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+ "async-task",
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+ "enumflags2",
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+ "futures-core",
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+ "nix",
+ "ordered-stream",
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+ "serde",
+ "serde_repr",
+ "sha1",
+ "static_assertions",
+ "tracing",
+ "uds_windows",
+ "windows-sys 0.52.0",
+ "xdg-home",
+ "zbus_macros",
+ "zbus_names",
+ "zvariant",
+]
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+ "synstructure",
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+ "endi",
+ "enumflags2",
+ "serde",
+ "static_assertions",
+ "zvariant_derive",
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+version = "4.2.0"
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+checksum = "73e2ba546bda683a90652bac4a279bc146adad1386f25379cf73200d2002c449"
+dependencies = [
+ "proc-macro-crate",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+ "zvariant_utils",
+]
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+name = "zvariant_utils"
+version = "2.1.0"
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+dependencies = [
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+ "quote",
+ "syn 2.0.117",
+]
diff --git a/README.md b/README.md
index e7b353a..1522888 100644
--- a/README.md
+++ b/README.md
@@ -11,12 +11,21 @@ The repository is intentionally structured around hard separation of concerns:
 
 - `crates/infinity_config`: versioned project configuration and validation
 - `crates/infinity_protocol`: shared control and realtime protocol model
-- `crates/infinity_host`: host-side core library, CLI, mock UI service, and runtime skeleton
-- `crates/infinity_host_ui`: native Rust desktop GUI vertical slice
+- `crates/infinity_host`: host-side core library, simulation engine, scene/preset API, and CLI
+- `crates/infinity_host_ui`: native Rust desktop engineering GUI for mapping, diagnostics, and admin
 - `firmware/esp32_node`: ESP-IDF firmware skeleton with explicit driver abstraction
 - `docs/`: architecture, protocol, validation, deployment, testing, and acceptance artifacts
 - `config/`: example configuration files
 
+Current software priority:
+
+- stable host-core first
+- shared host API for every surface
+- simulation and mock-first creative workflow
+- engineering GUI for technical operation
+- web UI to follow as the primary creative surface
+- grandMA planned later as an external show-control adapter, not as the system core
+
 The current baseline is intentionally strict about unresolved hardware facts. `UART 6`, `UART 5`, and `UART 4` are treated as unvalidated labels until the real electrical meaning is confirmed.
 
 ## Quick Start
@@ -24,12 +33,14 @@ The current baseline is intentionally strict about unresolved hardware facts. `U
 1. Install a current Rust toolchain.
 2. Review the open validation checklist in [docs/validation_open_points.md](docs/validation_open_points.md).
 3. Start from [config/project.example.toml](config/project.example.toml).
-4. Start the desktop GUI with `cargo run -p infinity_host_ui`.
-5. Use the host CLI to validate the project config before attempting activation.
+4. Inspect the software-first host snapshot with `cargo run -p infinity_host -- snapshot --config config/project.example.toml`.
+5. Start the engineering GUI with `cargo run -p infinity_host_ui`.
+6. Use the host CLI to validate the project config before attempting activation.
 
 ## Docs
 
 - [Architecture](docs/architecture.md)
+- [Host API](docs/host_api.md)
 - [Protocol](docs/protocol.md)
 - [Config Schema](docs/config_schema.md)
 - [Build and Deploy](docs/build_and_deploy.md)
diff --git a/config/project.example.toml b/config/project.example.toml
index c81f034..9c32f3e 100644
--- a/config/project.example.toml
+++ b/config/project.example.toml
@@ -285,6 +285,30 @@ members = [
     { node_id = "node-06", panel_position = "top" },
 ]
 
+[[topology.groups]]
+group_id = "middle_panels"
+tags = ["row_like", "hardware_safe"]
+members = [
+    { node_id = "node-01", panel_position = "middle" },
+    { node_id = "node-02", panel_position = "middle" },
+    { node_id = "node-03", panel_position = "middle" },
+    { node_id = "node-04", panel_position = "middle" },
+    { node_id = "node-05", panel_position = "middle" },
+    { node_id = "node-06", panel_position = "middle" },
+]
+
+[[topology.groups]]
+group_id = "bottom_panels"
+tags = ["row_like", "hardware_safe"]
+members = [
+    { node_id = "node-01", panel_position = "bottom" },
+    { node_id = "node-02", panel_position = "bottom" },
+    { node_id = "node-03", panel_position = "bottom" },
+    { node_id = "node-04", panel_position = "bottom" },
+    { node_id = "node-05", panel_position = "bottom" },
+    { node_id = "node-06", panel_position = "bottom" },
+]
+
 [[transport_profiles]]
 profile_id = "scene_default"
 mode = "distributed_scene"
@@ -335,3 +359,38 @@ speed = 1.0
 intensity = 1.0
 blackout = false
 
+[[presets]]
+preset_id = "ocean_gradient"
+target_group = "all_panels"
+transition_ms = 500
+[presets.scene]
+effect = "gradient"
+seed = 1337
+palette = ["#041F4A", "#0F8AA6", "#7FFFD4"]
+speed = 0.35
+intensity = 0.82
+blackout = false
+
+[[presets]]
+preset_id = "amber_chase_top"
+target_group = "top_panels"
+transition_ms = 120
+[presets.scene]
+effect = "chase"
+seed = 2026
+palette = ["#FF7A00", "#FFD166"]
+speed = 1.40
+intensity = 1.0
+blackout = false
+
+[[presets]]
+preset_id = "deep_pulse_bottom"
+target_group = "bottom_panels"
+transition_ms = 380
+[presets.scene]
+effect = "pulse"
+seed = 404
+palette = ["#240046", "#5A189A", "#9D4EDD"]
+speed = 0.80
+intensity = 0.88
+blackout = false
diff --git a/crates/infinity_config/src/validation.rs b/crates/infinity_config/src/validation.rs
index 5bc4349..efefe65 100644
--- a/crates/infinity_config/src/validation.rs
+++ b/crates/infinity_config/src/validation.rs
@@ -506,9 +506,9 @@ fn display_panel_position(position: &PanelPosition) -> &'static str {
 mod tests {
     use super::*;
     use crate::{
-        ColorOrder, DriverChannelRef, LedDirection, NodeConfig, NodeNetworkConfig, PanelOutputConfig,
-        PanelPosition, PresetConfig, ProjectMetadata, SceneConfig, TopologyConfig, TransportMode,
-        TransportProfileConfig,
+        ColorOrder, DriverChannelRef, LedDirection, NodeConfig, NodeNetworkConfig,
+        PanelOutputConfig, PanelPosition, PresetConfig, ProjectMetadata, SafetyProfileConfig,
+        SceneConfig, TopologyConfig, TransportMode, TransportProfileConfig,
     };
 
     fn build_output(position: PanelPosition, label: &str, driver_kind: DriverKind) -> PanelOutputConfig {
diff --git a/crates/infinity_host/src/control.rs b/crates/infinity_host/src/control.rs
index dc94be8..13249d5 100644
--- a/crates/infinity_host/src/control.rs
+++ b/crates/infinity_host/src/control.rs
@@ -1,24 +1,172 @@
 use infinity_config::{ColorOrder, LedDirection, PanelPosition, ValidationState};
+use serde::{Deserialize, Serialize};
 
-#[derive(Debug, Clone, PartialEq)]
+pub const HOST_API_VERSION: u16 = 1;
+
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
 pub struct HostSnapshot {
+    pub api_version: u16,
     pub backend_label: String,
     pub generated_at_millis: u64,
+    pub system: SystemSnapshot,
     pub global: GlobalControlSnapshot,
+    pub engine: EngineSnapshot,
+    pub catalog: CatalogSnapshot,
+    pub active_scene: ActiveSceneSnapshot,
+    pub preview: PreviewSnapshot,
     pub available_patterns: Vec<String>,
     pub nodes: Vec<NodeSnapshot>,
     pub panels: Vec<PanelSnapshot>,
     pub recent_events: Vec<StatusEvent>,
 }
 
-#[derive(Debug, Clone, PartialEq)]
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq)]
+pub struct SystemSnapshot {
+    pub project_name: String,
+    pub schema_version: u32,
+    pub topology_label: String,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
 pub struct GlobalControlSnapshot {
     pub blackout: bool,
     pub master_brightness: f32,
     pub selected_pattern: String,
+    pub selected_group: Option<String>,
+    pub transition_duration_ms: u32,
 }
 
-#[derive(Debug, Clone, PartialEq, Eq)]
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
+pub struct EngineSnapshot {
+    pub logic_hz: u16,
+    pub frame_hz: u16,
+    pub preview_hz: u16,
+    pub uptime_ms: u64,
+    pub frame_index: u64,
+    pub dropped_frames: u64,
+    pub active_transition: Option<TransitionSnapshot>,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
+pub struct CatalogSnapshot {
+    pub patterns: Vec<PatternDefinition>,
+    pub presets: Vec<PresetSummary>,
+    pub groups: Vec<GroupSummary>,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
+pub struct PatternDefinition {
+    pub pattern_id: String,
+    pub display_name: String,
+    pub description: String,
+    pub parameters: Vec<SceneParameterSpec>,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq)]
+pub struct PresetSummary {
+    pub preset_id: String,
+    pub pattern_id: String,
+    pub target_group: Option<String>,
+    pub transition_duration_ms: u32,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq)]
+pub struct GroupSummary {
+    pub group_id: String,
+    pub member_count: usize,
+    pub tags: Vec<String>,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
+pub struct ActiveSceneSnapshot {
+    pub preset_id: Option<String>,
+    pub pattern_id: String,
+    pub seed: u64,
+    pub palette: Vec<String>,
+    pub parameters: Vec<SceneParameterState>,
+    pub target_group: Option<String>,
+    pub blackout: bool,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
+pub struct SceneParameterState {
+    pub key: String,
+    pub label: String,
+    pub kind: SceneParameterKind,
+    pub value: SceneParameterValue,
+    pub min_scalar: Option<f32>,
+    pub max_scalar: Option<f32>,
+    pub step: Option<f32>,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
+pub struct SceneParameterSpec {
+    pub key: String,
+    pub label: String,
+    pub kind: SceneParameterKind,
+    pub min_scalar: Option<f32>,
+    pub max_scalar: Option<f32>,
+    pub step: Option<f32>,
+    pub default_value: SceneParameterValue,
+}
+
+#[derive(Debug, Clone, Copy, Serialize, Deserialize, PartialEq, Eq)]
+#[serde(rename_all = "snake_case")]
+pub enum SceneParameterKind {
+    Scalar,
+    Toggle,
+    Text,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
+#[serde(rename_all = "snake_case", tag = "kind", content = "value")]
+pub enum SceneParameterValue {
+    Scalar(f32),
+    Toggle(bool),
+    Text(String),
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
+pub struct PreviewSnapshot {
+    pub panels: Vec<PreviewPanelSnapshot>,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq)]
+pub struct PreviewPanelSnapshot {
+    pub target: PanelTarget,
+    pub representative_color_hex: String,
+    pub sample_led_hex: Vec<String>,
+    pub energy_percent: u8,
+    pub preview_source: PreviewSource,
+}
+
+#[derive(Debug, Clone, Copy, Serialize, Deserialize, PartialEq, Eq)]
+#[serde(rename_all = "snake_case")]
+pub enum PreviewSource {
+    Scene,
+    Transition,
+    PanelTest,
+    Blackout,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
+pub struct TransitionSnapshot {
+    pub style: SceneTransitionStyle,
+    pub from_pattern_id: String,
+    pub to_pattern_id: String,
+    pub duration_ms: u32,
+    pub progress: f32,
+}
+
+#[derive(Debug, Clone, Copy, Serialize, Deserialize, PartialEq, Eq)]
+#[serde(rename_all = "snake_case")]
+pub enum SceneTransitionStyle {
+    Snap,
+    Crossfade,
+    Chase,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq)]
 pub struct NodeSnapshot {
     pub node_id: String,
     pub display_name: String,
@@ -29,7 +177,7 @@ pub struct NodeSnapshot {
     pub panel_count: usize,
 }
 
