diff --git a/src/ai_client.py b/src/ai_client.py
index 4e58f2c5..810d693d 100644
--- a/src/ai_client.py
+++ b/src/ai_client.py
@@ -79,10 +79,7 @@ events: EventEmitter = EventEmitter()
 #region: Provider Configuration
 
 def set_model_params(temp: float, max_tok: int, trunc_limit: int = 8000, top_p: float = 1.0) -> None:
- """
- Sets global generation parameters like temperature and max tokens.
- [C: src/app_controller.py:AppController._handle_request_event, src/app_controller.py:_api_generate]
- """
+ """Sets global generation parameters like temperature and max tokens."""
  global _temperature, _max_tokens, _history_trunc_limit, _top_p
  _temperature         = temp
  _max_tokens          = max_tok
@@ -150,17 +147,11 @@ _local_storage = threading.local()
 _tool_approval_modes: dict[str, str] = {}
 
 def get_current_tier() -> Optional[str]:
- """
- Returns the current tier from thread-local storage.
- [C: src/app_controller.py:AppController._on_tool_log, tests/test_ai_client_concurrency.py:intercepted_append]
- """
+ """Returns the current tier from thread-local storage."""
  return getattr(_local_storage, "current_tier", None)
 
 def set_current_tier(tier: Optional[str]) -> None:
- """
- Sets the current tier in thread-local storage.
- [C: src/app_controller.py:AppController._handle_request_event, src/conductor_tech_lead.py:generate_tickets, src/multi_agent_conductor.py:run_worker_lifecycle, tests/test_ai_client_concurrency.py:run_t1, tests/test_ai_client_concurrency.py:run_t2, tests/test_mma_agent_focus_phase1.py:reset_tier, tests/test_mma_agent_focus_phase1.py:test_append_comms_source_tier_none_when_unset, tests/test_mma_agent_focus_phase1.py:test_append_comms_source_tier_set_when_current_tier_set, tests/test_mma_agent_focus_phase1.py:test_append_comms_source_tier_tier2]
- """
+ """Sets the current tier in thread-local storage."""
  _local_storage.current_tier = tier
 
 # Increased to allow thorough code exploration before forcing a summary
@@ -198,10 +189,7 @@ _project_context_marker:         str = ""
 #region: System Prompt Management
 
 def set_custom_system_prompt(prompt: str) -> None:
- """
- Sets a custom system prompt to be combined with the default instructions.
- [C: simulation/user_agent.py:UserSimAgent.generate_response, src/app_controller.py:AppController._do_generate, src/app_controller.py:AppController._handle_request_event, src/app_controller.py:_api_generate, src/conductor_tech_lead.py:generate_tickets, src/multi_agent_conductor.py:run_worker_lifecycle, src/orchestrator_pm.py:generate_tracks, tests/test_system_prompt_exposure.py:TestSystemPromptExposure.setUp]
- """
+ """Sets a custom system prompt to be combined with the default instructions."""
  global _custom_system_prompt
  _custom_system_prompt = prompt
 
@@ -236,9 +224,6 @@ def _get_combined_system_prompt(preset: Optional[ToolPreset] = None, bias: Optio
  return base
 
 def get_combined_system_prompt(preset: Optional[ToolPreset] = None, bias: Optional[BiasProfile] = None) -> str:
- """
- [C: src/app_controller.py:AppController._do_generate, src/app_controller.py:AppController._handle_request_event]
- """
  return _get_combined_system_prompt(preset, bias)
 
 _comms_log: deque[dict[str, Any]] = deque(maxlen=1000)
@@ -250,27 +235,16 @@ COMMS_CLAMP_CHARS: int = 300
 #region: Comms Log
 
 def get_comms_log_callback() -> Optional[Callable[[dict[str, Any]], None]]:
- """
- Returns the comms log callback (thread-local with global fallback).
- [C: src/multi_agent_conductor.py:run_worker_lifecycle]
- """
  tl_cb = getattr(_local_storage, "comms_log_callback", None)
  if tl_cb: return tl_cb
  return comms_log_callback
 
 def set_comms_log_callback(cb: Optional[Callable[[dict[str, Any]], None]]) -> None:
- """
- Sets the comms log callback (both global and thread-local).
- [C: src/app_controller.py:AppController._init_ai_and_hooks, src/multi_agent_conductor.py:run_worker_lifecycle]
- """
  global comms_log_callback
  comms_log_callback = cb
  _local_storage.comms_log_callback = cb
 
 def _append_comms(direction: str, kind: str, payload: dict[str, Any]) -> None:
- """
- [C: tests/test_ai_client_concurrency.py:run_t1, tests/test_ai_client_concurrency.py:run_t2, tests/test_mma_agent_focus_phase1.py:test_append_comms_has_source_tier_key, tests/test_mma_agent_focus_phase1.py:test_append_comms_source_tier_none_when_unset, tests/test_mma_agent_focus_phase1.py:test_append_comms_source_tier_set_when_current_tier_set, tests/test_mma_agent_focus_phase1.py:test_append_comms_source_tier_tier2]
- """
  entry: dict[str, Any] = {
   "ts":          datetime.datetime.now().strftime("%H:%M:%S"),
   "direction":   direction,
@@ -287,27 +261,15 @@ def _append_comms(direction: str, kind: str, payload: dict[str, Any]) -> None:
   _cb(entry)
 
 def get_comms_log() -> list[dict[str, Any]]:
- """
- [C: src/app_controller.py:AppController._bg_task, src/app_controller.py:AppController._recalculate_session_usage, src/app_controller.py:AppController._start_track_logic, src/multi_agent_conductor.py:run_worker_lifecycle, tests/test_mma_agent_focus_phase1.py:test_append_comms_has_source_tier_key, tests/test_mma_agent_focus_phase1.py:test_append_comms_source_tier_none_when_unset, tests/test_mma_agent_focus_phase1.py:test_append_comms_source_tier_set_when_current_tier_set, tests/test_mma_agent_focus_phase1.py:test_append_comms_source_tier_tier2, tests/test_token_usage.py:test_token_usage_tracking]
- """
  return list(_comms_log)
 
 def clear_comms_log() -> None:
- """
- [C: src/app_controller.py:AppController._handle_reset_session, src/gui_2.py:App._render_comms_history_panel, src/gui_2.py:App._show_menus, tests/test_ai_client_concurrency.py:test_ai_client_tier_isolation, tests/test_token_usage.py:test_token_usage_tracking]
- """
  _comms_log.clear()
 
 def get_credentials_path() -> Path:
- """
-  [C: src/mcp_client.py:_is_allowed]
- """
  return Path(os.environ.get("SLOP_CREDENTIALS", str(Path(__file__).parent.parent / "credentials.toml")))
 
 def _load_credentials() -> dict[str, Any]:
- """
-  [C: src/ai_server.py:_send_anthropic, src/ai_server.py:_send_deepseek, src/ai_server.py:_send_gemini, src/ai_server.py:_send_minimax, src/ai_server.py:handle_command, tests/test_deepseek_infra.py:test_credentials_error_mentions_deepseek, tests/test_minimax_provider.py:test_minimax_credentials_template]
- """
  cred_path = get_credentials_path()
  try:
   with open(cred_path, "rb") as f:
@@ -407,15 +369,13 @@ def _classify_minimax_error(exc: Exception, source: str = "ai_client.minimax") -
  return ErrorInfo(kind=ErrorKind.UNKNOWN, message=body, source=source, original=exc)
 
 def set_provider(provider: str, model: str, validate: bool = True) -> None:
- """
- Updates the active LLM provider and model name.
+ """Updates the active LLM provider and model name.
 
  When validate is True (default), the model is checked against the provider's
  LIVE model list, which for gemini_cli/minimax means a blocking subprocess /
  network call (and importing the provider SDK). Pass validate=False during
  startup so the GUI's first frame is not blocked — AppController._fetch_models
  corrects the model against the live list shortly after, off the main thread.
- [C: src/app_controller.py:AppController._handle_reset_session, src/app_controller.py:AppController._init_ai_and_hooks, src/app_controller.py:AppController.current_model, src/app_controller.py:AppController.current_provider, src/app_controller.py:AppController.do_fetch, src/multi_agent_conductor.py:run_worker_lifecycle, src/orchestrator_pm.py:generate_tracks, tests/conftest.py:reset_ai_client, tests/test_ai_cache_tracking.py:test_gemini_cache_tracking, tests/test_ai_client_cli.py:test_ai_client_send_gemini_cli, tests/test_api_events.py:test_send_emits_events_proper, tests/test_api_events.py:test_send_emits_tool_events, tests/test_deepseek_provider.py:test_deepseek_completion_logic, tests/test_deepseek_provider.py:test_deepseek_model_selection, tests/test_deepseek_provider.py:test_deepseek_payload_verification, tests/test_deepseek_provider.py:test_deepseek_reasoner_payload_verification, tests/test_deepseek_provider.py:test_deepseek_reasoning_logic, tests/test_deepseek_provider.py:test_deepseek_streaming, tests/test_deepseek_provider.py:test_deepseek_tool_calling, tests/test_gemini_cli_edge_cases.py:test_gemini_cli_loop_termination, tests/test_gemini_cli_integration.py:test_gemini_cli_full_integration, tests/test_gemini_cli_integration.py:test_gemini_cli_rejection_and_history, tests/test_gemini_cli_parity_regression.py:test_send_invokes_adapter_send, tests/test_gui2_mcp.py:test_mcp_tool_call_is_dispatched, tests/test_minimax_provider.py:test_minimax_default_model, tests/test_minimax_provider.py:test_minimax_model_selection, tests/test_mma_agent_focus_phase1.py:test_append_comms_has_source_tier_key, tests/test_rag_integration.py:test_rag_integration, tests/test_tier4_interceptor.py:test_ai_client_passes_qa_callback, tests/test_tier4_interceptor.py:test_gemini_provider_passes_qa_callback_to_run_script, tests/test_token_usage.py:test_token_usage_tracking]
  """
  global _provider, _model
  _provider = provider
@@ -442,17 +402,11 @@ def set_provider(provider: str, model: str, validate: bool = True) -> None:
   _model = model
 
 def get_provider() -> str:
- """
-  Returns the current active provider name.
-  [C: src/multi_agent_conductor.py:run_worker_lifecycle]
- """
+ """Returns the current active provider name."""
  return _provider
 
 def cleanup() -> None:
- """
-  Performs cleanup operations like deleting server-side Gemini caches.
-  [C: src/app_controller.py:AppController.clear_cache, src/app_controller.py:AppController.shutdown, tests/test_ai_cache_tracking.py:test_gemini_cache_tracking_cleanup, tests/test_log_registry.py:TestLogRegistry.tearDown, tests/test_project_serialization.py:TestProjectSerialization.tearDown]
- """
+ """Performs cleanup operations like deleting server-side Gemini caches."""
  global _gemini_client, _gemini_cache, _gemini_cached_file_paths
  if _gemini_client and _gemini_cache:
   try:
@@ -462,10 +416,7 @@ def cleanup() -> None:
  _gemini_cached_file_paths = []
 
