diff --git a/ARCHITECTURE.md b/ARCHITECTURE.md
index 6851044..04ba8ee 100644
--- a/ARCHITECTURE.md
+++ b/ARCHITECTURE.md
@@ -34,14 +34,14 @@ main.py (main thread)
 
 ### Input Layer (`src/input_layer/`)
 
-Native Windows API input replacement (no kernel drivers):
+Native Windows API input replacement designed to evade kernel-level anti-cheat (Warden). It bypasses common Python libraries like `pyautogui` or `pynput` which can be easily detected.
 
 | File | Purpose |
 |---|---|
-| `win_input.py` | ctypes wrappers for `SendInput`, `GetAsyncKeyState`, `GetCursorPos` |
-| `mouse_impl.py` | Humanized mouse with Bezier curves, Gaussian distortion, endpoint wobble |
-| `hotkey.py` | Polling-based hotkey manager (replaces `keyboard.add_hotkey`) |
-| `__init__.py` | Drop-in API: `from input_layer import keyboard, mouse` |
+| `win_input.py` | Low-level `ctypes` wrappers for `SendInput`, `GetAsyncKeyState`, `GetCursorPos`. Uses standard Windows user-mode APIs. |
+| `mouse_impl.py` | Humanized mouse controller. Features include: Bezier curve trajectories, Gaussian noise (hand tremor), endpoint wobble, and randomized arrival-to-click delays. |
+| `hotkey.py` | Polling-based hotkey manager that avoids global hooks. All polling intervals include micro-jitter. |
+| `__init__.py` | Drop-in API that shims standard input calls with stealth timing and variable duration automatically. |
 
 All key presses include stealth micro-pauses and variable press duration automatically.
 
@@ -162,12 +162,15 @@ Singleton that merges config files in priority order:
 
 Supports variable substitution via `[variables]` sections.
 
-### Stealth (`src/utils/stealth.py`)
+### Stealth System (`src/utils/stealth.py`)
 
-Three-tier stealth system:
-- **Tier 1 (Input)**: Micro-pauses, click variance, key press duration, endpoint wobble
-- **Tier 2 (Behavior)**: Wrong waypoint chance, skill mistake chance, skill hesitation
-- **Tier 3 (Session)**: AFK breaks, run skipping, personality seed per character
+A multi-tiered approach to mimicking human behavior and evading detection:
+
+- **Tier 1: Input Stealth**: Automatic micro-pauses (20-120ms), variable key press durations (20-200ms), and non-linear mouse paths via `input_layer`.
+- **Tier 2: Behavioral Stealth**: Probabilistic "mistakes" such as clicking the wrong waypoint (2.5% chance) or skill hesitation (80-300ms) before casting.
+- **Tier 3: Session Stealth**: Randomized run durations (+/-15%), AFK breaks (2-12 mins), and shuffling of farming routes between rotations.
+
+All timing across the bot is routed through `utils.misc.wait()`, which applies Gaussian jitter to every sleep call.
 
 ### Utilities (`src/utils/`)
 
@@ -181,6 +184,17 @@ Three-tier stealth system:
 | `node_recorder.py` | Record new path nodes |
 | `stealth.py` | Stealth behavior randomization |
 