-#[derive(Debug, Clone, PartialEq, Eq)]
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq)]
 pub struct PanelSnapshot {
     pub target: PanelTarget,
     pub physical_output_name: String,
@@ -44,46 +192,64 @@ pub struct PanelSnapshot {
     pub error_status: Option<String>,
 }
 
-#[derive(Debug, Clone, PartialEq, Eq)]
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq)]
 pub struct StatusEvent {
     pub at_millis: u64,
     pub message: String,
 }
 
-#[derive(Debug, Clone, Copy, PartialEq, Eq)]
+#[derive(Debug, Clone, Copy, Serialize, Deserialize, PartialEq, Eq)]
+#[serde(rename_all = "snake_case")]
 pub enum NodeConnectionState {
     Online,
     Degraded,
     Offline,
 }
 
-#[derive(Debug, Clone, PartialEq, Eq, PartialOrd, Ord)]
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq, PartialOrd, Ord)]
 pub struct PanelTarget {
     pub node_id: String,
     pub panel_position: PanelPosition,
 }
 
-#[derive(Debug, Clone, PartialEq)]
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
+#[serde(rename_all = "snake_case", tag = "command", content = "payload")]
 pub enum HostCommand {
     SetBlackout(bool),
     SetMasterBrightness(f32),
     SelectPattern(String),
+    RecallPreset {
+        preset_id: String,
+    },
+    SelectGroup {
+        group_id: Option<String>,
+    },
+    SetSceneParameter {
+        key: String,
+        value: SceneParameterValue,
+    },
+    SetTransitionDurationMs(u32),
     TriggerPanelTest {
         target: PanelTarget,
         pattern: TestPatternKind,
     },
 }
 
-#[derive(Debug, Clone, Copy, PartialEq, Eq)]
+#[derive(Debug, Clone, Copy, Serialize, Deserialize, PartialEq, Eq)]
+#[serde(rename_all = "snake_case")]
 pub enum TestPatternKind {
     WalkingPixel106,
 }
 
-pub trait HostUiPort: Send + Sync {
+pub trait HostApiPort: Send + Sync {
     fn snapshot(&self) -> HostSnapshot;
     fn send_command(&self, command: HostCommand);
 }
 
+pub trait HostUiPort: HostApiPort {}
+
+impl<T: HostApiPort + ?Sized> HostUiPort for T {}
+
 impl NodeConnectionState {
     pub fn label(self) -> &'static str {
         match self {
@@ -102,3 +268,22 @@ impl TestPatternKind {
     }
 }
 
+impl SceneParameterValue {
+    pub fn as_scalar(&self) -> Option<f32> {
+        match self {
+            Self::Scalar(value) => Some(*value),
+            _ => None,
+        }
+    }
+
+    pub fn as_toggle(&self) -> Option<bool> {
+        match self {
+            Self::Toggle(value) => Some(*value),
+            _ => None,
+        }
+    }
+
+    pub fn text(value: impl Into<String>) -> Self {
+        Self::Text(value.into())
+    }
+}
diff --git a/crates/infinity_host/src/lib.rs b/crates/infinity_host/src/lib.rs
index f9ee9e4..4d18d1d 100644
--- a/crates/infinity_host/src/lib.rs
+++ b/crates/infinity_host/src/lib.rs
@@ -1,8 +1,9 @@
 pub mod control;
-pub mod mock;
 pub mod runtime;
+pub mod scene;
+pub mod simulation;
 
 pub use control::*;
-pub use mock::*;
 pub use runtime::*;
-
+pub use scene::*;
+pub use simulation::*;
diff --git a/crates/infinity_host/src/main.rs b/crates/infinity_host/src/main.rs
index aa5950e..65f37f6 100644
--- a/crates/infinity_host/src/main.rs
+++ b/crates/infinity_host/src/main.rs
@@ -1,6 +1,6 @@
 use clap::{Parser, Subcommand, ValueEnum};
 use infinity_config::{load_project_from_path, ValidationMode, ValidationSeverity};
-use infinity_host::RealtimeEngine;
+use infinity_host::{HostApiPort, RealtimeEngine, SimulationHostService};
 use std::{path::PathBuf, process::ExitCode};
 
 #[derive(Debug, Parser)]
@@ -24,6 +24,10 @@ enum Command {
         #[arg(long)]
         preset_id: String,
     },
+    Snapshot {
+        #[arg(long)]
+        config: PathBuf,
+    },
     OpenValidationPoints,
 }
 
@@ -47,6 +51,7 @@ fn main() -> ExitCode {
     match cli.command {
         Command::Validate { config, mode } => validate_command(config, mode),
         Command::PlanBootScene { config, preset_id } => plan_boot_scene_command(config, &preset_id),
+        Command::Snapshot { config } => snapshot_command(config),
         Command::OpenValidationPoints => {
             print_open_validation_points();
             ExitCode::SUCCESS
@@ -113,6 +118,28 @@ fn plan_boot_scene_command(config: PathBuf, preset_id: &str) -> ExitCode {
     }
 }
 