 def reset_session() -> None:
- """
-  Clears conversation history and resets provider-specific session state.
-  [C: src/app_controller.py:AppController._handle_reset_session, src/app_controller.py:AppController.current_model, src/app_controller.py:AppController.current_provider, src/app_controller.py:AppController.init_state, src/gui_2.py:App._render_provider_panel, src/gui_2.py:App._show_menus, src/multi_agent_conductor.py:run_worker_lifecycle, tests/conftest.py:live_gui, tests/conftest.py:reset_ai_client, tests/test_ai_cache_tracking.py:test_gemini_cache_tracking, tests/test_ai_client_cli.py:test_ai_client_send_gemini_cli, tests/test_api_events.py:test_send_emits_events_proper, tests/test_api_events.py:test_send_emits_tool_events, tests/test_deepseek_provider.py:test_deepseek_payload_verification, tests/test_deepseek_provider.py:test_deepseek_reasoner_payload_verification, tests/test_gemini_cli_integration.py:test_gemini_cli_full_integration, tests/test_gemini_cli_integration.py:test_gemini_cli_rejection_and_history, tests/test_gemini_metrics.py:test_get_gemini_cache_stats_with_mock_client, tests/test_headless_simulation.py:test_mma_track_lifecycle_simulation, tests/test_mma_agent_focus_phase1.py:test_append_comms_has_source_tier_key, tests/test_mma_agent_focus_phase1.py:test_append_comms_source_tier_none_when_unset, tests/test_mma_agent_focus_phase1.py:test_append_comms_source_tier_set_when_current_tier_set, tests/test_mma_agent_focus_phase1.py:test_append_comms_source_tier_tier2, tests/test_session_logger_reset.py:test_reset_session, tests/test_token_usage.py:test_token_usage_tracking]
- """
+ """Clears conversation history and resets provider-specific session state."""
  global _gemini_client, _gemini_chat, _gemini_cache
  global _gemini_cache_md_hash, _gemini_cache_created_at, _gemini_cached_file_paths
  global _anthropic_client, _anthropic_history
@@ -2208,7 +2159,7 @@ def _ensure_grok_client() -> Any:
   _grok_client = openai.OpenAI(api_key=api_key, base_url="https://api.x.ai/v1")
  return _grok_client
 
-def _send_grok_result(md_content: str, user_message: str, base_dir: str,
+def _send_grok(md_content: str, user_message: str, base_dir: str,
  file_items: list[dict[str, Any]] | None = None,
  discussion_history: str = "",
  stream: bool = False,
@@ -2260,7 +2211,7 @@ def _list_grok_models() -> list[str]:
  from src.vendor_capabilities import list_models_for_vendor
  return list_models_for_vendor("grok")
 
-def _send_minimax_result(md_content: str, user_message: str, base_dir: str,
+def _send_minimax(md_content: str, user_message: str, base_dir: str,
  file_items: list[dict[str, Any]] | None = None,
  discussion_history: str = "",
  stream: bool = False,
@@ -2432,7 +2383,7 @@ def _ensure_llama_client() -> Any:
   _llama_client = openai.OpenAI(api_key=_llama_api_key, base_url=_llama_base_url)
  return _llama_client
 
-def _send_llama_result(md_content: str, user_message: str, base_dir: str,
+def _send_llama(md_content: str, user_message: str, base_dir: str,
  file_items: list[dict[str, Any]] | None = None,
  discussion_history: str = "",
  stream: bool = False,
@@ -2497,7 +2448,7 @@ def ollama_chat(
  resp = requests.post(f"{base_url}/api/chat", json=payload, timeout=120)
  return resp.json()
 
-def _send_llama_native_result(md_content: str, user_message: str, base_dir: str,
+def _send_llama_native(md_content: str, user_message: str, base_dir: str,
  file_items: list[dict[str, Any]] | None = None,
  discussion_history: str = "",
  stream: bool = False,
@@ -2751,7 +2702,7 @@ def send_result(
      stream, pre_tool_callback, qa_callback, stream_callback, patch_callback
     )
    elif p == "minimax":
-    res = _send_minimax_result(
+    res = _send_minimax(
      md_content, user_message, base_dir, file_items, discussion_history,
      stream, pre_tool_callback, qa_callback, stream_callback, patch_callback
     )
@@ -2771,7 +2722,7 @@ def send_result(
      stream, pre_tool_callback, qa_callback, stream_callback, patch_callback
     )
    elif p == "llama_native":
-    res = _send_llama_native_result(
+    res = _send_llama_native(
      md_content, user_message, base_dir, file_items, discussion_history,
      stream, pre_tool_callback, qa_callback, stream_callback, patch_callback
     )
diff --git a/src/gui_2.py b/src/gui_2.py
index ff787e7d..46ffeac5 100644
--- a/src/gui_2.py
+++ b/src/gui_2.py
@@ -4429,11 +4429,11 @@ def render_discussion_entry(app: App, entry: dict, index: int) -> None:
    +-------------------------------------------------------------+
  """
  with imscope.id(f"disc_{index}"):
-  role = entry.get("role", "User")
+  role   = entry.get("role", "User")
   bg_col = theme.get_role_tint(role)
   
-  draw_list = imgui.get_window_draw_list()
-  p_min = imgui.get_cursor_screen_pos()
+  draw_list  = imgui.get_window_draw_list()
+  p_min      = imgui.get_cursor_screen_pos()
   full_width = imgui.get_content_region_avail().x
   
   # Start Background Layer (Channel 0: Background, Channel 1: Foreground)
@@ -4459,7 +4459,7 @@ def render_discussion_entry(app: App, entry: dict, index: int) -> None:
    if imgui.button("[Edit]" if read_mode else "[Read]"): entry["read_mode"] = not read_mode
   
   ts_str = entry.get("ts", "")
-  usage = entry.get("usage", {})
+  usage  = entry.get("usage", {})
   if ts_str or usage:
    imgui.same_line()
    if ts_str: imgui.text_colored(C_SUB(), str(ts_str))
@@ -4504,7 +4504,7 @@ def render_discussion_entry(app: App, entry: dict, index: int) -> None:
   
   # Finalize Background Tint
   draw_list.channels_set_current(0)
-  p_max = imgui.get_item_rect_max()
+  p_max   = imgui.get_item_rect_max()
   # Ensure full width coverage of the panel
   p_max.x = p_min.x + full_width + imgui.get_style().window_padding.x
   draw_list.add_rect_filled(p_min, p_max, imgui.get_color_u32(bg_col), 4.0)
@@ -4513,13 +4513,11 @@ def render_discussion_entry(app: App, entry: dict, index: int) -> None:
   imgui.separator()
 
 def render_discussion_entry_read_mode(app: App, entry: dict, index: int) -> None:
- """
- Renders a discussion entry in read-only mode.
+ """Renders a discussion entry in read-only mode.
  Parses the markdown content, isolates retrieved context sections (RAG chunks),
  handles custom definition/AST links, and invokes the markdown syntax highlighter.
 
- SSDL Shape:
-   `[I:extract_rag] -> [B:definitions?] => [I:markdown]`
+ SSDL: `[I:extract_rag] -> [B:definitions?] => [I:markdown]`
 
  ASCII Layout Map:
    +-------------------------------------------------------------+
@@ -4578,16 +4576,10 @@ def render_discussion_entry_read_mode(app: App, entry: dict, index: int) -> None
   imgui.end_group()
 
 def render_history_window(app: App) -> None:
- """
- Renders the Undo/Redo History window. Displays past UI snapshots in reverse chronological
+ """Renders the Undo/Redo History window. Displays past UI snapshots in reverse chronological
  order and allows reverting to prior states.
 
- State Mutations:
-   app.show_windows['Undo/Redo History'] (updates visibility)
-   app.history (jumping/traversing history)
-
- SSDL Shape:
-   `[I:history_list] -> [B:undo_redo_buttons] => [B:selectable_snapshots]`
+ SSDL: `[I:history_list] -> [B:undo_redo_buttons] => [B:selectable_snapshots]`
  """
  if not app.show_windows.get('Undo/Redo History', False):
   return
@@ -4613,15 +4605,10 @@ def render_history_window(app: App) -> None:
      else: iterate_history(history)
 
 def render_session_insights_panel(app: App) -> None:
- """
- Renders session productivity insights, displaying total tokens, API call counts,
+ """Renders session productivity insights, displaying total tokens, API call counts,
  burn rates, total costs, completed ticket counts, and token efficiency.
 
- State Mutations:
-   None directly.
-
- SSDL Shape:
-   `[I:insights] -> [I:telemetry_texts]`
+ SSDL: `[I:insights] -> [I:telemetry_texts]`
  """
  if app.perf_profiling_enabled: app.perf_monitor.start_component("_render_session_insights_panel")
  imgui.text_colored(C_LBL(), 'Session Insights')
@@ -4638,16 +4625,10 @@ def render_session_insights_panel(app: App) -> None:
  if app.perf_profiling_enabled: app.perf_monitor.end_component("_render_session_insights_panel")
 
 def render_prior_session_view(app: App) -> None:
- """
- Renders a historical read-only view of a loaded prior discussion session, complete
+ """Renders a historical read-only view of a loaded prior discussion session, complete
  with collapsing message bubbles and bubble colors.
 
- State Mutations:
-   app.prior_disc_entries (collapsing/expanding bubbles)
-   app._comms_log_dirty (triggers log reload on exit)
-
- SSDL Shape:
-   `[I:prior_entries] -> [B:exit_button] -> [I:scroll_list]`
+ SSDL: `[I:prior_entries] -> [B:exit_button] -> [I:scroll_list]`
  """
  with imscope.style_color(imgui.Col_.child_bg, theme.get_color("bubble_vendor")):
   if imgui.button("Exit Prior Session"): app.controller.cb_exit_prior_session(); app._comms_log_dirty = True
@@ -4674,26 +4655,20 @@ def render_prior_session_view(app: App) -> None:
      imgui.separator()
 
 def render_thinking_indicator(app: App) -> None:
- """
- Renders a blinking red status indicator when the AI is currently executing,
+ """Renders a blinking red status indicator when the AI is currently executing,
  sending, streaming, or running shell commands.
 
