session → the display is X11-forwarded or otherwise
+  // remote. Covers the common `ssh user@box` + GUI-forwarding case.
+  if (env.SSH_CONNECTION || env.SSH_CLIENT || env.SSH_TTY) return 'ssh-session'
+
+  if (platform === 'linux') {
+    // X11 forwarding sets DISPLAY to "<host>:N" (e.g. "localhost:10.0"); a
+    // local X server is ":0"/":1" with no host part before the colon.
+    const display = String(env.DISPLAY || '')
+    if (display.includes(':') && display.split(':')[0]) {
+      return `x11-forwarding (DISPLAY=${display})`
+    }
+    // WSLg pipes the GUI through an RDP/Wayland bridge — same flicker profile.
+    if (isWsl) return 'wslg'
+  }
+
+  if (platform === 'win32') {
+    // RDP sessions report SESSIONNAME like "RDP-Tcp#7"; the local console is
+    // "Console".
+    const sessionName = String(env.SESSIONNAME || '')
+    if (/^rdp-/i.test(sessionName)) return `rdp (SESSIONNAME=${sessionName})`
+  }
+
+  return null
+}
+
 module.exports = {
   bundledRuntimeImportCheck,
+  detectRemoteDisplay,
   isWindowsBinaryPathInWsl,
   isWslEnvironment
 }
diff --git a/apps/desktop/electron/bootstrap-platform.test.cjs b/apps/desktop/electron/bootstrap-platform.test.cjs
index baa8431125a..3a401564cfa 100644
--- a/apps/desktop/electron/bootstrap-platform.test.cjs
+++ b/apps/desktop/electron/bootstrap-platform.test.cjs
@@ -3,7 +3,12 @@ const fs = require('node:fs')
 const path = require('node:path')
 const test = require('node:test')
 
-const { bundledRuntimeImportCheck, isWindowsBinaryPathInWsl, isWslEnvironment } = require('./bootstrap-platform.cjs')
+const {
+  bundledRuntimeImportCheck,
+  detectRemoteDisplay,
+  isWindowsBinaryPathInWsl,
+  isWslEnvironment
+} = require('./bootstrap-platform.cjs')
 
 test('isWslEnvironment detects WSL2 env vars on linux', () => {
   assert.equal(isWslEnvironment({ WSL_DISTRO_NAME: 'Ubuntu' }, 'linux'), true)
@@ -28,6 +33,56 @@ test('bundledRuntimeImportCheck selects platform-specific import checks', () =>
   assert.equal(bundledRuntimeImportCheck('linux'), 'import fastapi, uvicorn, ptyprocess')
 })
 