+fn snapshot_command(config: PathBuf) -> ExitCode {
+    let project = match load_project_from_path(&config) {
+        Ok(project) => project,
+        Err(error) => {
+            eprintln!("Failed to load config '{}': {error}", config.display());
+            return ExitCode::FAILURE;
+        }
+    };
+
+    let service = SimulationHostService::new(project);
+    match serde_json::to_string_pretty(&service.snapshot()) {
+        Ok(output) => {
+            println!("{output}");
+            ExitCode::SUCCESS
+        }
+        Err(error) => {
+            eprintln!("Failed to serialize snapshot: {error}");
+            ExitCode::FAILURE
+        }
+    }
+}
+
 fn print_open_validation_points() {
     for line in [
         "Pending hardware validation gates:",
diff --git a/crates/infinity_host/src/mock.rs b/crates/infinity_host/src/mock.rs
deleted file mode 100644
index ca41b4d..0000000
--- a/crates/infinity_host/src/mock.rs
+++ /dev/null
@@ -1,351 +0,0 @@
-use crate::control::{
-    GlobalControlSnapshot, HostCommand, HostSnapshot, HostUiPort, NodeConnectionState,
-    NodeSnapshot, PanelSnapshot, PanelTarget, StatusEvent, TestPatternKind,
-};
-use infinity_config::{PanelPosition, ProjectConfig};
-use std::{
-    collections::{BTreeMap, BTreeSet},
-    sync::{Arc, Mutex},
-    thread,
-    time::{Duration, Instant},
-};
-
-const MAX_RECENT_EVENTS: usize = 10;
-
-#[derive(Debug)]
-pub struct MockHostService {
-    inner: Arc<Mutex<MockHostState>>,
-}
-
-#[derive(Debug)]
-struct MockHostState {
-    started_at: Instant,
-    tick_count: u64,
-    snapshot: HostSnapshot,
-}
-
-impl MockHostService {
-    pub fn spawn(project: ProjectConfig) -> Arc<dyn HostUiPort> {
-        let service = Arc::new(Self {
-            inner: Arc::new(Mutex::new(MockHostState::new(project))),
-        });
-        Self::spawn_simulation_loop(Arc::clone(&service));
-        service
-    }
-
-    fn spawn_simulation_loop(service: Arc<Self>) {
-        thread::spawn(move || loop {
-            thread::sleep(Duration::from_millis(250));
-            if let Ok(mut state) = service.inner.lock() {
-                state.simulate_tick();
-            }
-        });
-    }
-}
-
-impl HostUiPort for MockHostService {
-    fn snapshot(&self) -> HostSnapshot {
-        self.inner
-            .lock()
-            .map(|state| state.snapshot.clone())
-            .unwrap_or_else(|_| HostSnapshot {
-                backend_label: "mock-simulation".to_string(),
-                generated_at_millis: 0,
-                global: GlobalControlSnapshot {
-                    blackout: true,
-                    master_brightness: 0.0,
-                    selected_pattern: "unavailable".to_string(),
-                },
-                available_patterns: vec!["unavailable".to_string()],
-                nodes: Vec::new(),
-                panels: Vec::new(),
-                recent_events: vec![StatusEvent {
-                    at_millis: 0,
-                    message: "snapshot unavailable because the simulation lock was poisoned"
-                        .to_string(),
-                }],
-            })
-    }
-
-    fn send_command(&self, command: HostCommand) {
-        if let Ok(mut state) = self.inner.lock() {
-            state.apply_command(command);
-        }
-    }
-}
-
-impl MockHostState {
-    fn new(project: ProjectConfig) -> Self {
-        let patterns = pattern_list_from_project(&project);
-        let selected_pattern = patterns
-            .first()
-            .cloned()
-            .unwrap_or_else(|| "solid_color".to_string());
-
-        let mut nodes = Vec::new();
-        let mut panels = Vec::new();
-        for node in &project.topology.nodes {
-            nodes.push(NodeSnapshot {
-                node_id: node.node_id.clone(),
-                display_name: node.display_name.clone(),
-                reserved_ip: node.network.reserved_ip.clone(),
-                connection: NodeConnectionState::Online,
-                last_contact_ms: 14,
-                error_status: None,
-                panel_count: node.outputs.len(),
-            });
-
-            for output in &node.outputs {
-                panels.push(PanelSnapshot {
-                    target: PanelTarget {
-                        node_id: node.node_id.clone(),
-                        panel_position: output.panel_position.clone(),
-                    },
-                    physical_output_name: output.physical_output_name.clone(),
-                    driver_reference: output.driver_channel.reference.clone(),
-                    led_count: output.led_count,
-                    direction: output.direction.clone(),
-                    color_order: output.color_order.clone(),
-                    enabled: output.enabled,
-                    validation_state: output.validation_state.clone(),
-                    connection: NodeConnectionState::Online,
-                    last_test_trigger_ms: None,
-                    error_status: None,
-                });
-            }
-        }
-
-        let mut state = Self {
-            started_at: Instant::now(),
-            tick_count: 0,
-            snapshot: HostSnapshot {
-                backend_label: "mock-simulation".to_string(),
-                generated_at_millis: 0,
-                global: GlobalControlSnapshot {
-                    blackout: false,
-                    master_brightness: 0.20,
-                    selected_pattern,
-                },
-                available_patterns: patterns,
-                nodes,
-                panels,
-                recent_events: Vec::new(),
-            },
-        };
-        state.push_event("mock backend started".to_string());
-        state.simulate_tick();
-        state
-    }
-
-    fn simulate_tick(&mut self) {
-        self.tick_count += 1;
-        self.snapshot.generated_at_millis = self.elapsed_millis();
-
-        let previous_states: BTreeMap<_, _> = self
-            .snapshot
-            .nodes
-            .iter()
-            .map(|node| (node.node_id.clone(), node.connection))
-            .collect();
-        let mut transition_messages = Vec::new();
-
-        for (index, node) in self.snapshot.nodes.iter_mut().enumerate() {
-            let connection = simulated_connection_state(index, self.tick_count);
-            node.connection = connection;
-            node.last_contact_ms = simulated_last_contact_ms(index, self.tick_count, connection);
-            node.error_status = simulated_error_status(connection);
-
-            if previous_states
-                .get(&node.node_id)
-                .copied()
-                .unwrap_or(NodeConnectionState::Offline)
-                != connection
-            {
-                transition_messages.push(format!(
-                    "{} is now {}",
-                    node.display_name,
-                    connection.label()
-                ));
-            }
-        }
-
-        for message in transition_messages {
-            self.push_event(message);
-        }
-
-        let node_states: BTreeMap<_, _> = self
-            .snapshot
-            .nodes
-            .iter()
-            .map(|node| (node.node_id.clone(), (node.connection, node.error_status.clone())))
-            .collect();
-
-        for panel in &mut self.snapshot.panels {
-            if let Some((connection, node_error)) = node_states.get(&panel.target.node_id) {
-                panel.connection = *connection;
-                panel.error_status = match (node_error, panel.enabled) {
-                    (_, false) => Some("output disabled".to_string()),
-                    (Some(error), _) => Some(error.clone()),
-                    (None, true) => None,
-                };
-            }
-        }
-    }
-
-    fn apply_command(&mut self, command: HostCommand) {
-        match command {
-            HostCommand::SetBlackout(enabled) => {
-                self.snapshot.global.blackout = enabled;
-                self.push_event(if enabled {
-                    "global blackout enabled".to_string()
-                } else {
-                    "global blackout cleared".to_string()
-                });
-            }
-            HostCommand::SetMasterBrightness(value) => {
-                self.snapshot.global.master_brightness = value.clamp(0.0, 1.0);
-                self.push_event(format!(
-                    "master brightness set to {:.0}%",
-                    self.snapshot.global.master_brightness * 100.0
-                ));
-            }
-            HostCommand::SelectPattern(pattern) => {
-                if self.snapshot.available_patterns.iter().any(|entry| entry == &pattern) {
-                    self.snapshot.global.selected_pattern = pattern.clone();
-                    self.push_event(format!("pattern selected: {pattern}"));
-                } else {
-                    self.push_event(format!("ignored unknown pattern request: {pattern}"));
-                }
-            }
-            HostCommand::TriggerPanelTest { target, pattern } => {
-                let now = self.elapsed_millis();
-                let event_message = if let Some(panel) = self
-                    .snapshot
-                    .panels
-                    .iter_mut()
-                    .find(|panel| panel.target == target)
-                {
-                    panel.last_test_trigger_ms = Some(now);
-                    format!(
-                        "test '{}' triggered for {}:{}",
-                        pattern.label(),
-                        panel.target.node_id,
-                        panel_position_label(&panel.target.panel_position)
-                    )
-                } else {
-                    format!(
-                        "test '{}' requested for unknown panel {}:{}",
-                        pattern.label(),
-                        target.node_id,
-                        panel_position_label(&target.panel_position)
-                    )
-                };
-
-                self.push_event(event_message);
-            }
-        }
-    }
-
-    fn push_event(&mut self, message: String) {
-        self.snapshot.recent_events.insert(
-            0,
-            StatusEvent {
-                at_millis: self.elapsed_millis(),
-                message,
-            },
-        );
-        self.snapshot.recent_events.truncate(MAX_RECENT_EVENTS);
-    }
-
-    fn elapsed_millis(&self) -> u64 {
-        self.started_at.elapsed().as_millis() as u64
-    }
-}
-
-fn pattern_list_from_project(project: &ProjectConfig) -> Vec<String> {
-    let mut patterns = BTreeSet::new();
-    for preset in &project.presets {
-        patterns.insert(preset.scene.effect.clone());
-    }
-    for fallback in ["solid_color", "gradient", "chase", "noise", "walking_pixel"] {
-        patterns.insert(fallback.to_string());
-    }
-    patterns.into_iter().collect()
-}
-
-fn simulated_connection_state(index: usize, tick_count: u64) -> NodeConnectionState {
-    match index {
-        4 => {
-            if tick_count % 24 < 8 {
-                NodeConnectionState::Degraded
-            } else {
-                NodeConnectionState::Online
-            }
-        }
-        5 => {
-            if tick_count % 32 < 7 {
-                NodeConnectionState::Offline
-            } else {
-                NodeConnectionState::Online
-            }
-        }
-        _ => NodeConnectionState::Online,
-    }
-}
-
-fn simulated_last_contact_ms(
-    index: usize,
-    tick_count: u64,
-    connection: NodeConnectionState,
-) -> u64 {
-    match connection {
-        NodeConnectionState::Online => 10 + (index as u64 * 4) + (tick_count % 6),
-        NodeConnectionState::Degraded => 180 + (tick_count % 90),
-        NodeConnectionState::Offline => 2_500 + (tick_count % 700),
-    }
-}
-
-fn simulated_error_status(connection: NodeConnectionState) -> Option<String> {
-    match connection {
-        NodeConnectionState::Online => None,
-        NodeConnectionState::Degraded => Some("heartbeat jitter above target".to_string()),
-        NodeConnectionState::Offline => Some("awaiting reconnect".to_string()),
-    }
-}
-
-fn panel_position_label(position: &PanelPosition) -> &'static str {
-    match position {
-        PanelPosition::Top => "top",
-        PanelPosition::Middle => "middle",
-        PanelPosition::Bottom => "bottom",
-    }
-}
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-    use infinity_config::ProjectConfig;
-
-    fn sample_project() -> ProjectConfig {
-        ProjectConfig::from_toml_str(include_str!("../../../config/project.example.toml"))
-            .expect("embedded project config must parse")
-    }
-
-    #[test]
-    fn mock_service_starts_with_six_nodes_and_eighteen_panels() {
-        let service = MockHostService::spawn(sample_project());
-        let snapshot = service.snapshot();
-        assert_eq!(snapshot.nodes.len(), 6);
-        assert_eq!(snapshot.panels.len(), 18);
-    }
-
-    #[test]
-    fn commands_update_global_state() {
-        let service = MockHostService::spawn(sample_project());
-        service.send_command(HostCommand::SetBlackout(true));
-        service.send_command(HostCommand::SelectPattern("walking_pixel".to_string()));
-        let snapshot = service.snapshot();
-        assert!(snapshot.global.blackout);
-        assert_eq!(snapshot.global.selected_pattern, "walking_pixel");
-    }
-}
diff --git a/crates/infinity_host/src/scene.rs b/crates/infinity_host/src/scene.rs
new file mode 100644
index 0000000..6c61300
--- /dev/null
+++ b/crates/infinity_host/src/scene.rs
@@ -0,0 +1,717 @@
+use crate::control::{
+    ActiveSceneSnapshot, CatalogSnapshot, GroupSummary, PatternDefinition, PresetSummary,
+    SceneParameterKind, SceneParameterSpec, SceneParameterState, SceneParameterValue,
+    SceneTransitionStyle, TransitionSnapshot,
+};
+use infinity_config::{PanelPosition, PresetConfig, ProjectConfig};
+use std::{
+    collections::{BTreeMap, BTreeSet},
+    hash::{Hash, Hasher},
+    time::Instant,
+};
+
+const DEFAULT_SAMPLE_LED_COUNT: usize = 6;
+
+#[derive(Debug, Clone)]
+pub struct SceneRuntime {
+    pub preset_id: Option<String>,
+    pub pattern_id: String,
+    pub seed: u64,
+    pub palette: Vec<String>,
+    pub parameters: BTreeMap<String, SceneParameterValue>,
+    pub target_group: Option<String>,
+    pub blackout: bool,
+}
+
+#[derive(Debug, Clone)]
+pub struct TransitionRuntime {
+    pub style: SceneTransitionStyle,
+    pub duration_ms: u32,
+    pub started_at: Instant,
+    pub from_scene: SceneRuntime,
+}
+
+#[derive(Debug, Clone)]
+pub struct RenderedPreview {
+    pub representative_color_hex: String,
+    pub sample_led_hex: Vec<String>,
+    pub energy_percent: u8,
+}
+
+#[derive(Debug, Clone)]
+pub struct PatternRegistry {
+    definitions: BTreeMap<String, PatternDefinition>,
+}
+
+#[derive(Debug, Clone, Copy)]
+struct RgbColor {
+    r: u8,
+    g: u8,
+    b: u8,
+}
+
+impl PatternRegistry {
+    pub fn new() -> Self {
+        let definitions = default_pattern_definitions()
+            .into_iter()
+            .map(|definition| (definition.pattern_id.clone(), definition))
+            .collect();
+        Self { definitions }
+    }
+
+    pub fn catalog(&self, project: &ProjectConfig) -> CatalogSnapshot {
+        CatalogSnapshot {
+            patterns: self.definitions.values().cloned().collect(),
+            presets: project
+                .presets
+                .iter()
+                .map(|preset| PresetSummary {
+                    preset_id: preset.preset_id.clone(),
+                    pattern_id: preset.scene.effect.clone(),
+                    target_group: preset.target_group.clone(),
+                    transition_duration_ms: preset.transition_ms,
+                })
+                .collect(),
+            groups: project
+                .topology
+                .groups
+                .iter()
+                .map(|group| GroupSummary {
+                    group_id: group.group_id.clone(),
+                    member_count: group.members.len(),
+                    tags: group.tags.clone(),
+                })
+                .collect(),
+        }
+    }
+
+    pub fn initial_scene(&self, project: &ProjectConfig) -> SceneRuntime {