- State Mutations:
-   None.
-
- SSDL Shape:
-   `[I:ai_status] -> [I:blinking_text]`
+ SSDL: `[I:ai_status] -> [I:blinking_text]`
  """
  is_thinking = app.ai_status in ['sending...', 'streaming...', 'running powershell...']
  if is_thinking:
   val   = math.sin(time.time() * 10 * math.pi)
   alpha = 1.0 if val > 0 else 0.0
   c     = theme.get_color("status_error", alpha=alpha)
-  imgui.text_colored(c, "THINKING..."); imgui.same_line()
+  imgui.text_colored(c, "THINKING...");
 
 def _on_warmup_complete_callback(app: App, status: dict) -> None:
- """
- Thread-safe callback registered with controller.on_warmup_complete()
+ """Thread-safe callback registered with controller.on_warmup_complete()
  during App._post_init. Records the completion timestamp; the
  indicator function uses it to show a brief "ready" tag. Also
  appends a message to a lock-protected list that the indicator
@@ -4702,14 +4677,14 @@ def _on_warmup_complete_callback(app: App, status: dict) -> None:
  """
  try:
   app._warmup_completion_ts = time.time()
-  pending = status.get("pending", [])
+  pending   = status.get("pending",   [])
   completed = status.get("completed", [])
-  failed = status.get("failed", [])
-  total = len(pending) + len(completed) + len(failed)
+  failed    = status.get("failed",    [])
+  total     = len(pending) + len(completed) + len(failed)
   if failed: msg = f"Warmup finished with {len(failed)} failures ({total} modules)"
   else:      msg = f"All imports ready ({total} modules)"
   if not hasattr(app, "_warmup_toast_lock"):
-   import threading as _threading
+   import threading as _threading #TODO(Ed): Review local import
    app._warmup_toast_lock = _threading.Lock()
   with app._warmup_toast_lock:
    if not hasattr(app, "_warmup_toast_messages"): app._warmup_toast_messages = []
@@ -4717,15 +4692,10 @@ def _on_warmup_complete_callback(app: App, status: dict) -> None:
  except Exception: pass
 
 def render_warmup_status_indicator(app: App) -> None:
- """
- Renders a transient warmup status indicator in the main interface frame. Shows progress
+ """Renders a transient warmup status indicator in the main interface frame. Shows progress
  of AppController's background module imports.
 
- State Mutations:
-   None directly (reads controller warmup state).
-
- SSDL Shape:
-   `[I:warmup_status] -> [I:status_text]`
+ SSDL: `[I:warmup_status] -> [I:status_text]`
  """
  controller = getattr(app, "controller", None)
  if controller is None: return
@@ -4733,13 +4703,13 @@ def render_warmup_status_indicator(app: App) -> None:
  try:
   status = controller.warmup_status()
  except Exception: return
- pending = status.get("pending", [])
+ pending   = status.get("pending", [])
  completed = status.get("completed", [])
- failed = status.get("failed", [])
+ failed    = status.get("failed", [])
  if pending:
-  total = len(pending) + len(completed) + len(failed)
-  done = len(completed) + len(failed)
-  c = theme.get_color("status_warning")
+  total = len(pending)   + len(completed) + len(failed)
+  done  = len(completed) + len(failed)
+  c     = theme.get_color("status_warning")
   imgui.text_colored(c, f"Warming up... ({done}/{total})")
   return
  if failed:
@@ -4750,7 +4720,7 @@ def render_warmup_status_indicator(app: App) -> None:
  ts = getattr(app, "_warmup_completion_ts", 0.0)
  if ts > 0 and (time.time() - ts) < 3.0:
   total = len(completed) + len(failed)
-  c = theme.get_color("status_success")
+  c     = theme.get_color("status_success")
   imgui.text_colored(c, f"All imports ready ({total} modules)")
   return
  # No render: warmup done, no failures, transient window expired.
@@ -4760,7 +4730,7 @@ def render_synthesis_panel(app: App) -> None:
  imgui.text("Select takes to synthesize:")
  discussions = app.project.get('discussion', {}).get('discussions', {})
  if not isinstance(getattr(app, 'ui_synthesis_selected_takes', None), dict): app.ui_synthesis_selected_takes = {name: False for name in discussions}
- if not isinstance(getattr(app, 'ui_synthesis_prompt', None), str):        app.ui_synthesis_prompt = ""
+ if not isinstance(getattr(app, 'ui_synthesis_prompt', None), str):          app.ui_synthesis_prompt         = ""
  for name in discussions: _, app.ui_synthesis_selected_takes[name] = imgui.checkbox(name, app.ui_synthesis_selected_takes.get(name, False))
  imgui.spacing()
  imgui.text("Synthesis Prompt:")
@@ -4784,16 +4754,10 @@ def render_synthesis_panel(app: App) -> None:
    app._handle_generate_send()
 
 def render_comms_history_panel(app: App) -> None:
- """
- Renders the communications history log panel. Displays outgoing requests, incoming responses,
+ """Renders the communications history log panel. Displays outgoing requests, incoming responses,
  and tool call inputs/outputs in chronological order.
 
- State Mutations:
-   app._comms_log_dirty (marks log for reload)
-   app._comms_log (clears log on user clear request)
-
- SSDL Shape:
-   `[I:ai_status] -> [B:clear_exit_buttons] -> [I:direction_colors] -> [I:entries_scroll_list]`
+ SSDL: `[I:ai_status] -> [B:clear_exit_buttons] -> [I:direction_colors] -> [I:entries_scroll_list]`
  """
  if app.perf_profiling_enabled: app.perf_monitor.start_component("_render_comms_history_panel")
  st_col = theme.get_color("text_disabled")
@@ -4814,7 +4778,7 @@ def render_comms_history_panel(app: App) -> None:
  imgui.text_colored(C_OUT(), "OUT");      imgui.same_line()
  imgui.text_colored(C_REQ(), "request");  imgui.same_line()
  imgui.text_colored(C_TC(), "tool_call"); imgui.same_line()
- imgui.text("  ");                      imgui.same_line()
+ imgui.text("  ");                        imgui.same_line()
  imgui.text_colored(C_IN(), "IN");        imgui.same_line()
  imgui.text_colored(C_RES(), "response"); imgui.same_line()
  imgui.text_colored(C_TR(), "tool_result")
@@ -4828,13 +4792,13 @@ def render_comms_history_panel(app: App) -> None:
    imgui.push_id(f"comms_entry_{i}")
   
    i_display = i + 1
-   ts        = entry.get("ts", "00:00:00")
+   ts        = entry.get("ts",        "00:00:00")
    direction = entry.get("direction", "??")
    kind      = entry.get("kind", entry.get("type", "??"))
-   provider  = entry.get("provider", "?")
-   model     = entry.get("model", "?")
+   provider  = entry.get("provider",    "?")
+   model     = entry.get("model",       "?")
    tier      = entry.get("source_tier", "main")
-   payload   = entry.get("payload", {})
+   payload   = entry.get("payload",     {})
    if not payload and kind not in ("request", "response", "tool_call", "tool_result"):
     payload = entry # legacy
 
@@ -4853,9 +4817,9 @@ def render_comms_history_panel(app: App) -> None:
     imgui.text_colored(theme.get_color("status_error"), f"[{ticket_id}]")
    imgui.same_line()
    d_col_fn = DIR_COLORS.get(direction, C_VAL)
-   imgui.text_colored(d_col_fn(), direction); imgui.same_line()
-   k_col_fn = KIND_COLORS.get(kind, C_VAL)
-   imgui.text_colored(k_col_fn(), kind);                  imgui.same_line()
+   k_col_fn = KIND_COLORS.get(kind,     C_VAL)
+   imgui.text_colored(d_col_fn(), direction);          imgui.same_line()
+   imgui.text_colored(k_col_fn(), kind);               imgui.same_line()
    imgui.text_colored(C_LBL(), f"{provider}/{model}"); imgui.same_line()
    imgui.text_colored(C_SUB(), f"[{tier}]")
   
@@ -4903,12 +4867,10 @@ def render_comms_history_panel(app: App) -> None:
  if app.perf_profiling_enabled: app.perf_monitor.end_component("_render_comms_history_panel")
 
 def render_takes_panel(app: App) -> None:
- """
- Renders the Takes & Synthesis panel. Lists all discussion takes in a table,
+ """Renders the Takes & Synthesis panel. Lists all discussion takes in a table,
  allows switching or deleting them, and provides a multi-take synthesis workflow.
 
- SSDL Shape:
-   `[I:takes_table] -> [B:switch/delete] -> [I:synthesis_config] => [B:generate_synthesis]`
+ SSDL: `[I:takes_table] -> [B:switch/delete] -> [I:synthesis_config] => [B:generate_synthesis]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -4931,12 +4893,10 @@ def render_takes_panel(app: App) -> None:
  imgui.text("Takes & Synthesis")
  imgui.separator()
  discussions = app.project.get('discussion', {}).get('discussions', {})
- if not isinstance(getattr(app, 'ui_synthesis_selected_takes', None), dict):
-  app.ui_synthesis_selected_takes = {name: False for name in discussions}
- if not isinstance(getattr(app, 'ui_synthesis_prompt', None), str):
-  app.ui_synthesis_prompt = ""
+ if not isinstance(getattr(app, 'ui_synthesis_selected_takes', None), dict): app.ui_synthesis_selected_takes = {name: False for name in discussions}
+ if not isinstance(getattr(app, 'ui_synthesis_prompt',         None), str):  app.ui_synthesis_prompt         = ""
  if imgui.begin_table("takes_table", 3, imgui.TableFlags_.resizable | imgui.TableFlags_.borders):
-  imgui.table_setup_column("Name", imgui.TableColumnFlags_.width_stretch)
+  imgui.table_setup_column("Name",    imgui.TableColumnFlags_.width_stretch)
   imgui.table_setup_column("Entries", imgui.TableColumnFlags_.width_fixed, 80)
   imgui.table_setup_column("Actions", imgui.TableColumnFlags_.width_fixed, 150)
   imgui.table_headers_row()
@@ -4944,7 +4904,7 @@ def render_takes_panel(app: App) -> None:
    imgui.table_next_row()
    imgui.table_set_column_index(0)
    is_active = name == app.active_discussion
-   if is_active:
+   if is_active: 
     imgui.text_colored(C_IN(), name)
    else:
     imgui.text(name)
@@ -4971,10 +4931,10 @@ def render_takes_panel(app: App) -> None:
   if len(selected) > 1:
    from src import synthesis_formatter
    takes_dict = {name: discussions.get(name, {}).get('history', []) for name in selected}
-   diff_text = synthesis_formatter.format_takes_diff(takes_dict)
-   prompt = f"{app.ui_synthesis_prompt}\n\nHere are the variations:\n{diff_text}"
-   new_name = "synthesis_take"
-   counter = 1
+   diff_text  = synthesis_formatter.format_takes_diff(takes_dict)
+   prompt     = f"{app.ui_synthesis_prompt}\n\nHere are the variations:\n{diff_text}"
+   new_name   = "synthesis_take"
+   counter    = 1
    while new_name in discussions:
     new_name = f"synthesis_take_{counter}"
     counter += 1
@@ -4984,12 +4944,10 @@ def render_takes_panel(app: App) -> None:
    app._handle_generate_send()
 
 def render_discussion_entries(app: App) -> None:
- """
- Renders the scrollable list of all discussion entry bubbles. When a focus agent is
+ """Renders the scrollable list of all discussion entry bubbles. When a focus agent is
  active (ui_focus_agent), only entries matching that agent's persona (or User) are shown.
 