+test('detectRemoteDisplay keeps GPU on for local sessions', () => {
+  // Plain local X11, Wayland, native Windows, native macOS — no remote signal.
+  assert.equal(detectRemoteDisplay({ env: { DISPLAY: ':0' }, platform: 'linux', isWsl: false }), null)
+  assert.equal(detectRemoteDisplay({ env: { WAYLAND_DISPLAY: 'wayland-0' }, platform: 'linux', isWsl: false }), null)
+  assert.equal(detectRemoteDisplay({ env: { SESSIONNAME: 'Console' }, platform: 'win32' }), null)
+  assert.equal(detectRemoteDisplay({ env: {}, platform: 'darwin' }), null)
+})
+
+test('detectRemoteDisplay flags SSH sessions on any platform', () => {
+  assert.equal(detectRemoteDisplay({ env: { SSH_CONNECTION: '1.2.3.4 5 6.7.8.9 22' }, platform: 'linux' }), 'ssh-session')
+  assert.equal(detectRemoteDisplay({ env: { SSH_CLIENT: '1.2.3.4 5 22' }, platform: 'darwin' }), 'ssh-session')
+  assert.equal(detectRemoteDisplay({ env: { SSH_TTY: '/dev/pts/0' }, platform: 'win32' }), 'ssh-session')
+})
+
+test('detectRemoteDisplay flags forwarded X11 displays but not local ones', () => {
+  assert.match(
+    String(detectRemoteDisplay({ env: { DISPLAY: 'localhost:10.0' }, platform: 'linux', isWsl: false })),
+    /x11-forwarding/
+  )
+  assert.match(
+    String(detectRemoteDisplay({ env: { DISPLAY: '192.168.1.5:0' }, platform: 'linux', isWsl: false })),
+    /x11-forwarding/
+  )
+  assert.equal(detectRemoteDisplay({ env: { DISPLAY: ':1' }, platform: 'linux', isWsl: false }), null)
+})
+
+test('detectRemoteDisplay flags WSLg and RDP', () => {
+  assert.equal(detectRemoteDisplay({ env: { DISPLAY: ':0' }, platform: 'linux', isWsl: true }), 'wslg')
+  assert.match(
+    String(detectRemoteDisplay({ env: { SESSIONNAME: 'RDP-Tcp#7' }, platform: 'win32' })),
+    /^rdp/
+  )
+})
+
+test('detectRemoteDisplay honors the HERMES_DESKTOP_DISABLE_GPU override both ways', () => {
+  // Force-on even on a local display.
+  assert.match(
+    String(detectRemoteDisplay({ env: { HERMES_DESKTOP_DISABLE_GPU: '1', DISPLAY: ':0' }, platform: 'linux', isWsl: false })),
+    /override/
+  )
+  // Force-off even over SSH (escape hatch when a remote display has working accel).
+  assert.equal(
+    detectRemoteDisplay({
+      env: { HERMES_DESKTOP_DISABLE_GPU: 'false', SSH_CONNECTION: '1.2.3.4 5 6.7.8.9 22' },
+      platform: 'linux'
+    }),
+    null
+  )
+})
+
 test('packaged electron entrypoints do not require unpackaged npm modules', () => {
   const electronDir = __dirname
   const entrypoints = ['main.cjs', 'preload.cjs', 'bootstrap-platform.cjs']
diff --git a/apps/desktop/electron/main.cjs b/apps/desktop/electron/main.cjs
index 4e14a928c9f..35e8a942347 100644
--- a/apps/desktop/electron/main.cjs
+++ b/apps/desktop/electron/main.cjs
@@ -23,7 +23,7 @@ const net = require('node:net')
 const path = require('node:path')
 const { fileURLToPath, pathToFileURL } = require('node:url')
 const { execFileSync, spawn } = require('node:child_process')
-const { isWindowsBinaryPathInWsl, isWslEnvironment } = require('./bootstrap-platform.cjs')
+const { detectRemoteDisplay, isWindowsBinaryPathInWsl, isWslEnvironment } = require('./bootstrap-platform.cjs')
 const { runBootstrap } = require('./bootstrap-runner.cjs')
 const { canImportHermesCli, verifyHermesCli } = require('./backend-probes.cjs')
 const {
@@ -73,6 +73,25 @@ const IS_MAC = process.platform === 'darwin'
 const IS_WINDOWS = process.platform === 'win32'
 const IS_WSL = isWslEnvironment()
 const APP_ROOT = app.getAppPath()
+
+// Remote displays (SSH X11 forwarding, VNC, RDP, WSLg) make Chromium's GPU
+// compositor flicker — accelerated layers can't be presented cleanly over the
+// wire, so the window flashes during scroll/streaming/animation. Local
+// Windows/macOS composite on the GPU and never see it. Fall back to software
+// rendering when a remote display is detected; it's rock-steady over the wire
+// and the CPU cost is negligible next to the connection's latency. Must run
+// before app `ready` — these switches only apply pre-launch. Override with
+// HERMES_DESKTOP_DISABLE_GPU (1/true → always disable, 0/false → keep GPU on).
+const REMOTE_DISPLAY_REASON = detectRemoteDisplay({ isWsl: IS_WSL })
+if (REMOTE_DISPLAY_REASON) {
+  app.disableHardwareAcceleration()
+  // Belt-and-suspenders for X11/VNC, where the Viz compositor can still glitch
+  // with only --disable-gpu: force compositing onto the CPU too.
+  app.commandLine.appendSwitch('disable-gpu-compositing')
+  console.log(
+    `[hermes] remote display detected (${REMOTE_DISPLAY_REASON}); disabling GPU hardware acceleration to prevent flicker`
+  )
+}
 const SOURCE_REPO_ROOT = path.resolve(APP_ROOT, '../..')
 
 // Build-time install stamp -- the git ref this .exe was built against.