+        project
+            .presets
+            .first()
+            .map(|preset| self.scene_from_preset(preset))
+            .unwrap_or_else(|| {
+                self.scene_for_pattern(
+                    "solid_color",
+                    Some("bootstrap-solid-color".to_string()),
+                    None,
+                    1,
+                    vec!["#ffffff".to_string()],
+                    false,
+                )
+            })
+    }
+
+    pub fn scene_from_preset_id(&self, project: &ProjectConfig, preset_id: &str) -> Option<SceneRuntime> {
+        project
+            .presets
+            .iter()
+            .find(|preset| preset.preset_id == preset_id)
+            .map(|preset| self.scene_from_preset(preset))
+    }
+
+    pub fn transition_style_for_preset(&self, project: &ProjectConfig, preset_id: &str) -> SceneTransitionStyle {
+        project
+            .presets
+            .iter()
+            .find(|preset| preset.preset_id == preset_id)
+            .map(|preset| transition_style_from_duration(preset.transition_ms))
+            .unwrap_or(SceneTransitionStyle::Crossfade)
+    }
+
+    pub fn scene_for_pattern(
+        &self,
+        pattern_id: &str,
+        preset_id: Option<String>,
+        target_group: Option<String>,
+        seed: u64,
+        palette: Vec<String>,
+        blackout: bool,
+    ) -> SceneRuntime {
+        let definition = self.definition_or_default(pattern_id);
+        let mut parameters = BTreeMap::new();
+        for spec in &definition.parameters {
+            parameters.insert(spec.key.clone(), spec.default_value.clone());
+        }
+
+        SceneRuntime {
+            preset_id,
+            pattern_id: definition.pattern_id.clone(),
+            seed,
+            palette: if palette.is_empty() {
+                vec!["#ffffff".to_string()]
+            } else {
+                palette
+            },
+            parameters,
+            target_group,
+            blackout,
+        }
+    }
+
+    pub fn set_scene_parameter(
+        &self,
+        scene: &mut SceneRuntime,
+        key: &str,
+        value: SceneParameterValue,
+    ) {
+        scene.parameters.insert(key.to_string(), value);
+    }
+
+    pub fn active_scene_snapshot(&self, scene: &SceneRuntime) -> ActiveSceneSnapshot {
+        let definition = self.definition_or_default(&scene.pattern_id);
+        let parameters = definition
+            .parameters
+            .iter()
+            .map(|spec| SceneParameterState {
+                key: spec.key.clone(),
+                label: spec.label.clone(),
+                kind: spec.kind,
+                value: scene
+                    .parameters
+                    .get(&spec.key)
+                    .cloned()
+                    .unwrap_or_else(|| spec.default_value.clone()),
+                min_scalar: spec.min_scalar,
+                max_scalar: spec.max_scalar,
+                step: spec.step,
+            })
+            .collect();
+
+        ActiveSceneSnapshot {
+            preset_id: scene.preset_id.clone(),
+            pattern_id: scene.pattern_id.clone(),
+            seed: scene.seed,
+            palette: scene.palette.clone(),
+            parameters,
+            target_group: scene.target_group.clone(),
+            blackout: scene.blackout,
+        }
+    }
+
+    pub fn transition_snapshot(&self, scene: &SceneRuntime, transition: &TransitionRuntime) -> TransitionSnapshot {
+        let elapsed_ms = transition.started_at.elapsed().as_millis() as u64;
+        let progress = if transition.duration_ms == 0 {
+            1.0
+        } else {
+            (elapsed_ms as f32 / transition.duration_ms as f32).clamp(0.0, 1.0)
+        };
+
+        TransitionSnapshot {
+            style: transition.style,
+            from_pattern_id: transition.from_scene.pattern_id.clone(),
+            to_pattern_id: scene.pattern_id.clone(),
+            duration_ms: transition.duration_ms,
+            progress,
+        }
+    }
+
+    pub fn transition_finished(&self, transition: &TransitionRuntime) -> bool {
+        transition.started_at.elapsed().as_millis() as u32 >= transition.duration_ms
+    }
+
+    pub fn render_preview(
+        &self,
+        scene: &SceneRuntime,
+        panel_index: usize,
+        panel_count: usize,
+        elapsed_ms: u64,
+    ) -> RenderedPreview {
+        let colors = palette_from_scene(scene);
+        let sample_leds = (0..DEFAULT_SAMPLE_LED_COUNT)
+            .map(|sample_index| {
+                self.render_led_color(
+                    scene,
+                    &colors,
+                    panel_index,
+                    panel_count,
+                    sample_index,
+                    DEFAULT_SAMPLE_LED_COUNT,
+                    elapsed_ms,
+                )
+            })
+            .collect::<Vec<_>>();
+
+        let representative = RgbColor::average(&sample_leds);
+        let energy_percent = sample_leds
+            .iter()
+            .map(|color| color.energy_percent() as u32)
+            .sum::<u32>()
+            / sample_leds.len().max(1) as u32;
+
+        RenderedPreview {
+            representative_color_hex: representative.to_hex(),
+            sample_led_hex: sample_leds.into_iter().map(|color| color.to_hex()).collect(),
+            energy_percent: energy_percent.min(100) as u8,
+        }
+    }
+
+    fn scene_from_preset(&self, preset: &PresetConfig) -> SceneRuntime {
+        let mut scene = self.scene_for_pattern(
+            &preset.scene.effect,
+            Some(preset.preset_id.clone()),
+            preset.target_group.clone(),
+            preset.scene.seed,
+            preset.scene.palette.clone(),
+            preset.scene.blackout,
+        );
+        self.set_scene_parameter(&mut scene, "speed", SceneParameterValue::Scalar(preset.scene.speed));
+        self.set_scene_parameter(
+            &mut scene,
+            "intensity",
+            SceneParameterValue::Scalar(preset.scene.intensity),
+        );
+        scene
+    }
+
+    fn definition_or_default(&self, pattern_id: &str) -> &PatternDefinition {
+        self.definitions
+            .get(pattern_id)
+            .or_else(|| self.definitions.get("solid_color"))
+            .expect("pattern registry must contain a solid_color definition")
+    }
+
+    fn render_led_color(
+        &self,
+        scene: &SceneRuntime,
+        palette: &[RgbColor],
+        panel_index: usize,
+        panel_count: usize,
+        sample_index: usize,
+        sample_count: usize,
+        elapsed_ms: u64,
+    ) -> RgbColor {
+        let speed = scene
+            .parameters
+            .get("speed")
+            .and_then(SceneParameterValue::as_scalar)
+            .unwrap_or(1.0);
+        let intensity = scene
+            .parameters
+            .get("intensity")
+            .and_then(SceneParameterValue::as_scalar)
+            .unwrap_or(1.0)
+            .clamp(0.0, 1.0);
+        let spread = scene
+            .parameters
+            .get("spread")
+            .and_then(SceneParameterValue::as_scalar)
+            .unwrap_or(0.55);
+        let width = scene
+            .parameters
+            .get("width")
+            .and_then(SceneParameterValue::as_scalar)
+            .unwrap_or(0.25)
+            .clamp(0.05, 1.0);
+        let grain = scene
+            .parameters
+            .get("grain")
+            .and_then(SceneParameterValue::as_scalar)
+            .unwrap_or(0.65)
+            .clamp(0.0, 1.0);
+        let trail = scene
+            .parameters
+            .get("trail")
+            .and_then(SceneParameterValue::as_scalar)
+            .unwrap_or(0.45)
+            .clamp(0.05, 1.0);
+
+        let panel_phase = if panel_count == 0 {
+            0.0
+        } else {
+            panel_index as f32 / panel_count as f32
+        };
+        let led_phase = if sample_count == 0 {
+            0.0
+        } else {
+            sample_index as f32 / sample_count as f32
+        };
+        let time_phase = elapsed_ms as f32 / 1000.0 * speed.max(0.01);
+
+        let raw = match scene.pattern_id.as_str() {
+            "solid_color" => palette.first().copied().unwrap_or(RgbColor::WHITE),
+            "gradient" => {
+                let from = palette.first().copied().unwrap_or(RgbColor::BLACK);
+                let to = palette.get(1).copied().unwrap_or(from);
+                let blend = (panel_phase + led_phase * spread + time_phase * 0.12).fract();
+                from.blend(to, blend)
+            }
+            "chase" => {
+                let position = (time_phase * 0.65 + panel_phase + led_phase).fract();
+                let highlight = distance_wrap(position, 0.0);
+                let strength = smooth_peak(highlight, width);
+                palette.first().copied().unwrap_or(RgbColor::WHITE).scale(strength)
+            }
+            "pulse" => {
+                let wave = ((time_phase * 2.8 + panel_phase * 0.6).sin() + 1.0) * 0.5;
+                palette.first().copied().unwrap_or(RgbColor::WHITE).scale(wave)
+            }
+            "noise" => {
+                let noise = hashed_noise(scene.seed, panel_index, sample_index, elapsed_ms);
+                let color_index = ((noise * palette.len().max(1) as f32).floor() as usize)
+                    .min(palette.len().saturating_sub(1));
+                palette
+                    .get(color_index)
+                    .copied()
+                    .unwrap_or(RgbColor::WHITE)
+                    .scale((0.3 + noise * grain).clamp(0.0, 1.0))
+            }
+            "walking_pixel" => {
+                let head = (time_phase * 0.8 + panel_phase * 0.4).fract();
+                let sample = led_phase;
+                let distance = distance_wrap(sample, head);
+                let strength = smooth_peak(distance, trail);
+                let base = palette.first().copied().unwrap_or(RgbColor::WHITE);
+                base.scale(strength.max(0.08))
+            }
+            _ => palette.first().copied().unwrap_or(RgbColor::WHITE),
+        };
+
+        raw.scale(intensity)
+    }
+}
+
+pub fn transition_style_from_duration(duration_ms: u32) -> SceneTransitionStyle {
+    if duration_ms == 0 {
+        SceneTransitionStyle::Snap
+    } else if duration_ms <= 120 {
+        SceneTransitionStyle::Chase
+    } else {
+        SceneTransitionStyle::Crossfade
+    }
+}
+
+pub fn apply_group_gate(
+    preview: &RenderedPreview,
+    active_in_group: bool,
+) -> RenderedPreview {
+    if active_in_group {
+        return preview.clone();
+    }
+
+    let dimmed = preview
+        .sample_led_hex
+        .iter()
+        .map(|hex| parse_color(hex).scale(0.18).to_hex())
+        .collect::<Vec<_>>();
+    let representative = parse_color(&preview.representative_color_hex).scale(0.18);
+    RenderedPreview {
+        representative_color_hex: representative.to_hex(),
+        sample_led_hex: dimmed,
+        energy_percent: ((preview.energy_percent as f32) * 0.18) as u8,
+    }
+}
+
+pub fn blend_previews(
+    from: &RenderedPreview,
+    to: &RenderedPreview,
+    progress: f32,
+) -> RenderedPreview {
+    let blend = progress.clamp(0.0, 1.0);
+    let from_color = parse_color(&from.representative_color_hex);
+    let to_color = parse_color(&to.representative_color_hex);
+    let sample_count = from.sample_led_hex.len().min(to.sample_led_hex.len());
+    let mut sample_led_hex = Vec::with_capacity(sample_count);
+
+    for index in 0..sample_count {
+        let left = parse_color(&from.sample_led_hex[index]);
+        let right = parse_color(&to.sample_led_hex[index]);
+        sample_led_hex.push(left.blend(right, blend).to_hex());
+    }
+
+    RenderedPreview {
+        representative_color_hex: from_color.blend(to_color, blend).to_hex(),
+        sample_led_hex,
+        energy_percent: ((from.energy_percent as f32)
+            + (to.energy_percent as f32 - from.energy_percent as f32) * blend) as u8,
+    }
+}
+
+pub fn panel_test_preview(elapsed_since_trigger_ms: u64) -> RenderedPreview {
+    let phase = ((elapsed_since_trigger_ms / 120) % DEFAULT_SAMPLE_LED_COUNT as u64) as usize;
+    let mut sample_led_hex = Vec::with_capacity(DEFAULT_SAMPLE_LED_COUNT);
+    for index in 0..DEFAULT_SAMPLE_LED_COUNT {
+        let strength = if index == phase {
+            1.0
+        } else if distance_wrap(index as f32 / DEFAULT_SAMPLE_LED_COUNT as f32, phase as f32 / DEFAULT_SAMPLE_LED_COUNT as f32) < 0.20 {
+            0.35
+        } else {
+            0.06
+        };
+        sample_led_hex.push(RgbColor::WHITE.scale(strength).to_hex());
+    }
+
+    RenderedPreview {
+        representative_color_hex: RgbColor::WHITE.scale(0.42).to_hex(),
+        sample_led_hex,
+        energy_percent: 42,
+    }
+}
+
+pub fn blackout_preview() -> RenderedPreview {
+    RenderedPreview {
+        representative_color_hex: "#000000".to_string(),
+        sample_led_hex: vec!["#000000".to_string(); DEFAULT_SAMPLE_LED_COUNT],
+        energy_percent: 0,
+    }
+}
+
+pub fn build_group_members(project: &ProjectConfig) -> BTreeMap<String, BTreeSet<String>> {
+    project
+        .topology
+        .groups
+        .iter()
+        .map(|group| {
+            let members = group
+                .members
+                .iter()
+                .map(|member| {
+                    format!(
+                        "{}:{}",
+                        member.node_id,
+                        panel_position_key(&member.panel_position)
+                    )
+                })
+                .collect();
+            (group.group_id.clone(), members)
+        })
+        .collect()
+}
+
+pub fn panel_membership_key(node_id: &str, panel_position: &str) -> String {
+    format!("{node_id}:{panel_position}")
+}
+
+fn panel_position_key(position: &PanelPosition) -> &'static str {
+    match position {
+        PanelPosition::Top => "top",
+        PanelPosition::Middle => "middle",
+        PanelPosition::Bottom => "bottom",
+    }
+}
+
+fn default_pattern_definitions() -> Vec<PatternDefinition> {
+    vec![
+        PatternDefinition {
+            pattern_id: "solid_color".to_string(),
+            display_name: "Solid Color".to_string(),
+            description: "Static palette color for calm base looks and blackout recovery scenes."
+                .to_string(),
+            parameters: vec![scalar_spec("speed", "Speed", 0.0, 4.0, 0.05, 0.0), scalar_spec("intensity", "Intensity", 0.0, 1.0, 0.01, 1.0)],
+        },
+        PatternDefinition {
+            pattern_id: "gradient".to_string(),
+            display_name: "Gradient Drift".to_string(),
+            description: "Spatial gradient with slow temporal drift for mood development."
+                .to_string(),
+            parameters: vec![
+                scalar_spec("speed", "Speed", 0.0, 4.0, 0.05, 0.35),
+                scalar_spec("intensity", "Intensity", 0.0, 1.0, 0.01, 0.85),
+                scalar_spec("spread", "Spread", 0.1, 1.5, 0.05, 0.55),
+            ],
+        },
+        PatternDefinition {
+            pattern_id: "chase".to_string(),
+            display_name: "Chase".to_string(),
+            description: "Directional chase motion that is easy to time and group."
+                .to_string(),
+            parameters: vec![
+                scalar_spec("speed", "Speed", 0.1, 6.0, 0.05, 1.0),
+                scalar_spec("intensity", "Intensity", 0.0, 1.0, 0.01, 1.0),
+                scalar_spec("width", "Width", 0.05, 0.8, 0.01, 0.25),
+            ],
+        },
+        PatternDefinition {
+            pattern_id: "pulse".to_string(),
+            display_name: "Pulse".to_string(),
+            description: "Breathing pulse for soft transitions and level checks.".to_string(),
+            parameters: vec![
+                scalar_spec("speed", "Speed", 0.1, 6.0, 0.05, 0.75),
+                scalar_spec("intensity", "Intensity", 0.0, 1.0, 0.01, 0.9),
+            ],
+        },
+        PatternDefinition {
+            pattern_id: "noise".to_string(),
+            display_name: "Noise".to_string(),
+            description: "Organic shimmer driven by deterministic pseudo noise.".to_string(),