- SSDL Shape:
-   `[I:filter_by_agent?] -> [I:scroll_child] => [I:entry_bubbles]`
+ SSDL: `[I:filter_by_agent?] -> [I:scroll_child] => [I:entry_bubbles]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -5013,13 +4971,11 @@ def render_discussion_entries(app: App) -> None:
   if app._scroll_disc_to_bottom: imgui.set_scroll_here_y(1.0); app._scroll_disc_to_bottom = False
 
 def render_discussion_entry_controls(app: App) -> None:
- """
- Renders the action buttons at the bottom of the discussion panel.
+ """Renders the action buttons at the bottom of the discussion panel.
  Handles adding entries, expanding/collapsing all bubbles, clearing, saving,
  compressing logs, and configuring auto-history checkpoints.
 
- SSDL Shape:
-   `[I:buttons] -> [B:clicks] => [S:entries_or_config]`
+ SSDL: `[I:buttons] -> [B:clicks] => [S:entries_or_config]`
 
  ASCII Layout Map:
    +-------------------------------------------------------------+
@@ -5044,19 +5000,17 @@ def render_discussion_entry_controls(app: App) -> None:
  _, app.ui_auto_add_history = imgui.checkbox("Auto-add message & response to history", app.ui_auto_add_history)
  imgui.text("Keep Pairs:"); imgui.same_line(); imgui.set_next_item_width(140)
  ch, app.ui_disc_truncate_pairs = imgui.drag_int("##trunc_pairs", app.ui_disc_truncate_pairs, 1, 1, 999)
- if app.ui_disc_truncate_pairs < 1: app.ui_disc_truncate_pairs = 1
+ if  app.ui_disc_truncate_pairs < 1: app.ui_disc_truncate_pairs = 1
  imgui.same_line()
  if imgui.button("Truncate"):
   with app._disc_entries_lock: app.disc_entries = truncate_entries(app.disc_entries, app.ui_disc_truncate_pairs)
   app.ai_status = f"history truncated to {app.ui_disc_truncate_pairs} pairs"
 
 def render_discussion_metadata(app: App) -> None:
- """
- Renders per-discussion metadata: cumulative token counts, git commit association,
+ """Renders per-discussion metadata: cumulative token counts, git commit association,
  last updated timestamp, and controls for creating, renaming, and deleting discussions.
 
- SSDL Shape:
-   `[I:token_totals] -> [I:commit_row] -> [I:timestamp] -> [B:create/rename/delete]`
+ SSDL: `[I:token_totals] -> [I:commit_row] -> [I:timestamp] -> [B:create/rename/delete]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -5066,14 +5020,14 @@ def render_discussion_metadata(app: App) -> None:
    | [new-name________] [Create] [Rename] [Delete]            |
    +---------------------------------------------------------+
  """
- disc_data = app.project.get("discussion", {}).get("discussions", {}).get(app.active_discussion, {})
+ disc_data                = app.project.get("discussion", {}).get("discussions", {}).get(app.active_discussion, {})
  git_commit, last_updated = disc_data.get("git_commit", ""), disc_data.get("last_updated", "")
  
  total_in, total_out, total_cache = 0, 0, 0
  for entry in app.disc_entries:
   if "usage" in entry:
-   total_in += entry["usage"].get("input_tokens", 0)
-   total_out += entry["usage"].get("output_tokens", 0)
+   total_in    += entry["usage"].get("input_tokens", 0)
+   total_out   += entry["usage"].get("output_tokens", 0)
    total_cache += entry["usage"].get("cache_read_input_tokens", 0)
  if total_in > 0 or total_out > 0:
   imgui.text_colored(theme.get_color("status_info"), f"Discussion Tokens: {total_in} In | {total_out} Out | {total_cache} Cache")
@@ -5099,13 +5053,11 @@ def render_discussion_metadata(app: App) -> None:
  if imgui.button("Delete"): app._delete_discussion(app.active_discussion)
 
 def render_discussion_panel(app: App) -> None:
- """
- Top-level discussion panel compositor. Renders the thinking indicator,
+ """Top-level discussion panel compositor. Renders the thinking indicator,
  prior-session read-only view (if active), discussion selector, entry controls,
  role list, and scrollable entry bubbles.
 
- SSDL Shape:
-   `[I:thinking_indicator] -> [I:prior_view?] | [I:selector] -> [I:controls] -> [I:roles] -> [I:entries]`
+ SSDL: `[I:thinking_indicator] -> [I:prior_view?] | [I:selector] -> [I:controls] -> [I:roles] -> [I:entries]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -5142,12 +5094,10 @@ def render_discussion_panel(app: App) -> None:
  return
 
 def render_discussion_roles(app: App) -> None:
- """
- Renders the collapsible Roles section. Lists current roles with an [X] delete button
+ """Renders the collapsible Roles section. Lists current roles with an [X] delete button
  per entry, and exposes an input field for adding new roles.
 
- SSDL Shape:
-   `[B:collapsing_header] => [I:roles_list] -> [B:add_role]`
+ SSDL: `[B:collapsing_header] => [I:roles_list] -> [B:add_role]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -5171,13 +5121,11 @@ def render_discussion_roles(app: App) -> None:
  return
 
 def render_discussion_selector(app: App) -> None:
- """
- Renders the collapsible Discussions selector. Shows a combo-box for choosing
+ """Renders the collapsible Discussions selector. Shows a combo-box for choosing
  the active base discussion, a tab-bar for takes, a Synthesis tab, promote/track
  controls, and the discussion metadata row.
 
- SSDL Shape:
-   `[B:collapsing_header] => [I:combo_base] -> [I:takes_tabs] -> [B:promote?] -> [B:track?] -> [I:metadata]`
+ SSDL: `[B:collapsing_header] => [I:combo_base] -> [I:takes_tabs] -> [B:promote?] -> [B:track?] -> [I:metadata]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -5189,11 +5137,9 @@ def render_discussion_selector(app: App) -> None:
    |   [new-name] [Create] [Rename] [Delete]                 |
    +---------------------------------------------------------+
  """
- if not imgui.collapsing_header("Discussions", imgui.TreeNodeFlags_.default_open): 
-  return
+ if not imgui.collapsing_header("Discussions", imgui.TreeNodeFlags_.default_open): return
  names = app._get_discussion_names(); grouped = {}
- for name in names:
-  base = name.split("_take_")[0]; grouped.setdefault(base, []).append(name)
+ for name in names: base = name.split("_take_")[0]; grouped.setdefault(base, []).append(name)
  active_base = app.active_discussion.split("_take_")[0]
  if active_base not in grouped: active_base = names[0] if names else ""
  base_names = sorted(grouped.keys())
@@ -5215,7 +5161,7 @@ def render_discussion_selector(app: App) -> None:
      app._switch_discussion(take_name)
      app._force_tab_selection = False
   app._force_tab_selection = False
-  with imscope.tab_item("Synthesis###Synthesis") as (exp, _):
+  with imscope.tab_item("Synthesis###Synthesis") as (exp, _): 
    if exp: render_synthesis_panel(app)
   imgui.end_tab_bar()
  if "_take_" in app.active_discussion:
@@ -5237,8 +5183,7 @@ def render_discussion_selector(app: App) -> None:
  return
 
 def render_discussion_tab(app: App) -> None:
- """
- Renders the Discussion tab content. Comprises a resizable top pane (history/entries)
+ """Renders the Discussion tab content. Comprises a resizable top pane (history/entries)
  and a bottom pane with a draggable splitter bar, pop-out checkboxes, and
  inline Message/Response tabs.
 
@@ -5297,12 +5242,10 @@ def render_discussion_tab(app: App) -> None:
 #region: Operations Monitor
 
 def render_operations_hub(app: App) -> None:
- """
- Top-level Operations Monitor hub. Houses pop-out checkboxes for Tool Calls, Usage Analytics,
+ """Top-level Operations Monitor hub. Houses pop-out checkboxes for Tool Calls, Usage Analytics,
  and External Tools, then a tab-bar for all ops sub-panels.
 
- SSDL Shape:
-   `[B:popout_toggles] -> [I:tab_bar] => [I:active_tab_content]`
+ SSDL: `[B:popout_toggles] -> [I:tab_bar] => [I:active_tab_content]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -5345,23 +5288,21 @@ def render_operations_hub(app: App) -> None:
    if exp:
     imgui.text("Experimental: Auto-switch layout by Tier")
     ch, app.controller.ui_auto_switch_layout = imgui.checkbox("Enable Auto-Switch", app.controller.ui_auto_switch_layout)
-    if app.controller.ui_auto_switch_layout:
+    if  app.controller.ui_auto_switch_layout:
      imgui.separator(); imgui.text("Tier Bindings (select profile for each tier)")
      profiles = [""] + [p.name for p in app.controller.workspace_profiles.values()]
      for t in ["Tier 1", "Tier 2", "Tier 3", "Tier 4"]:
-      curr = app.controller.ui_tier_layout_bindings.get(t, ""); idx = profiles.index(curr) if curr in profiles else 0
+      curr              = app.controller.ui_tier_layout_bindings.get(t, ""); idx = profiles.index(curr) if curr in profiles else 0
       ch_combo, new_idx = imgui.combo(t, idx, profiles)
       if ch_combo: app.controller.ui_tier_layout_bindings[t] = profiles[new_idx]
   with imscope.tab_item("Vendor State") as (exp, _):
    if exp: render_vendor_state(app)
 
 def render_vendor_state(app: App) -> None:
- """
- Renders the Operations Hub > Vendor State panel. Displays per-vendor health metrics
+ """Renders the Operations Hub > Vendor State panel. Displays per-vendor health metrics
  (model name, cache state, token budget, connection status) in a colour-coded table.
 
- SSDL Shape:
-   `[I:metrics_table] => [I:state_column]`
+ SSDL: `[I:metrics_table] => [I:state_column]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -5377,8 +5318,8 @@ def render_vendor_state(app: App) -> None:
  metrics = get_vendor_state(app)
  if imgui.begin_table("vendor_state", 3, imgui.TableFlags_.row_bg | imgui.TableFlags_.borders):
   imgui.table_setup_column("Metric", imgui.TableColumnFlags_.width_fixed, 180)
-  imgui.table_setup_column("Value", imgui.TableColumnFlags_.width_stretch)
-  imgui.table_setup_column("State", imgui.TableColumnFlags_.width_fixed, 60)
+  imgui.table_setup_column("Value",  imgui.TableColumnFlags_.width_stretch)
+  imgui.table_setup_column("State",  imgui.TableColumnFlags_.width_fixed, 60)
   imgui.table_headers_row()
   state_colors = {"ok": theme.get_color("status_success"), "warn": theme.get_color("status_warning"), "error": theme.get_color("status_error"), "info": theme.get_color("text_disabled")}
   for m in metrics:
@@ -5392,12 +5333,10 @@ def render_vendor_state(app: App) -> None:
   imgui.end_table()
 
 def render_message_panel(app: App) -> None:
- """
- Renders user message text input area, exposing buttons to generate assistant responses,
+ """Renders user message text input area, exposing buttons to generate assistant responses,
  inject contextual files, or reset active conversation sessions.
 