+### Auxiliary Tools
+
+Standalone tools located in the root directory for project maintenance and development:
+
+- `asset_manager.py`: Unified interface for auditing, searching, and optimizing template assets.
+- `asset_extractor.py`: Screenshot capture and AI-assisted entity cropping workflow.
+- `build.py`: PyInstaller wrapper for building production executables.
+- `desktop_snap.py`: Lightweight tool for capturing full desktop screenshots.
+- `quest_debug.py`: Debugging interface for the questing system.
+- `screenshot_tool.py`: Simple utility for taking D2R client area screenshots.
+
 ## Data Flow
 
 ```
diff --git a/README.md b/README.md
index a718d2b..42c6f22 100644
--- a/README.md
+++ b/README.md
@@ -36,7 +36,7 @@ Double-click **`run_botty.bat`**. Switch to D2R, go to the hero selection screen
 
 ### 1) Graphics and Gameplay Settings
 
-All settings will automatically be set when you execute `main.exe` and press the hotkey for "Adjust D2R settings" (default f9). It is not a 100% thing, in rare cases you might still have to fiddle around with your brightness. I suggest using the "Graphic Debugger" to verify your settings.
+All settings will automatically be set when you execute `main.exe` and press the hotkey for "Adjust D2R settings" (default **ctrl+f9**). It is not a 100% thing, in rare cases you might still have to fiddle around with your brightness. I suggest using the "Graphic Debugger" to verify your settings.
 **Note**: Make sure that no other external programs adapt your graphics settings (HDR, Geforce Experience, etc.)
 
 ### 2) Supported builds
@@ -222,6 +222,32 @@ python tools/click_recorder.py playback  # replay with human-like timing
 
 Records mouse clicks with timestamps and replays them with configurable speed and repeat count.
 
+### Asset Manager
+
+A comprehensive tool for managing bot assets (templates). It helps with inventorying, auditing, searching, and optimizing template images.
+
+```bash
+python asset_manager.py inventory  # List all templates
+python asset_manager.py audit      # Check for missing/low-quality templates
+python asset_manager.py search <name>  # Search for a specific template
+python asset_manager.py quality    # Analyze template quality (SNR, contrast)
+python asset_manager.py batch resize 64x64  # Batch process templates
+```
+
+Features include similarity checking (to find duplicates), automatic cropping, and validation of template paths.
+
+### Asset Extractor
+
+A workflow tool for capturing and cropping new templates from D2R screenshots. Designed to work alongside an AI agent for rapid asset generation.
+
+```bash
+python asset_extractor.py
+```
+
+- **F1**: Capture D2R screen to `screenshots/debug/latest.png`.
+- **F2**: Crop entities using an AI-generated `latest_annotations.json` file.
+- **F3**: List all currently extracted assets.
+
 ### Builds
 || [sorceress]   | Descriptions                                                                  |
 || ------------- | ----------------------------------------------------------------------------- |
diff --git a/config/params.ini b/config/params.ini
index 4b029f4..ce3f524 100644
--- a/config/params.ini
+++ b/config/params.ini
@@ -18,8 +18,8 @@ bnet_pass=
 char_name=ZapZap
 
 ; messaging
-custom_loot_message_hook=
-custom_message_hook=
+custom_loot_message_hook=https://discord.com/api/webhooks/1508382502857871380/J4JGQVz0cCyQSM9sSDWvkAUIqb2w7Z2UgEXDQcqBygiDqAgOwhQy5qb0Stj_iQ-RaufH
+custom_message_hook=https://discord.com/api/webhooks/1508382502857871380/J4JGQVz0cCyQSM9sSDWvkAUIqb2w7Z2UgEXDQcqBygiDqAgOwhQy5qb0Stj_iQ-RaufH
 discord_log_chicken=1
 discord_status_count=20
 message_api_type=discord
@@ -169,7 +169,7 @@ use_merc=1
 atk_len_arc=2.5
 atk_len_eldritch=3.0
 atk_len_nihlathak=4.0
-atk_len_pindle=9.0
+atk_len_pindle=3.0
 atk_len_shenk=4.0
 atk_len_diablo=3.0
 atk_len_trav=3.0
@@ -444,11 +444,11 @@ buff_2=
 
 [advanced_options]
 ; startup hotkeys
-select_runs_key=f6
-restore_settings_from_backup_key=f7
-settings_backup_key=f8
-auto_settings_key=f9
-graphic_debugger_key=f10
+select_runs_key=f9
+restore_settings_from_backup_key=f10
+settings_backup_key=pause
+auto_settings_key=scrolllock
+graphic_debugger_key=insert
 resume_key=f11
 exit_key=f12