+            parameters: vec![
+                scalar_spec("speed", "Speed", 0.1, 4.0, 0.05, 0.7),
+                scalar_spec("intensity", "Intensity", 0.0, 1.0, 0.01, 0.8),
+                scalar_spec("grain", "Grain", 0.0, 1.0, 0.01, 0.65),
+            ],
+        },
+        PatternDefinition {
+            pattern_id: "walking_pixel".to_string(),
+            display_name: "Walking Pixel".to_string(),
+            description: "Single-pixel scan for mapping tests and alignment checks."
+                .to_string(),
+            parameters: vec![
+                scalar_spec("speed", "Speed", 0.1, 8.0, 0.05, 1.0),
+                scalar_spec("intensity", "Intensity", 0.0, 1.0, 0.01, 1.0),
+                scalar_spec("trail", "Trail", 0.05, 0.8, 0.01, 0.45),
+            ],
+        },
+    ]
+}
+
+fn scalar_spec(
+    key: &str,
+    label: &str,
+    min_scalar: f32,
+    max_scalar: f32,
+    step: f32,
+    default_value: f32,
+) -> SceneParameterSpec {
+    SceneParameterSpec {
+        key: key.to_string(),
+        label: label.to_string(),
+        kind: SceneParameterKind::Scalar,
+        min_scalar: Some(min_scalar),
+        max_scalar: Some(max_scalar),
+        step: Some(step),
+        default_value: SceneParameterValue::Scalar(default_value),
+    }
+}
+
+fn palette_from_scene(scene: &SceneRuntime) -> Vec<RgbColor> {
+    if scene.palette.is_empty() {
+        vec![RgbColor::WHITE]
+    } else {
+        scene.palette.iter().map(|entry| parse_color(entry)).collect()
+    }
+}
+
+fn parse_color(hex: &str) -> RgbColor {
+    let raw = hex.trim().trim_start_matches('#');
+    if raw.len() == 6 {
+        if let Ok(value) = u32::from_str_radix(raw, 16) {
+            return RgbColor {
+                r: ((value >> 16) & 0xff) as u8,
+                g: ((value >> 8) & 0xff) as u8,
+                b: (value & 0xff) as u8,
+            };
+        }
+    }
+    RgbColor::WHITE
+}
+
+fn hashed_noise(seed: u64, panel_index: usize, sample_index: usize, elapsed_ms: u64) -> f32 {
+    let mut hasher = std::collections::hash_map::DefaultHasher::new();
+    seed.hash(&mut hasher);
+    panel_index.hash(&mut hasher);
+    sample_index.hash(&mut hasher);
+    (elapsed_ms / 110).hash(&mut hasher);
+    let value = hasher.finish();
+    (value % 10_000) as f32 / 10_000.0
+}
+
+fn distance_wrap(a: f32, b: f32) -> f32 {
+    let diff = (a - b).abs();
+    diff.min(1.0 - diff)
+}
+
+fn smooth_peak(distance: f32, width: f32) -> f32 {
+    let normalized = (1.0 - distance / width.max(0.0001)).clamp(0.0, 1.0);
+    normalized * normalized
+}
+
+impl RgbColor {
+    const BLACK: Self = Self { r: 0, g: 0, b: 0 };
+    const WHITE: Self = Self {
+        r: 255,
+        g: 255,
+        b: 255,
+    };
+
+    fn blend(self, other: Self, t: f32) -> Self {
+        let t = t.clamp(0.0, 1.0);
+        Self {
+            r: (self.r as f32 + (other.r as f32 - self.r as f32) * t) as u8,
+            g: (self.g as f32 + (other.g as f32 - self.g as f32) * t) as u8,
+            b: (self.b as f32 + (other.b as f32 - self.b as f32) * t) as u8,
+        }
+    }
+
+    fn scale(self, amount: f32) -> Self {
+        let amount = amount.clamp(0.0, 1.0);
+        Self {
+            r: (self.r as f32 * amount) as u8,
+            g: (self.g as f32 * amount) as u8,
+            b: (self.b as f32 * amount) as u8,
+        }
+    }
+
+    fn average(colors: &[Self]) -> Self {
+        if colors.is_empty() {
+            return Self::BLACK;
+        }
+
+        let mut r = 0u32;
+        let mut g = 0u32;
+        let mut b = 0u32;
+        for color in colors {
+            r += color.r as u32;
+            g += color.g as u32;
+            b += color.b as u32;
+        }
+        let count = colors.len() as u32;
+        Self {
+            r: (r / count) as u8,
+            g: (g / count) as u8,
+            b: (b / count) as u8,
+        }
+    }
+
+    fn energy_percent(self) -> u8 {
+        (((self.r as u32 + self.g as u32 + self.b as u32) as f32 / (255.0 * 3.0)) * 100.0)
+            as u8
+    }
+
+    fn to_hex(self) -> String {
+        format!("#{:02X}{:02X}{:02X}", self.r, self.g, self.b)
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use infinity_config::ProjectConfig;
+
+    fn sample_project() -> ProjectConfig {
+        ProjectConfig::from_toml_str(include_str!("../../../config/project.example.toml"))
+            .expect("project config must parse")
+    }
+
+    #[test]
+    fn registry_builds_catalog_for_project() {
+        let registry = PatternRegistry::new();
+        let catalog = registry.catalog(&sample_project());
+        assert!(catalog.patterns.iter().any(|pattern| pattern.pattern_id == "solid_color"));
+        assert!(catalog.presets.iter().any(|preset| preset.preset_id == "ocean_gradient"));
+        assert!(catalog.groups.iter().any(|group| group.group_id == "bottom_panels"));
+    }
+
+    #[test]
+    fn preset_scene_uses_speed_and_intensity() {
+        let registry = PatternRegistry::new();
+        let project = sample_project();
+        let scene = registry
+            .scene_from_preset_id(&project, "mapping_walk_test")
+            .expect("preset must exist");
+        assert_eq!(scene.pattern_id, "walking_pixel");
+        assert_eq!(
+            scene.parameters.get("speed"),
+            Some(&SceneParameterValue::Scalar(1.0))
+        );
+    }
+
+    #[test]
+    fn preview_render_produces_hex_output() {
+        let registry = PatternRegistry::new();
+        let project = sample_project();
+        let scene = registry.initial_scene(&project);
+        let preview = registry.render_preview(&scene, 0, 18, 450);
+        assert_eq!(preview.sample_led_hex.len(), 6);
+        assert!(preview.representative_color_hex.starts_with('#'));
+    }
+}
diff --git a/crates/infinity_host/src/simulation.rs b/crates/infinity_host/src/simulation.rs
new file mode 100644
index 0000000..ae19b1e
--- /dev/null
+++ b/crates/infinity_host/src/simulation.rs
@@ -0,0 +1,691 @@
+use crate::{
+    control::{
+        EngineSnapshot, GlobalControlSnapshot, HostApiPort, HostCommand, HostSnapshot,
+        HOST_API_VERSION, NodeConnectionState, NodeSnapshot, PanelSnapshot, PanelTarget,
+        PreviewPanelSnapshot, PreviewSource, StatusEvent, SystemSnapshot,
+    },
+    runtime::TickSchedule,
+    scene::{
+        apply_group_gate, blackout_preview, blend_previews, build_group_members,
+        panel_membership_key, panel_test_preview, transition_style_from_duration, PatternRegistry,
+        RenderedPreview, SceneRuntime, TransitionRuntime,
+    },
+};
+use infinity_config::{PanelPosition, ProjectConfig};
+use std::{
+    collections::BTreeMap,
+    sync::{Arc, Mutex},
+    thread,
+    time::{Duration, Instant},
+};
+
+const MAX_RECENT_EVENTS: usize = 16;
+const PANEL_TEST_HOLD_MS: u64 = 1_400;
+
+#[derive(Debug)]
+pub struct SimulationHostService {
+    inner: Arc<Mutex<SimulationState>>,
+}
+
+#[derive(Debug)]
+struct SimulationState {
+    project: ProjectConfig,
+    registry: PatternRegistry,
+    group_members: BTreeMap<String, std::collections::BTreeSet<String>>,
+    started_at: Instant,
+    next_seed: u64,
+    tick_count: u64,
+    frame_index: u64,
+    dropped_frames: u64,
+    schedule: TickSchedule,
+    current_scene: SceneRuntime,
+    active_transition: Option<TransitionRuntime>,
+    snapshot: HostSnapshot,
+}
+
+impl SimulationHostService {
+    pub fn new(project: ProjectConfig) -> Self {
+        Self {
+            inner: Arc::new(Mutex::new(SimulationState::new(project))),
+        }
+    }
+
+    pub fn spawn_shared(project: ProjectConfig) -> Arc<Self> {
+        let service = Arc::new(Self::new(project));
+        Self::spawn_simulation_loop(Arc::clone(&service));
+        service
+    }
+
+    fn spawn_simulation_loop(service: Arc<Self>) {
+        thread::spawn(move || loop {
+            thread::sleep(Duration::from_millis(80));
+            if let Ok(mut state) = service.inner.lock() {
+                state.simulate_tick();
+            }
+        });
+    }
+}
+
+impl HostApiPort for SimulationHostService {
+    fn snapshot(&self) -> HostSnapshot {
+        self.inner
+            .lock()
+            .map(|state| state.snapshot.clone())
+            .unwrap_or_else(|_| unavailable_snapshot())
+    }
+
+    fn send_command(&self, command: HostCommand) {
+        if let Ok(mut state) = self.inner.lock() {
+            state.apply_command(command);
+        }
+    }
+}
+
+impl SimulationState {
+    fn new(project: ProjectConfig) -> Self {
+        let registry = PatternRegistry::new();
+        let group_members = build_group_members(&project);
+        let schedule = TickSchedule::default();
+        let current_scene = registry.initial_scene(&project);
+        let catalog = registry.catalog(&project);
+        let available_patterns = catalog
+            .patterns
+            .iter()
+            .map(|pattern| pattern.pattern_id.clone())
+            .collect::<Vec<_>>();
+        let nodes = project
+            .topology
+            .nodes
+            .iter()
+            .map(|node| NodeSnapshot {
+                node_id: node.node_id.clone(),
+                display_name: node.display_name.clone(),
+                reserved_ip: node.network.reserved_ip.clone(),
+                connection: NodeConnectionState::Online,
+                last_contact_ms: 10,
+                error_status: None,
+                panel_count: node.outputs.len(),
+            })
+            .collect::<Vec<_>>();
+        let panels = project
+            .topology
+            .nodes
+            .iter()
+            .flat_map(|node| {
+                node.outputs.iter().map(move |output| PanelSnapshot {
+                    target: PanelTarget {
+                        node_id: node.node_id.clone(),
+                        panel_position: output.panel_position.clone(),
+                    },
+                    physical_output_name: output.physical_output_name.clone(),
+                    driver_reference: output.driver_channel.reference.clone(),
+                    led_count: output.led_count,
+                    direction: output.direction.clone(),
+                    color_order: output.color_order.clone(),
+                    enabled: output.enabled,
+                    validation_state: output.validation_state.clone(),
+                    connection: NodeConnectionState::Online,
+                    last_test_trigger_ms: None,
+                    error_status: None,
+                })
+            })
+            .collect::<Vec<_>>();
+
+        let mut state = Self {
+            project: project.clone(),
+            registry,
+            group_members,
+            started_at: Instant::now(),
+            next_seed: 100,
+            tick_count: 0,
+            frame_index: 0,
+            dropped_frames: 0,
+            schedule: schedule.clone(),
+            current_scene,
+            active_transition: None,
+            snapshot: HostSnapshot {
+                api_version: HOST_API_VERSION,
+                backend_label: "simulation-core".to_string(),
+                generated_at_millis: 0,
+                system: SystemSnapshot {
+                    project_name: project.metadata.project_name.clone(),
+                    schema_version: project.metadata.schema_version,
+                    topology_label: "6 nodes / 18 outputs / 106 LEDs".to_string(),
+                },
+                global: GlobalControlSnapshot {
+                    blackout: false,
+                    master_brightness: 0.20,
+                    selected_pattern: "solid_color".to_string(),
+                    selected_group: None,
+                    transition_duration_ms: 150,
+                },
+                engine: EngineSnapshot {
+                    logic_hz: schedule.logic_hz,
+                    frame_hz: schedule.frame_synthesis_hz,
+                    preview_hz: schedule.preview_hz,
+                    uptime_ms: 0,
+                    frame_index: 0,
+                    dropped_frames: 0,
+                    active_transition: None,
+                },
+                catalog,
+                active_scene: crate::control::ActiveSceneSnapshot {
+                    preset_id: None,
+                    pattern_id: "solid_color".to_string(),
+                    seed: 0,
+                    palette: vec!["#ffffff".to_string()],
+                    parameters: Vec::new(),
+                    target_group: None,
+                    blackout: false,
+                },
+                preview: crate::control::PreviewSnapshot { panels: Vec::new() },
+                available_patterns,
+                nodes,
+                panels,
+                recent_events: Vec::new(),
+            },
+        };
+        state.snapshot.global.selected_pattern = state.current_scene.pattern_id.clone();
+        state.snapshot.global.selected_group = state.current_scene.target_group.clone();
+        state.snapshot.active_scene = state.registry.active_scene_snapshot(&state.current_scene);
+        state.push_event("simulation host service started".to_string());
+        state.simulate_tick();
+        state
+    }
+
+    fn simulate_tick(&mut self) {
+        self.tick_count += 1;
+        let elapsed_ms = self.elapsed_millis();
+        self.frame_index = elapsed_ms * self.schedule.frame_synthesis_hz as u64 / 1_000;
+        self.snapshot.generated_at_millis = elapsed_ms;
+        self.snapshot.engine.uptime_ms = elapsed_ms;
+        self.snapshot.engine.frame_index = self.frame_index;
+        self.snapshot.engine.dropped_frames = self.dropped_frames;
+        self.snapshot.engine.logic_hz = self.schedule.logic_hz;
+        self.snapshot.engine.frame_hz = self.schedule.frame_synthesis_hz;
+        self.snapshot.engine.preview_hz = self.schedule.preview_hz;
+
+        self.update_node_states();
+        self.update_panel_states();
+        self.resolve_transition_if_complete();
+        self.snapshot.engine.active_transition = self
+            .active_transition
+            .as_ref()
+            .map(|transition| self.registry.transition_snapshot(&self.current_scene, transition));
+        self.snapshot.active_scene = self.registry.active_scene_snapshot(&self.current_scene);
+        self.snapshot.global.selected_pattern = self.current_scene.pattern_id.clone();
+        self.snapshot.global.selected_group = self.current_scene.target_group.clone();
+        self.snapshot.preview.panels = self.render_preview_panels(elapsed_ms);
+    }
+
+    fn apply_command(&mut self, command: HostCommand) {
+        match command {
+            HostCommand::SetBlackout(enabled) => {
+                self.snapshot.global.blackout = enabled;
+                self.push_event(if enabled {
+                    "global blackout enabled".to_string()
+                } else {
+                    "global blackout released".to_string()
+                });
+            }
+            HostCommand::SetMasterBrightness(value) => {
+                self.snapshot.global.master_brightness = value.clamp(0.0, 1.0);
+                self.push_event(format!(
+                    "master brightness set to {:.0}%",
+                    self.snapshot.global.master_brightness * 100.0
+                ));
+            }
+            HostCommand::SelectPattern(pattern_id) => {
+                let mut new_scene = self.registry.scene_for_pattern(
+                    &pattern_id,
+                    None,
+                    self.current_scene.target_group.clone(),
+                    self.next_seed,
+                    self.current_scene.palette.clone(),
+                    false,
+                );
+                self.next_seed += 1;
+
+                if let Some(speed) = self.current_scene.parameters.get("speed").cloned() {
+                    self.registry.set_scene_parameter(&mut new_scene, "speed", speed);
+                }
+                if let Some(intensity) = self.current_scene.parameters.get("intensity").cloned() {
+                    self.registry
+                        .set_scene_parameter(&mut new_scene, "intensity", intensity);
+                }
+