- SSDL Shape:
-   `[I:live_indicator] -> [I:input_textbox] -> [B:gen_send_buttons] -> [B:inject_reset]`
+ SSDL: `[I:live_indicator] -> [I:input_textbox] -> [B:gen_send_buttons] -> [B:inject_reset]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -5448,12 +5387,10 @@ def render_message_panel(app: App) -> None:
  if app.perf_profiling_enabled: app.perf_monitor.end_component("_render_message_panel")
 
 def render_response_panel(app: App) -> None:
- """
- Renders assistant stream output panel. Renders thinking traces, markdown segments,
+ """Renders assistant stream output panel. Renders thinking traces, markdown segments,
  and exports active responses to history entries.
 
- SSDL Shape:
-   `[I:response_text] -> [I:thinking_trace] -> [I:markdown_view] => [B:export_to_history]`
+ SSDL: `[I:response_text] -> [I:thinking_trace] -> [I:markdown_view] => [B:export_to_history]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -5468,8 +5405,8 @@ def render_response_panel(app: App) -> None:
  """
  if app.perf_profiling_enabled: app.perf_monitor.start_component("_render_response_panel")
  if app._trigger_blink:
-  app._trigger_blink = False
-  app._is_blinking = True
+  app._trigger_blink    = False
+  app._is_blinking      = True
   app._blink_start_time = time.time()
   try:
    imgui.set_window_focus("Response") # type: ignore[call-arg]
@@ -5506,12 +5443,10 @@ def render_response_panel(app: App) -> None:
  if app.perf_profiling_enabled: app.perf_monitor.end_component("_render_response_panel")
 
 def render_tool_calls_panel(app: App) -> None:
- """
- Renders tool call execution log. Displays script execution details, status codes,
+ """Renders tool call execution log. Displays script execution details, status codes,
  and outputs in a scrollable table. Clicking a row opens the full call in the Text Viewer.
 
- SSDL Shape:
-   `[I:tool_log] -> [B:clear_button] => [I:calls_table]`
+ SSDL: `[I:tool_log] -> [B:clear_button] => [I:calls_table]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -5580,12 +5515,10 @@ def render_tool_calls_panel(app: App) -> None:
  if app.perf_profiling_enabled: app.perf_monitor.end_component("_render_tool_calls_panel")
 
 def render_external_tools_panel(app: App) -> None:
- """
- Renders the External MCPs panel. Shows server health indicators, a [Refresh] button,
+ """Renders the External MCPs panel. Shows server health indicators, a [Refresh] button,
  and a table of all registered external MCP tool names, servers, and descriptions.
 
- SSDL Shape:
-   `[B:refresh] -> [I:server_status_badges] -> [I:tools_table]`
+ SSDL Shape: `[B:refresh] -> [I:server_status_badges] -> [I:tools_table]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -5598,7 +5531,7 @@ def render_external_tools_panel(app: App) -> None:
    | +----------------------+------------+-----------------+ |
    +---------------------------------------------------------+
  """
- if app.perf_profiling_enabled:           app.perf_monitor.start_component("_render_external_tools_panel")
+ if app.perf_profiling_enabled:            app.perf_monitor.start_component("_render_external_tools_panel")
  if imgui.button("Refresh External MCPs"): app.event_queue.put("refresh_external_mcps", None)
  
  imgui.separator()
@@ -5642,13 +5575,11 @@ def render_external_tools_panel(app: App) -> None:
  if app.perf_profiling_enabled: app.perf_monitor.end_component("_render_external_tools_panel")
 
 def render_text_viewer_window(app: App) -> None:
- """
- Renders the standalone text/code/markdown viewer window. Supports four rendering modes
+ """Renders the standalone text/code/markdown viewer window. Supports four rendering modes
  based on content type: markdown (rendered), slice editor (line-click range selection),
  syntax-highlighted code (CodeEditor widget), and plain text (scrollable).
 
- SSDL Shape:
-   `[I:mode_dispatch] => [I:markdown] | [I:slice_editor] | [I:code_editor] | [I:plain_text]`
+ SSDL: `[I:mode_dispatch] => [I:markdown] | [I:slice_editor] | [I:code_editor] | [I:plain_text]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -5667,12 +5598,12 @@ def render_text_viewer_window(app: App) -> None:
  if not app.show_windows.get("Text Viewer", False): return
  imgui.set_next_window_size(imgui.ImVec2(900, 700), imgui.Cond_.first_use_ever)
  # Force a unique ID to clear legacy docking corruption
- expanded, opened = imgui.begin(f"{app.text_viewer_title or 'Text Viewer'}###Text_Viewer_Unified", True, imgui.WindowFlags_.no_collapse)
+ expanded, opened                = imgui.begin(f"{app.text_viewer_title or 'Text Viewer'}###Text_Viewer_Unified", True, imgui.WindowFlags_.no_collapse)
  app.show_windows["Text Viewer"] = bool(opened)
  if not opened:
   app.ui_editing_slices_file = None
-  app._slice_sel_start = -1
-  app._slice_sel_end = -1
+  app._slice_sel_start       = -1
+  app._slice_sel_end         = -1
  if expanded:
   if app.ui_editing_slices_file is not None:
    imgui.text_colored(C_IN(), "Slice Management (Click-drag lines to select range)")
@@ -5691,7 +5622,7 @@ def render_text_viewer_window(app: App) -> None:
    if imgui.button("Auto-Populate AST Slices"): app._populate_auto_slices(app.ui_editing_slices_file)
    imgui.same_line()
    if imgui.button("Edit Tags"): imgui.open_popup("Edit Context Tags")
-
+   
    if imgui.begin_popup("Edit Context Tags"):
     tags = app.controller.project.setdefault("context_tags", ["auto-ast", "bug", "feature", "important"])
     imgui.text("Context Tags")
@@ -5709,7 +5640,7 @@ def render_text_viewer_window(app: App) -> None:
     if imgui.button("+ Add Tag"): tags.append("new-tag")
     if imgui.button("Close"): imgui.close_current_popup()
     imgui.end_popup()
-
+   
    to_remove = -1
    tags = app.controller.project.get("context_tags", ["auto-ast", "bug", "feature", "important"])
    for idx, slc in enumerate(app.ui_editing_slices_file.custom_slices):
@@ -5729,7 +5660,9 @@ def render_text_viewer_window(app: App) -> None:
    imgui.separator() 
    if imgui.button("Copy"): imgui.set_clipboard_text(app.text_viewer_content)
   imgui.same_line(); _, app.text_viewer_wrap = imgui.checkbox("Word Wrap", app.text_viewer_wrap)
+  
   imgui.separator()
+  
   renderer = markdown_helper.get_renderer(); tv_type = getattr(app, "text_viewer_type", "text")
   if tv_type == 'markdown':
    with imscope.child("tv_md_scroll", -1, -1, True): markdown_helper.render(app.text_viewer_content, context_id='text_viewer')
@@ -5739,7 +5672,7 @@ def render_text_viewer_window(app: App) -> None:
     for i, line_text in enumerate(lines):
      line_num = i + 1; pos = imgui.get_cursor_screen_pos(); line_height = imgui.get_text_line_height()
      
-     is_auto_sliced = any(slc['start_line'] <= line_num <= slc['end_line'] for slc in app.ui_editing_slices_file.custom_slices if slc.get('tag') == 'auto-ast')
+     is_auto_sliced   = any(slc['start_line'] <= line_num <= slc['end_line'] for slc in app.ui_editing_slices_file.custom_slices if slc.get('tag') == 'auto-ast')
      is_manual_sliced = any(slc['start_line'] <= line_num <= slc['end_line'] for slc in app.ui_editing_slices_file.custom_slices if slc.get('tag') != 'auto-ast')
      
      if is_manual_sliced: draw_list.add_rect_filled(pos, imgui.ImVec2(pos.x + imgui.get_content_region_avail().x, pos.y + line_height), imgui.get_color_u32(theme.get_color("slice_manual", alpha=0.2)))
@@ -5768,12 +5701,10 @@ def render_text_viewer_window(app: App) -> None:
  imgui.end()
 
 def render_patch_modal(app: App) -> None:
- """
- Renders the Apply Patch? modal. Shows files to be modified, a syntax-highlighted
+ """Renders the Apply Patch? modal. Shows files to be modified, a syntax-highlighted
  diff preview, and action buttons to open in an external editor, apply, or reject.
 
- SSDL Shape:
-   `[I:files_list] -> [I:diff_preview] => [B:open_external | B:apply | B:reject]`
+ SSDL: `[I:files_list] -> [I:diff_preview] => [B:open_external | B:apply | B:reject]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -5800,7 +5731,7 @@ def render_patch_modal(app: App) -> None:
    p_min = imgui.get_window_pos()
    p_max = imgui.ImVec2(p_min.x + imgui.get_window_size().x, p_min.y + imgui.get_window_size().y)
    shaders.draw_soft_shadow(imgui.get_background_draw_list(), p_min, p_max, imgui.ImVec4(0, 0, 0, 0.6), 25.0, 6.0)
-
+   
    imgui.text_colored(theme.get_color("status_warning"), "Tier 4 QA Generated a Patch")
    imgui.separator()
    if app._pending_patch_files:
@@ -5829,19 +5760,17 @@ def render_patch_modal(app: App) -> None:
    imgui.same_line()
    if imgui.button("Reject"):
     app._close_vscode_diff()
-    app._show_patch_modal = False
-    app._pending_patch_text = None
+    app._show_patch_modal    = False
+    app._pending_patch_text  = None
     app._pending_patch_files = []
     app._patch_error_message = None
     imgui.close_current_popup()
 
 def render_external_editor_panel(app: App) -> None:
- """
- Renders the External Editor configuration panel. Lists configured editors
+ """Renders the External Editor configuration panel. Lists configured editors
  from config.toml, shows the current default, and allows setting a new default.
 