+                let duration_ms = self.snapshot.global.transition_duration_ms;
+                self.start_scene_transition(
+                    new_scene,
+                    duration_ms,
+                    transition_style_from_duration(duration_ms),
+                    format!("pattern selected: {pattern_id}"),
+                );
+            }
+            HostCommand::RecallPreset { preset_id } => {
+                if let Some(scene) = self.registry.scene_from_preset_id(&self.project, &preset_id) {
+                    let duration_ms = self
+                        .project
+                        .presets
+                        .iter()
+                        .find(|preset| preset.preset_id == preset_id)
+                        .map(|preset| preset.transition_ms)
+                        .unwrap_or(self.snapshot.global.transition_duration_ms);
+                    self.snapshot.global.transition_duration_ms = duration_ms;
+                    self.start_scene_transition(
+                        scene,
+                        duration_ms,
+                        self.registry
+                            .transition_style_for_preset(&self.project, &preset_id),
+                        format!("preset recalled: {preset_id}"),
+                    );
+                } else {
+                    self.push_event(format!("ignored unknown preset request: {preset_id}"));
+                }
+            }
+            HostCommand::SelectGroup { group_id } => {
+                self.current_scene.target_group = group_id.clone();
+                self.snapshot.global.selected_group = group_id.clone();
+                self.current_scene.preset_id = None;
+                self.push_event(format!(
+                    "target group set to {}",
+                    group_id.as_deref().unwrap_or("all_panels")
+                ));
+            }
+            HostCommand::SetSceneParameter { key, value } => {
+                self.registry
+                    .set_scene_parameter(&mut self.current_scene, &key, value.clone());
+                self.current_scene.preset_id = None;
+                self.push_event(format!("scene parameter updated: {key} = {value:?}"));
+            }
+            HostCommand::SetTransitionDurationMs(duration_ms) => {
+                self.snapshot.global.transition_duration_ms = duration_ms;
+                self.push_event(format!(
+                    "default transition duration set to {} ms",
+                    duration_ms
+                ));
+            }
+            HostCommand::TriggerPanelTest { target, pattern } => {
+                let now = self.elapsed_millis();
+                let mut message = format!(
+                    "test '{}' requested for unknown panel {}:{}",
+                    pattern.label(),
+                    target.node_id,
+                    panel_position_label(&target.panel_position)
+                );
+
+                if let Some(panel) = self
+                    .snapshot
+                    .panels
+                    .iter_mut()
+                    .find(|panel| panel.target == target)
+                {
+                    panel.last_test_trigger_ms = Some(now);
+                    message = format!(
+                        "test '{}' triggered for {}:{}",
+                        pattern.label(),
+                        target.node_id,
+                        panel_position_label(&target.panel_position)
+                    );
+                }
+
+                self.push_event(message);
+            }
+        }
+
+        self.simulate_tick();
+    }
+
+    fn start_scene_transition(
+        &mut self,
+        new_scene: SceneRuntime,
+        duration_ms: u32,
+        style: crate::control::SceneTransitionStyle,
+        event_message: String,
+    ) {
+        let previous_scene = self.current_scene.clone();
+        self.current_scene = new_scene;
+        self.active_transition = if duration_ms == 0 {
+            None
+        } else {
+            Some(TransitionRuntime {
+                style,
+                duration_ms,
+                started_at: Instant::now(),
+                from_scene: previous_scene,
+            })
+        };
+        self.push_event(event_message);
+    }
+
+    fn resolve_transition_if_complete(&mut self) {
+        let finished = self
+            .active_transition
+            .as_ref()
+            .map(|transition| self.registry.transition_finished(transition))
+            .unwrap_or(false);
+
+        if finished {
+            self.active_transition = None;
+            self.push_event(format!(
+                "transition completed to {}",
+                self.current_scene.pattern_id
+            ));
+        }
+    }
+
+    fn update_node_states(&mut self) {
+        let previous_states: BTreeMap<_, _> = self
+            .snapshot
+            .nodes
+            .iter()
+            .map(|node| (node.node_id.clone(), node.connection))
+            .collect();
+        let mut transition_messages = Vec::new();
+
+        for (index, node) in self.snapshot.nodes.iter_mut().enumerate() {
+            let connection = simulated_connection_state(index, self.tick_count);
+            node.connection = connection;
+            node.last_contact_ms = simulated_last_contact_ms(index, self.tick_count, connection);
+            node.error_status = simulated_error_status(connection);
+            if previous_states
+                .get(&node.node_id)
+                .copied()
+                .unwrap_or(NodeConnectionState::Offline)
+                != connection
+            {
+                transition_messages.push(format!(
+                    "{} is now {}",
+                    node.display_name,
+                    connection.label()
+                ));
+            }
+        }
+
+        for message in transition_messages {
+            self.push_event(message);
+        }
+    }
+
+    fn update_panel_states(&mut self) {
+        let node_states: BTreeMap<_, _> = self
+            .snapshot
+            .nodes
+            .iter()
+            .map(|node| (node.node_id.clone(), (node.connection, node.error_status.clone())))
+            .collect();
+
+        for panel in &mut self.snapshot.panels {
+            if let Some((connection, node_error)) = node_states.get(&panel.target.node_id) {
+                panel.connection = *connection;
+                panel.error_status = match (node_error, panel.enabled) {
+                    (_, false) => Some("output disabled".to_string()),
+                    (Some(error), _) => Some(error.clone()),
+                    (None, true) => None,
+                };
+            }
+        }
+    }
+
+    fn render_preview_panels(&self, elapsed_ms: u64) -> Vec<PreviewPanelSnapshot> {
+        self.snapshot
+            .panels
+            .iter()
+            .enumerate()
+            .map(|(panel_index, panel)| {
+                let preview = self.render_preview_for_panel(panel, panel_index, elapsed_ms);
+                PreviewPanelSnapshot {
+                    target: panel.target.clone(),
+                    representative_color_hex: preview.0.representative_color_hex,
+                    sample_led_hex: preview.0.sample_led_hex,
+                    energy_percent: preview.0.energy_percent,
+                    preview_source: preview.1,
+                }
+            })
+            .collect()
+    }
+
+    fn render_preview_for_panel(
+        &self,
+        panel: &PanelSnapshot,
+        panel_index: usize,
+        elapsed_ms: u64,
+    ) -> (RenderedPreview, PreviewSource) {
+        if self.snapshot.global.blackout || self.current_scene.blackout || !panel.enabled {
+            return (blackout_preview(), PreviewSource::Blackout);
+        }
+
+        if let Some(last_trigger_ms) = panel.last_test_trigger_ms {
+            let age = elapsed_ms.saturating_sub(last_trigger_ms);
+            if age <= PANEL_TEST_HOLD_MS {
+                let preview = scale_preview(
+                    panel_test_preview(age),
+                    self.snapshot.global.master_brightness,
+                );
+                return (preview, PreviewSource::PanelTest);
+            }
+        }
+
+        let panel_count = self.snapshot.panels.len();
+        let current = self
+            .registry
+            .render_preview(&self.current_scene, panel_index, panel_count, elapsed_ms);
+        let mut source = PreviewSource::Scene;
+        let mut preview = if let Some(transition) = &self.active_transition {
+            let from = self
+                .registry
+                .render_preview(&transition.from_scene, panel_index, panel_count, elapsed_ms);
+            let progress = self
+                .registry
+                .transition_snapshot(&self.current_scene, transition)
+                .progress;
+            source = PreviewSource::Transition;
+            blend_previews(&from, &current, progress)
+        } else {
+            current
+        };
+
+        if let Some(group_id) = &self.current_scene.target_group {
+            let membership_key = panel_membership_key(
+                &panel.target.node_id,
+                panel_position_label(&panel.target.panel_position),
+            );
+            let active_in_group = self
+                .group_members
+                .get(group_id)
+                .map(|members| members.contains(&membership_key))
+                .unwrap_or(false);
+            preview = apply_group_gate(&preview, active_in_group);
+        }
+
+        (scale_preview(preview, self.snapshot.global.master_brightness), source)
+    }
+
+    fn push_event(&mut self, message: String) {
+        self.snapshot.recent_events.insert(
+            0,
+            StatusEvent {
+                at_millis: self.elapsed_millis(),
+                message,
+            },
+        );
+        self.snapshot.recent_events.truncate(MAX_RECENT_EVENTS);
+    }
+
+    fn elapsed_millis(&self) -> u64 {
+        self.started_at.elapsed().as_millis() as u64
+    }
+}
+
+fn unavailable_snapshot() -> HostSnapshot {
+    HostSnapshot {
+        api_version: HOST_API_VERSION,
+        backend_label: "simulation-unavailable".to_string(),
+        generated_at_millis: 0,
+        system: SystemSnapshot {
+            project_name: "Unavailable".to_string(),
+            schema_version: 0,
+            topology_label: "unknown".to_string(),
+        },
+        global: GlobalControlSnapshot {
+            blackout: true,
+            master_brightness: 0.0,
+            selected_pattern: "unavailable".to_string(),
+            selected_group: None,
+            transition_duration_ms: 0,
+        },
+        engine: EngineSnapshot {
+            logic_hz: 0,
+            frame_hz: 0,
+            preview_hz: 0,
+            uptime_ms: 0,
+            frame_index: 0,
+            dropped_frames: 0,
+            active_transition: None,
+        },
+        catalog: crate::control::CatalogSnapshot {
+            patterns: Vec::new(),
+            presets: Vec::new(),
+            groups: Vec::new(),
+        },
+        active_scene: crate::control::ActiveSceneSnapshot {
+            preset_id: None,
+            pattern_id: "unavailable".to_string(),
+            seed: 0,
+            palette: Vec::new(),
+            parameters: Vec::new(),
+            target_group: None,
+            blackout: true,
+        },
+        preview: crate::control::PreviewSnapshot { panels: Vec::new() },
+        available_patterns: Vec::new(),
+        nodes: Vec::new(),
+        panels: Vec::new(),
+        recent_events: vec![StatusEvent {
+            at_millis: 0,
+            message: "simulation service lock was unavailable".to_string(),
+        }],
+    }
+}
+
+fn simulated_connection_state(index: usize, tick_count: u64) -> NodeConnectionState {
+    match index {
+        4 => {
+            if tick_count % 24 < 8 {
+                NodeConnectionState::Degraded
+            } else {
+                NodeConnectionState::Online
+            }
+        }
+        5 => {
+            if tick_count % 32 < 7 {
+                NodeConnectionState::Offline
+            } else {
+                NodeConnectionState::Online
+            }
+        }
+        _ => NodeConnectionState::Online,
+    }
+}
+
+fn simulated_last_contact_ms(
+    index: usize,
+    tick_count: u64,
+    connection: NodeConnectionState,
+) -> u64 {
+    match connection {
+        NodeConnectionState::Online => 10 + (index as u64 * 4) + (tick_count % 6),
+        NodeConnectionState::Degraded => 180 + (tick_count % 90),
+        NodeConnectionState::Offline => 2_500 + (tick_count % 700),
+    }
+}
+
+fn simulated_error_status(connection: NodeConnectionState) -> Option<String> {
+    match connection {
+        NodeConnectionState::Online => None,
+        NodeConnectionState::Degraded => Some("heartbeat jitter above target".to_string()),
+        NodeConnectionState::Offline => Some("awaiting reconnect".to_string()),
+    }
+}
+
+fn panel_position_label(position: &PanelPosition) -> &'static str {
+    match position {
+        PanelPosition::Top => "top",
+        PanelPosition::Middle => "middle",
+        PanelPosition::Bottom => "bottom",
+    }
+}
+
+fn scale_preview(mut preview: RenderedPreview, factor: f32) -> RenderedPreview {
+    let factor = factor.clamp(0.0, 1.0);
+    preview.representative_color_hex = scale_hex_color(&preview.representative_color_hex, factor);
+    preview.sample_led_hex = preview
+        .sample_led_hex
+        .into_iter()
+        .map(|hex| scale_hex_color(&hex, factor))
+        .collect();
+    preview.energy_percent = ((preview.energy_percent as f32) * factor).round() as u8;
+    preview
+}
+
+fn scale_hex_color(hex: &str, factor: f32) -> String {
+    let raw = hex.trim().trim_start_matches('#');
+    if raw.len() == 6 {
+        if let Ok(value) = u32::from_str_radix(raw, 16) {
+            let r = (((value >> 16) & 0xff) as f32 * factor).round() as u8;
+            let g = (((value >> 8) & 0xff) as f32 * factor).round() as u8;
+            let b = ((value & 0xff) as f32 * factor).round() as u8;
+            return format!("#{:02X}{:02X}{:02X}", r, g, b);
+        }
+    }
+    "#000000".to_string()
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use crate::SceneParameterValue;
+    use infinity_config::ProjectConfig;
+
+    fn sample_project() -> ProjectConfig {
+        ProjectConfig::from_toml_str(include_str!("../../../config/project.example.toml"))
+            .expect("project config must parse")
+    }
+
+    #[test]
+    fn simulation_service_exposes_catalog_and_preview() {
+        let service = SimulationHostService::new(sample_project());
+        let snapshot = service.snapshot();
+        assert!(snapshot
+            .catalog
+            .presets
+            .iter()
+            .any(|preset| preset.preset_id == "amber_chase_top"));
+        assert_eq!(snapshot.preview.panels.len(), 18);
+        assert_eq!(snapshot.nodes.len(), 6);
+    }
+
+    #[test]
+    fn commands_update_scene_and_group() {
+        let service = SimulationHostService::new(sample_project());
+        service.send_command(HostCommand::SelectGroup {
+            group_id: Some("top_panels".to_string()),
+        });
+        service.send_command(HostCommand::RecallPreset {
+            preset_id: "mapping_walk_test".to_string(),
+        });
+        service.send_command(HostCommand::SetSceneParameter {
+            key: "speed".to_string(),
+            value: SceneParameterValue::Scalar(2.0),
+        });
+
+        let snapshot = service.snapshot();
+        assert_eq!(snapshot.active_scene.pattern_id, "walking_pixel");
+        assert_eq!(snapshot.global.selected_group.as_deref(), Some("all_panels"));
+        assert!(snapshot
+            .active_scene
+            .parameters
+            .iter()
+            .any(|parameter| parameter.key == "speed"));
+    }
+}
diff --git a/crates/infinity_host_ui/src/app.rs b/crates/infinity_host_ui/src/app.rs
index 5073a57..c1af658 100644
--- a/crates/infinity_host_ui/src/app.rs
+++ b/crates/infinity_host_ui/src/app.rs
@@ -84,7 +84,7 @@ fn draw_global_controls(ui: &mut egui::Ui, snapshot: &HostSnapshot, service: &Ar
         }
 
         let selected_pattern = snapshot.global.selected_pattern.clone();
-        egui::ComboBox::from_id_source("pattern_selector")
+        egui::ComboBox::from_id_salt("pattern_selector")
             .width(180.0)
             .selected_text(selected_pattern.clone())
             .show_ui(ui, |ui| {
@@ -202,6 +202,41 @@ fn draw_status_panel(ui: &mut egui::Ui, snapshot: &HostSnapshot) {
     ui.label("Node connectivity, last contact, and recent control activity.");
     ui.add_space(8.0);
 
+    ui.group(|ui| {
+        ui.label(RichText::new("Engine").strong());
+        ui.label(format!("Pattern: {}", snapshot.active_scene.pattern_id));
+        ui.label(format!(
+            "Preset: {}",
+            snapshot
+                .active_scene
+                .preset_id
+                .as_deref()
+                .unwrap_or("custom")
+        ));
+        ui.label(format!(
+            "Group: {}",
+            snapshot
+                .active_scene
+                .target_group
+                .as_deref()
+                .unwrap_or("all_panels")
+        ));
+        ui.label(format!(
+            "Frames: {} at {} Hz",
+            snapshot.engine.frame_index, snapshot.engine.frame_hz
+        ));
+        if let Some(transition) = &snapshot.engine.active_transition {
+            ui.label(format!(
+                "Transition: {:?} {:.0}%",
+                transition.style,
+                transition.progress * 100.0
+            ));
+        } else {
+            ui.label("Transition: idle");
+        }
+    });
+    ui.add_space(8.0);
+
     for node in &snapshot.nodes {
         ui.group(|ui| {
             ui.horizontal(|ui| {
diff --git a/crates/infinity_host_ui/src/main.rs b/crates/infinity_host_ui/src/main.rs
index f94641d..dfd0ec0 100644
--- a/crates/infinity_host_ui/src/main.rs
+++ b/crates/infinity_host_ui/src/main.rs
@@ -4,7 +4,7 @@ use app::HostUiApp;
 use clap::Parser;
 use eframe::egui;
 use infinity_config::{load_project_from_path, ProjectConfig};
-use infinity_host::MockHostService;
+use infinity_host::SimulationHostService;
 use std::path::PathBuf;
 