- SSDL Shape:
-   `[I:editors_list] -> [B:set_default] => [I:config_hint?]`
+ SSDL: `[I:editors_list] -> [B:set_default] => [I:config_hint?]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -5951,7 +5880,7 @@ def render_approve_script_modal(app: App) -> None:
    if imgui.button("Approve & Run", imgui.ImVec2(120, 0)):
     with dlg._condition:
      dlg._approved = True
-     dlg._done = True
+     dlg._done     = True
      dlg._condition.notify_all()
     with app._pending_dialog_lock: app._pending_dialog = None
     imgui.close_current_popup()
@@ -5959,7 +5888,7 @@ def render_approve_script_modal(app: App) -> None:
    if imgui.button("Reject", imgui.ImVec2(120, 0)):
     with dlg._condition:
      dlg._approved = False
-     dlg._done = True
+     dlg._done     = True
      dlg._condition.notify_all()
     with app._pending_dialog_lock: app._pending_dialog = None
     imgui.close_current_popup()
@@ -5970,13 +5899,11 @@ def render_approve_script_modal(app: App) -> None:
 #region: Misc Tools
 
 def render_theme_panel(app: App) -> None:
- """
- Renders the Theme configuration window. Covers palette selection, panel pop-out toggles,
+ """Renders the Theme configuration window. Covers palette selection, panel pop-out toggles,
  font path/size, DPI scale, transparency sliders, background shader, CRT filter, and
  per-palette tone mapping (brightness/contrast/gamma).
 
- SSDL Shape:
-   `[I:palette_combo] -> [B:panel_popout_toggles] -> [I:font_config] -> [I:scale_sliders] -> [I:tone_mapping]`
+ SSDL: `[I:palette_combo] -> [B:panel_popout_toggles] -> [I:font_config] -> [I:scale_sliders] -> [I:tone_mapping]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -6060,7 +5987,7 @@ def render_theme_panel(app: App) -> None:
   ch_ct, ctrans = imgui.slider_float("##ctrans", theme.get_child_transparency(), 0.1, 1.0, "%.2f")
   if ch_ct:
    theme.set_child_transparency(ctrans)
-  bg = bg_shader.get_bg()
+  bg                = bg_shader.get_bg()
   ch_bg, bg.enabled = imgui.checkbox("Animated Background Shader", bg.enabled)
   if ch_bg:
    gui_cfg = app.config.setdefault("gui", {})
@@ -6099,13 +6026,13 @@ def render_theme_panel(app: App) -> None:
  imgui.end()
  if app.perf_profiling_enabled: app.perf_monitor.end_component("_render_theme_panel")
 
+#NOTE(Ed): This was part of an experiment to see what the ai could generate and if it could figure how to add
+# A post-process mechanism to the gui (it did not).
 def render_shader_live_editor(app: App) -> None:
- """
- Renders the Shader Live Editor window. Exposes real-time sliders for CRT curvature,
+ """Renders the Shader Live Editor window. Exposes real-time sliders for CRT curvature,
  scanline intensity, and bloom threshold.
 
- SSDL Shape:
-   `[I:shader_uniforms] => [I:slider_controls]`
+ SSDL: `[I:shader_uniforms] => [I:slider_controls]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -6114,24 +6041,21 @@ def render_shader_live_editor(app: App) -> None:
    | Scanline Intensity:  [==|=========] 0.20                |
    | Bloom Threshold:     [===|========] 0.30                |
    +---------------------------------------------------------+
-
- [C: tests/test_shader_live_editor.py:test_shader_live_editor_renders]
  """
  if app.show_windows.get('Shader Editor', False):
   with imscope.window('Shader Editor', app.show_windows['Shader Editor']) as (exp, opened):
    app.show_windows['Shader Editor'] = bool(opened)
    if exp:
-    changed_crt, app.shader_uniforms['crt'] = imgui.slider_float('CRT Curvature', app.shader_uniforms['crt'], 0.0, 2.0)
-    changed_scan, app.shader_uniforms['scanline'] = imgui.slider_float('Scanline Intensity', app.shader_uniforms['scanline'], 0.0, 1.0)
-    changed_bloom, app.shader_uniforms['bloom'] = imgui.slider_float('Bloom Threshold', app.shader_uniforms['bloom'], 0.0, 1.0)
+    changed_crt,   app.shader_uniforms['crt']      = imgui.slider_float('CRT Curvature',      app.shader_uniforms['crt'],      0.0, 2.0)
+    changed_scan,  app.shader_uniforms['scanline'] = imgui.slider_float('Scanline Intensity', app.shader_uniforms['scanline'], 0.0, 1.0)
+    changed_bloom, app.shader_uniforms['bloom']    = imgui.slider_float('Bloom Threshold',    app.shader_uniforms['bloom'],    0.0, 1.0)
 
+#TODO(Ed): This shouldn't be here, it needs to be within the test that uitlizes it.
 def render_markdown_test(app: App) -> None:
- """
- Renders a static markdown test panel used to validate the markdown renderer.
+ """Renders a static markdown test panel used to validate the markdown renderer.
  Displays headers, bold/italic text, lists, links, and a code block.
 
- SSDL Shape:
-   `[I:static_md_sample] => [I:rendered_markdown]`
+ SSDL: `[I:static_md_sample] => [I:rendered_markdown]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -6173,7 +6097,7 @@ def hello():
 def render_error_tint(app: App) -> None:
  """Renders a red tint overlay if hot reload failed."""
  if not HotReloader.is_error_state: return
- draw_list = imgui.get_background_draw_list()
+ draw_list    = imgui.get_background_draw_list()
  display_size = imgui.get_io().display_size
  # Translucent red
  tint_col = imgui.get_color_u32(theme.get_color("status_error", alpha=0.2))
@@ -6184,7 +6108,6 @@ def render_error_tint(app: App) -> None:
    imgui.text_colored(theme.get_color("status_error"), "HOT RELOAD ERROR")
    imgui.text_wrapped(HotReloader.last_error or "Unknown error")
 
-
 def render_project_stale_tint(app: App) -> None:
  """Renders a yellow/amber tint overlay when the project is mid-switch.
 
@@ -6192,32 +6115,29 @@ def render_project_stale_tint(app: App) -> None:
  on the controller's is_project_stale() returning False.
  """
  if not app.controller.is_project_stale(): return
- draw_list = imgui.get_background_draw_list()
+ draw_list    = imgui.get_background_draw_list()
  display_size = imgui.get_io().display_size
- tint_col = imgui.get_color_u32(theme.get_color("status_warning", alpha=0.15))
+ tint_col     = imgui.get_color_u32(theme.get_color("status_warning", alpha=0.15))
  draw_list.add_rect_filled(imgui.ImVec2(0, 0), display_size, tint_col)
  pending = app.controller._project_switch_pending_path or app.controller.active_project_path
  imgui.set_next_window_pos(imgui.ImVec2(10, 50))
  with imscope.window("Project Stale", None,
   imgui.WindowFlags_.always_auto_resize | imgui.WindowFlags_.no_title_bar |
-  imgui.WindowFlags_.no_resize | imgui.WindowFlags_.no_move):
+  imgui.WindowFlags_.no_resize          | imgui.WindowFlags_.no_move):
   imgui.text_colored(theme.get_color("status_warning"), "PROJECT SWITCHING")
   imgui.text_wrapped(f"Loading: {Path(pending).stem if pending else '?'}")
   imgui.text_wrapped("UI is read-only until the switch completes. You can still browse tabs.")
 
-
 def render_heavy_text(app: App, label: str, content: str, id_suffix: str = "") -> None:
- """
- Renders a labelled heavy-text field: a [+] button to pop content into the Text Viewer,
+ """Renders a labelled heavy-text field: a [+] button to pop content into the Text Viewer,
  a truncated inline preview, and a scrollable child panel showing the full content
  (markdown-rendered for message/text/content/system labels; plain text otherwise).
 
- SSDL Shape:
-   `[B:pop_out_viewer] -> [I:label_preview] -> [I:content_child]`
+ SSDL: `[B:pop_out_viewer] -> [I:label_preview] -> [I:content_child]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
-   | [+] message: "You are a helpful assistant that..."     |
+   | [+] message: "You are a helpful assistant that..."      |
    | +-----------------------------------------------------+ |
    | | You are a helpful assistant that specializes in...  | |
    | | ...full rendered content...                         | |
@@ -6225,9 +6145,9 @@ def render_heavy_text(app: App, label: str, content: str, id_suffix: str = "") -
    +---------------------------------------------------------+
  """
  if imgui.button(f"[+]##{label}{id_suffix}"):
-  app.text_viewer_type = 'markdown' if label in ('message', 'text', 'content', 'system') else 'json' if label in ('tool_calls', 'data') else 'powershell' if label == 'script' else 'text'
-  app.text_viewer_title = label
-  app.text_viewer_content = content
+  app.text_viewer_type            = 'markdown' if label in ('message', 'text', 'content', 'system') else 'json' if label in ('tool_calls', 'data') else 'powershell' if label == 'script' else 'text'
+  app.text_viewer_title           = label
+  app.text_viewer_content         = content
   app.show_windows["Text Viewer"] = True
  imgui.same_line()
  imgui.text_colored(C_LBL(), f"{label}:"); imgui.same_line()
@@ -6248,7 +6168,6 @@ def render_heavy_text(app: App, label: str, content: str, id_suffix: str = "") -
       else:
        imgui.text_colored(theme.get_color("text"), content)
 