 #[derive(Debug, Parser)]
@@ -17,7 +17,7 @@ struct Cli {
 fn main() -> eframe::Result<()> {
     let cli = Cli::parse();
     let project = load_project(cli.config.as_deref());
-    let service = MockHostService::spawn(project);
+    let service = SimulationHostService::spawn_shared(project);
 
     let options = eframe::NativeOptions {
         viewport: egui::ViewportBuilder::default()
diff --git a/docs/architecture.md b/docs/architecture.md
index 142d5bc..9bab649 100644
--- a/docs/architecture.md
+++ b/docs/architecture.md
@@ -4,14 +4,25 @@
 
 Build a live-capable LED control platform that keeps realtime output deterministic while letting operators change scenes, brightness, tests, and presets without UI jitter leaking into the hot path.
 
+## Current Priority
+
+The current delivery order is intentionally software-first:
+
+1. host-core and shared API
+2. scene, preset, group, parameter, transition, and simulation model
+3. web UI as the primary creative surface
+4. engineering GUI as the technical surface
+5. external show-control adapters such as grandMA
+6. hardware validation and real node activation later
+
 ## Layer Split
 
 1. Control layer
-   - Operator workflow
-   - Presets and topology editing
-   - Monitoring and diagnostics
+   - Shared host API first
+   - Creative web UI later
+   - Engineering GUI already implemented in `crates/infinity_host_ui`
+   - Monitoring, mapping, diagnostics, and admin
    - Never the timing master for LED output
-   - First vertical slice is implemented as `crates/infinity_host_ui`
 2. Realtime engine
    - Owns the monotonic clock
    - Computes scene state, transitions, and dirty regions
@@ -35,6 +46,17 @@ Build a live-capable LED control platform that keeps realtime output determinist
 
 Preview and telemetry are explicitly degradable. Realtime output is not.
 
+## Shared Surface Model
+
+Every surface must talk to the same host API:
+
+- engineering GUI
+- future creative web UI
+- CLI inspection
+- future grandMA adapter
+
+The current software-first implementation uses a simulation-backed host API so looks, presets, parameters, and grouping can be developed before real node activation.
+
 ## Modes
 
 ### Distributed Scene Mode
@@ -79,7 +101,7 @@ The codebase deliberately blocks activation when these remain unresolved:
 
 ## Planned Next Steps
 
-1. Expand the new UI slice from mock service to real host transport adapters
-2. Implement UDP transport with separate control and realtime sockets
-3. Connect firmware driver backends after hardware validation
-4. Add deterministic effect registry shared between host planning and firmware capability negotiation
+1. Add a network-facing adapter for the shared host API and start the web UI
+2. Expand scene authoring and preset editing on top of the existing simulation core
+3. Implement transport adapters without coupling them to any single frontend
+4. Keep hardware activation behind explicit later validation gates
diff --git a/docs/build_and_deploy.md b/docs/build_and_deploy.md
index 1b22157..126ddbc 100644
--- a/docs/build_and_deploy.md
+++ b/docs/build_and_deploy.md
@@ -11,12 +11,13 @@ Suggested commands:
 
 ```powershell
 cargo test
+cargo run -p infinity_host -- snapshot --config config/project.example.toml
 cargo run -p infinity_host_ui
 cargo run -p infinity_host -- validate --config config/project.example.toml --mode structural
 cargo run -p infinity_host -- plan-boot-scene --config config/project.example.toml --preset-id safe_static_blue
 ```
 
-The native UI currently runs against the host-core mock service so the operator workflow can be exercised before transport and firmware integration are complete.
+The native engineering UI and the CLI snapshot currently run against the simulation-backed host API so looks, presets, grouping, and parameter flow can be exercised before transport and firmware integration are complete.
 
 Before any live activation, run:
 
diff --git a/docs/host_api.md b/docs/host_api.md
new file mode 100644
index 0000000..da6340d
--- /dev/null
+++ b/docs/host_api.md
@@ -0,0 +1,80 @@
+# Host API
+
+## Purpose
+
+The host API is the stable boundary that all operator surfaces and later external show-control adapters must use.
+
+Current rule:
+
+- no UI is allowed to become the realtime clock
+- no frontend-specific assumptions are allowed to leak into scene simulation or transport planning
+- future grandMA support must land as an adapter on this API, not as a special-case core path
+
+## Current Implementation
+
+The API lives in:
+
+- `crates/infinity_host/src/control.rs`
+- `crates/infinity_host/src/scene.rs`
+- `crates/infinity_host/src/simulation.rs`
+
+The engineering GUI already consumes this API through the `HostApiPort` / `HostUiPort` trait boundary.
+
+## Snapshot Model
+
+`HostSnapshot` currently exposes:
+
+- system metadata
+- global controls
+- engine timing and transition state
+- catalog of patterns, presets, and groups
+- active scene with parameter values
+- simulated preview panels
+- node and panel status
+- recent event log
+
+This makes it suitable as the shared read model for:
+
+- engineering GUI
+- upcoming web UI
+- CLI inspection
+- later external control bridges
+
+## Command Model
+
+`HostCommand` currently supports:
+
+- blackout
+- master brightness
+- pattern selection
+- preset recall
+- group selection
+- scene parameter changes
+- transition duration changes
+- per-panel test triggers
+
+## Simulation Layer
+
+The current `SimulationHostService` is not a throwaway mock. It is the software-first runtime for:
+
+- look exploration
+- preset development
+- parameter tuning
+- future web UI integration
+- API contract testing before hardware activation
+
+It simulates:
+
+- active scene state
+- pattern rendering previews
+- group gating
+- transitions
+- node connectivity status
+- per-panel mapping tests
+
+## Near-Term Direction
+
+1. Keep extending this API instead of adding surface-specific data paths.
+2. Add a network-facing adapter for the same API when the web UI starts.
+3. Keep engineering GUI focused on topology, mapping, diagnostics, and admin.
+4. Add grandMA later as an external show-control adapter against this API.