-
 #endregion: Misc Tools
 
 #region: MMA
@@ -6381,10 +6300,10 @@ def render_mma_modals(app: App) -> None:
    role, ticket_id = app._pending_mma_spawns[0].get("role", "??"), app._pending_mma_spawns[0].get("ticket_id", "??")
    imgui.text(f"Spawning {role} for Ticket {ticket_id}"); imgui.separator()
    if app._mma_spawn_edit_mode:
-    imgui.text("Edit Prompt:"); _, app._mma_spawn_prompt = imgui.input_text_multiline("##spawn_prompt", app._mma_spawn_prompt, imgui.ImVec2(800, 200))
+    imgui.text("Edit Prompt:");     _, app._mma_spawn_prompt  = imgui.input_text_multiline("##spawn_prompt",  app._mma_spawn_prompt,  imgui.ImVec2(800, 200))
     imgui.text("Edit Context MD:"); _, app._mma_spawn_context = imgui.input_text_multiline("##spawn_context", app._mma_spawn_context, imgui.ImVec2(800, 300))
    else:
-    imgui.text("Proposed Prompt:"); imgui.begin_child("spawn_prompt_preview", imgui.ImVec2(800, 150), True); imgui.text_unformatted(app._mma_spawn_prompt); imgui.end_child()
+    imgui.text("Proposed Prompt:");     imgui.begin_child("spawn_prompt_preview",  imgui.ImVec2(800, 150), True); imgui.text_unformatted(app._mma_spawn_prompt);  imgui.end_child()
     imgui.text("Proposed Context MD:"); imgui.begin_child("spawn_context_preview", imgui.ImVec2(800, 250), True); imgui.text_unformatted(app._mma_spawn_context); imgui.end_child()
    imgui.separator()
    if imgui.button("Approve", imgui.ImVec2(120, 0)): app._handle_mma_respond(approved=True, prompt=app._mma_spawn_prompt, context_md=app._mma_spawn_context); imgui.close_current_popup()
@@ -6419,18 +6338,18 @@ def render_mma_track_summary(app: App) -> None:
  track_name = app.active_track.description if app.active_track else "None"
  if getattr(app, "ui_project_execution_mode", "native") == "beads": track_name = "Beads Graph"
  track_stats = project_manager.calculate_track_progress(app.active_track.tickets if app.active_track else app.active_tickets)
- total_cost = sum(cost_tracker.estimate_cost(u.get('model','unknown'), u.get('input',0), u.get('output',0)) for u in app.mma_tier_usage.values())
+ total_cost  = sum(cost_tracker.estimate_cost(u.get('model','unknown'), u.get('input',0), u.get('output',0)) for u in app.mma_tier_usage.values())
  imgui.text("Track:"); imgui.same_line(); imgui.text_colored(C_VAL(), track_name); imgui.same_line(); imgui.text(" | Status:"); imgui.same_line()
  if app.mma_status == "paused":
   imgui.text_colored(theme.get_color("status_warning") if is_nerv else theme.get_color("status_warning"), "PIPELINE PAUSED"); imgui.same_line()
  status_col = imgui.ImVec4(1, 1, 1, 1)
- if app.mma_status == "idle": status_col = theme.get_color("text_disabled")
+ if   app.mma_status == "idle":    status_col = theme.get_color("text_disabled")
  elif app.mma_status == "running": status_col = theme.get_color("status_success") if is_nerv else theme.get_color("status_warning")
- elif app.mma_status == "done": status_col = theme.get_color("status_success")
- elif app.mma_status == "error": status_col = theme.get_color("status_error") if is_nerv else theme.get_color("status_error")
- elif app.mma_status == "paused": status_col = theme.get_color("status_warning")
+ elif app.mma_status == "done":    status_col = theme.get_color("status_success")
+ elif app.mma_status == "error":   status_col = theme.get_color("status_error")   if is_nerv else theme.get_color("status_error")
+ elif app.mma_status == "paused":  status_col = theme.get_color("status_warning")
  imgui.text_colored(status_col, app.mma_status.upper()); imgui.same_line(); imgui.text(" | Cost:"); imgui.same_line(); imgui.text_colored(theme.get_color("status_success"), f"${total_cost:,.4f}")
- perc = track_stats["percentage"] / 100.0
+ perc    = track_stats["percentage"] / 100.0
  p_color = theme.get_color("status_error") if track_stats["percentage"] < 33 else (theme.get_color("status_warning") if track_stats["percentage"] < 66 else theme.get_color("status_success"))
  imgui.push_style_color(imgui.Col_.plot_histogram, p_color); imgui.progress_bar(perc, imgui.ImVec2(-1, 0), f"{track_stats['percentage']:.1f}%"); imgui.pop_style_color()
  if imgui.begin_table("ticket_stats_breakdown", 4):
@@ -6439,7 +6358,7 @@ def render_mma_track_summary(app: App) -> None:
   imgui.end_table()
  if app.active_track:
   remaining = track_stats["total"] - track_stats["completed"]
-  eta_mins = (app._avg_ticket_time * remaining) / 60.0
+  eta_mins  = (app._avg_ticket_time * remaining) / 60.0
   imgui.text_colored(C_LBL(), "ETA:"); imgui.same_line(); imgui.text_colored(C_VAL(), f"~{int(eta_mins)}m ({remaining} tickets remaining)")
 
 def render_mma_epic_planner(app: App) -> None:
@@ -6507,10 +6426,10 @@ def render_mma_track_browser(app: App) -> None:
   for track in app.tracks:
    imgui.table_next_row(); imgui.table_next_column(); imgui.text(track.get("title", "Untitled")); imgui.table_next_column()
    status = track.get("status", "unknown").lower()
-   c = theme.get_color("text_disabled") if status == "new" else (theme.get_color("status_success") if status == "active" and theme.is_nerv_active() else (theme.get_color("status_warning") if status == "active" else (theme.get_color("status_success") if status == "done" else (theme.get_color("status_error") if status == "blocked" else imgui.ImVec4(1, 1, 1, 1)))))
+   c      = theme.get_color("text_disabled") if status == "new" else (theme.get_color("status_success") if status == "active" and theme.is_nerv_active() else (theme.get_color("status_warning") if status == "active" else (theme.get_color("status_success") if status == "done" else (theme.get_color("status_error") if status == "blocked" else imgui.ImVec4(1, 1, 1, 1)))))
    imgui.text_colored(c, status.upper()); imgui.table_next_column()
    prog = track.get("progress", 0.0)
-   p_c = theme.get_color("status_error") if prog < 0.33 else (theme.get_color("status_warning") if prog < 0.66 else theme.get_color("status_success"))
+   p_c  = theme.get_color("status_error") if prog < 0.33 else (theme.get_color("status_warning") if prog < 0.66 else theme.get_color("status_success"))
    imgui.push_style_color(imgui.Col_.plot_histogram, p_c); imgui.progress_bar(prog, imgui.ImVec2(-1, 0), f"{int(prog*100)}%"); imgui.pop_style_color(); imgui.table_next_column()
    if imgui.button(f"Load##{track.get('id')}"): app._cb_load_track(str(track.get("id") or ""))
   imgui.end_table()
@@ -6554,7 +6473,7 @@ def render_mma_global_controls(app: App) -> None:
  any_pending = len(app._pending_mma_spawns) > 0 or len(app._pending_mma_approvals) > 0 or app._pending_ask_dialog
  if any_pending:
   alpha = abs(math.sin(time.time() * 5))
-  c = theme.get_color("status_error", alpha=alpha)
+  c     = theme.get_color("status_error", alpha=alpha)
   imgui.same_line(); imgui.text_colored(c, "  APPROVAL PENDING"); imgui.same_line()
   if imgui.button("Go to Approval"): pass
  imgui.separator()
@@ -6562,10 +6481,8 @@ def render_mma_global_controls(app: App) -> None:
  imgui.same_line()
  if imgui.button("Reload GUI"):
   success = app._trigger_hot_reload()
-  if success:
-   imgui.text_colored(theme.get_color("status_success"), "Reloaded!")
-  else:
-   imgui.text_colored(theme.get_color("status_error"), f"Error: {app._hot_reload_error or 'Unknown'}")
+  if success: imgui.text_colored(theme.get_color("status_success"), "Reloaded!")
+  else:       imgui.text_colored(theme.get_color("status_error"), f"Error: {app._hot_reload_error or 'Unknown'}")
  imgui.same_line(); imgui.text_disabled("(Ctrl+Alt+R)")
 
 def render_mma_usage_section(app: App) -> None:
@@ -6593,8 +6510,23 @@ def render_mma_usage_section(app: App) -> None:
   imgui.table_setup_column("Tier"); imgui.table_setup_column("Model"); imgui.table_setup_column("Input"); imgui.table_setup_column("Output"); imgui.table_setup_column("Est. Cost"); imgui.table_headers_row()
   total_cost = 0.0
   for tier, stats in app.mma_tier_usage.items():
-   imgui.table_next_row(); imgui.table_next_column(); imgui.text(tier); imgui.table_next_column(); model = stats.get('model', 'unknown'); imgui.text(model); imgui.table_next_column(); in_t = stats.get('input', 0); imgui.text(f"{in_t:,}"); imgui.table_next_column(); out_t = stats.get('output', 0); imgui.text(f"{out_t:,}"); imgui.table_next_column(); cost = cost_tracker.estimate_cost(model, in_t, out_t); total_cost += cost; imgui.text(f"${cost:,.4f}")
-  imgui.table_next_row(); imgui.table_set_bg_color(imgui.TableBgTarget_.row_bg0, imgui.get_color_u32(imgui.Col_.plot_lines_hovered)); imgui.table_next_column(); imgui.text("TOTAL"); imgui.table_next_column(); imgui.text(""); imgui.table_next_column(); imgui.text(""); imgui.table_next_column(); imgui.text(""); imgui.table_next_column(); imgui.text(f"${total_cost:,.4f}"); imgui.end_table()
+   imgui.table_next_row(); 
+   imgui.table_next_column(); 
+   imgui.text(tier); imgui.table_next_column(); 
+   model       = stats.get('model', 'unknown'); imgui.text(model);        imgui.table_next_column(); 
+   in_t        = stats.get('input', 0);         imgui.text(f"{in_t:,}");  imgui.table_next_column(); 
+   out_t       = stats.get('output', 0);        imgui.text(f"{out_t:,}"); imgui.table_next_column();
+   cost        = cost_tracker.estimate_cost(model, in_t, out_t); 
+   total_cost += cost; imgui.text(f"${cost:,.4f}")
+  imgui.table_next_row(); 
+  imgui.table_set_bg_color(imgui.TableBgTarget_.row_bg0, imgui.get_color_u32(imgui.Col_.plot_lines_hovered)); imgui.table_next_column(); 
+  imgui.text("TOTAL"); imgui.table_next_column(); 
+  imgui.text("");      imgui.table_next_column(); 
+  imgui.text("");      imgui.table_next_column(); 
+  imgui.text("");      imgui.table_next_column(); 
+  imgui.text(f"${total_cost:,.4f}"); 
+  imgui.end_table()
+
  if imgui.collapsing_header("Tier Model Config"):
   for tier in app.mma_tier_usage.keys():
    imgui.text(f"{tier}:"); imgui.same_line(); curr_model, curr_prov = app.mma_tier_usage[tier].get("model", "unknown"), app.mma_tier_usage[tier].get("provider", "gemini")
@@ -6622,7 +6554,7 @@ def render_mma_usage_section(app: App) -> None:
      imgui.end_combo()
     imgui.pop_item_width(); imgui.same_line(); imgui.push_item_width(150)
     curr_pers = app.mma_tier_usage[tier].get("persona") or "None"
-    personas = getattr(app.controller, 'personas', {})
+    personas  = getattr(app.controller, 'personas', {})
     pers_opts = ["None"] + sorted(personas.keys())
     if imgui.begin_combo("##persona", curr_pers):
      for pern in pers_opts:
@@ -6631,12 +6563,10 @@ def render_mma_usage_section(app: App) -> None:
     imgui.pop_item_width()
 
 def render_mma_ticket_editor(app: App) -> None:
- """
- Renders the ticket detail editor panel, letting the user modify priority, target,
+ """Renders the ticket detail editor panel, letting the user modify priority, target,
  and persona override, mark a ticket complete, or delete it.
 
- SSDL Shape:
-   `[I:ticket_details] -> [B:combo_selectors] => [B:action_buttons]`
+ SSDL: `[I:ticket_details] -> [B:combo_selectors] => [B:action_buttons]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -6661,19 +6591,21 @@ def render_mma_ticket_editor(app: App) -> None:
   imgui.text(f"Target: {ticket.get('target_file', '')}"); imgui.text(f"Depends on: {', '.join(ticket.get('depends_on', []))}")
   personas = getattr(app.controller, 'personas', {}); curr_pers = ticket.get('persona_id', '')
   imgui.text("Persona Override:"); imgui.same_line()
-  pers_opts = ["None"] + sorted(personas.keys()); curr_idx = pers_opts.index(curr_pers) + 1 if curr_pers in pers_opts else 0
-  _, curr_idx = imgui.combo(f"##ticket_persona_{ticket.get('id')}", curr_idx, pers_opts)
+  pers_opts            = ["None"] + sorted(personas.keys()); 
+  curr_idx             = pers_opts.index(curr_pers) + 1 if curr_pers in pers_opts else 0
+  _, curr_idx          = imgui.combo(f"##ticket_persona_{ticket.get('id')}", curr_idx, pers_opts)
   ticket['persona_id'] = None if curr_idx == 0 or pers_opts[curr_idx] == "None" else pers_opts[curr_idx]
   if imgui.button(f"Mark Complete##{app.ui_selected_ticket_id}"): ticket['status'] = 'done'; app._push_mma_state_update()
   imgui.same_line()
-  if imgui.button(f"Delete##{app.ui_selected_ticket_id}"): app.active_tickets = [t for t in app.active_tickets if str(t.get('id', '')) != app.ui_selected_ticket_id]; app.ui_selected_ticket_id = None; app._push_mma_state_update()
+  if imgui.button(f"Delete##{app.ui_selected_ticket_id}"): 
+   app.active_tickets        = [t for t in app.active_tickets if str(t.get('id', '')) != app.ui_selected_ticket_id]
+   app.ui_selected_ticket_id = None
+   app._push_mma_state_update()
 
 def render_mma_agent_streams(app: App) -> None:
- """
- Renders the agent execution stream panels in a tabbed view for Tier 1, 2, 3, and 4.
+ """Renders the agent execution stream panels in a tabbed view for Tier 1, 2, 3, and 4.
 
- SSDL Shape:
-   `[I] -> [B:tab_bar] => [I:stream_panels]`
+ SSDL: `[I] -> [B:tab_bar] => [I:stream_panels]`
 
  ASCII Layout Map:
    +---------------------------------------------------------+
@@ -6689,7 +6621,8 @@ def render_mma_agent_streams(app: App) -> None:
   for tier, label, sep_flag_attr in [("Tier 1", "Tier 1", "ui_separate_tier1"), ("Tier 2", "Tier 2 (Tech Lead)", "ui_separate_tier2"), ("Tier 3", None, "ui_separate_tier3"), ("Tier 4", "Tier 4 (QA)", "ui_separate_tier4")]:
    with imscope.tab_item(tier) as (exp, _):
     if exp:
-     sep_val = getattr(app, sep_flag_attr); ch, new_val = imgui.checkbox(f"Pop Out {tier}", sep_val)
+     sep_val     = getattr(app, sep_flag_attr);
+     ch, new_val = imgui.checkbox(f"Pop Out {tier}", sep_val)
      if ch:
       setattr(app, sep_flag_attr, new_val)
       app.show_windows[f"{tier}: Strategy" if tier == "Tier 1" else (f"{tier}: Tech Lead" if tier == "Tier 2" else (f"{tier}: Workers" if tier == "Tier 3" else f"{tier}: QA"))] = new_val
@@ -6753,16 +6686,13 @@ def render_tier_stream_panel(app: App, tier_key: str, stream_key: str | None) ->
    for key in tier3_keys:
     ticket_id = key.split(": ", 1)[-1] if ": " in key else key
     status = worker_status.get(key, "unknown")
-    if status == "running":
-     imgui.text_colored(theme.get_color("status_warning"), f"{ticket_id} [{status}]")
-    elif status == "completed":
-     imgui.text_colored(theme.get_color("status_success"), f"{ticket_id} [{status}]")
-    elif status == "failed":
-     imgui.text_colored(theme.get_color("status_error"), f"{ticket_id} [{status}]")
-    else:
-     imgui.text(f"{ticket_id} [{status}]")
+    if   status == "running":   imgui.text_colored(theme.get_color("status_warning"), f"{ticket_id} [{status}]")
+    elif status == "completed": imgui.text_colored(theme.get_color("status_success"), f"{ticket_id} [{status}]")
+    elif status == "failed":    imgui.text_colored(theme.get_color("status_error"),   f"{ticket_id} [{status}]")
+    else:                       imgui.text(                                           f"{ticket_id} [{status}]")
     imgui.begin_child(f"##tier3_{ticket_id}_scroll", imgui.ImVec2(-1, 150), True)
     render_selectable_label(app, f'stream_t3_{ticket_id}', app.mma_streams[key], width=-1, multiline=True, height=0)
+    #NOTE(Ed): Exception(Thirdparty)
     try:
      if len(app.mma_streams[key]) != app._tier_stream_last_len.get(key, -1):
       imgui.set_scroll_here_y(1.0)
@@ -6797,7 +6727,7 @@ def render_track_proposal_modal(app: App) -> None:
  if app._show_track_proposal_modal:
   imgui.open_popup("Track Proposal")
  if imgui.begin_popup_modal("Track Proposal", True, imgui.WindowFlags_.always_auto_resize)[0]:
-  from src import shaders
+  from src import shaders #TODO(Ed): Review local import
   p_min = imgui.get_window_pos()
   p_max = imgui.ImVec2(p_min.x + imgui.get_window_size().x, p_min.y + imgui.get_window_size().y)
   # Render soft shadow behind the modal
@@ -6879,13 +6809,13 @@ def render_ticket_queue(app: App) -> None:
  # Table
  flags = imgui.TableFlags_.borders | imgui.TableFlags_.row_bg | imgui.TableFlags_.resizable | imgui.TableFlags_.scroll_y
  if imgui.begin_table("ticket_queue_table", 7, flags, imgui.ImVec2(0, 300)):
-  imgui.table_setup_column("Select", imgui.TableColumnFlags_.width_fixed, 40)
-  imgui.table_setup_column("ID", imgui.TableColumnFlags_.width_fixed, 80)
-  imgui.table_setup_column("Priority", imgui.TableColumnFlags_.width_fixed, 100)
-  imgui.table_setup_column("Model", imgui.TableColumnFlags_.width_fixed, 150)
-  imgui.table_setup_column("Status", imgui.TableColumnFlags_.width_fixed, 100)
+  imgui.table_setup_column("Select",      imgui.TableColumnFlags_.width_fixed, 40)
+  imgui.table_setup_column("ID",          imgui.TableColumnFlags_.width_fixed, 80)
+  imgui.table_setup_column("Priority",    imgui.TableColumnFlags_.width_fixed, 100)
+  imgui.table_setup_column("Model",       imgui.TableColumnFlags_.width_fixed, 150)
+  imgui.table_setup_column("Status",      imgui.TableColumnFlags_.width_fixed, 100)
   imgui.table_setup_column("Description", imgui.TableColumnFlags_.width_stretch)
-  imgui.table_setup_column("Actions", imgui.TableColumnFlags_.width_fixed, 80)
+  imgui.table_setup_column("Actions",     imgui.TableColumnFlags_.width_fixed, 80)
   imgui.table_headers_row()
 
   for i, t in enumerate(app.active_tickets):
@@ -6960,7 +6890,7 @@ def render_ticket_queue(app: App) -> None:
    # Actions - Kill button for in_progress tickets
    imgui.table_next_column()
    status = t.get('status', 'todo')
-   if status == 'in_progress': 
+   if status == 'in_progress':  
     if imgui.button(f"Kill##{tid}"): app._cb_kill_ticket(tid)
    elif status == 'todo':
     if imgui.button(f"Block##{tid}"): app._cb_block_ticket(tid)
@@ -7001,7 +6931,7 @@ def render_task_dag_panel(app: App) -> None:  # 4. Task DAG Visualizer
       break
     break
   for t in app.active_tickets:
-   tid = str(t.get('id', '??'))
+   tid    = str(t.get('id', '??'))
    int_id = abs(hash(tid))
    ed.begin_node(ed.NodeId(int_id))
    if getattr(app, "ui_project_execution_mode", "native") == "beads":
@@ -7009,9 +6939,9 @@ def render_task_dag_panel(app: App) -> None:  # 4. Task DAG Visualizer
     imgui.same_line()
    imgui.text_colored(C_KEY(), f"Ticket: {tid}")
    status = t.get('status', 'todo')
-   s_col = C_VAL()
-   if status == 'done' or status == 'complete': s_col = C_IN()
-   elif status == 'in_progress' or status == 'running': s_col = C_OUT()
+   s_col  = C_VAL()
+   if  status  == 'done'        or status == 'complete': s_col = C_IN()
+   elif status == 'in_progress' or status == 'running':  s_col = C_OUT()
    elif status == 'error': s_col = theme.get_color("status_error")
    imgui.text("Status: ")
    imgui.same_line()
@@ -7062,22 +6992,25 @@ def render_task_dag_panel(app: App) -> None:  # 4. Task DAG Visualizer
     if ed.accept_deleted_item():
      lid_val = link_id.id()
      for t in app.active_tickets:
-      tid = str(t.get('id', ''))
+      tid  = str(t.get('id', ''))
       deps = t.get('depends_on', [])
       if any(abs(hash(d + "_" + tid)) == lid_val for d in deps):
        t['depends_on'] = [dep for dep in deps if abs(hash(dep + "_" + tid)) != lid_val]
        app._push_mma_state_update()
        break
    ed.end_delete()
+  
   # Validate DAG after any changes
+  #TODO(Ed): Exception(Review)
   try:
-   from src.dag_engine import TrackDAG
+   from src.dag_engine import TrackDAG #TODO(Ed) Reivew local import
    ticket_dicts = [{'id': str(t.get('id', '')), 'depends_on': t.get('depends_on', [])} for t in app.active_tickets]
-   temp_dag = TrackDAG(ticket_dicts)
+   temp_dag     = TrackDAG(ticket_dicts)
    if temp_dag.has_cycle():
     imgui.open_popup("Cycle Detected!")
   except Exception:
    pass
+  
   ed.end()
   # 5. Add Ticket Form
   imgui.separator()
@@ -7089,6 +7022,7 @@ def render_task_dag_panel(app: App) -> None:  # 4. Task DAG Visualizer
     for t in app.active_tickets:
      tid = t.get('id', '')
      if tid.startswith('T-'):
+      #TODO(Ed): Exception(Review)
       try: max_id = max(max_id, int(tid[2:]))
       except: pass
     app.ui_new_ticket_id     = f"T-{max_id + 1:03d}"