docs(conductor): Synchronize docs for track 'AI-Optimized Python Style Refactor'

conductor/product-guidelines.md

@@ -1,4 +1,4 @@
-# Product Guidelines: Manual Slop
+# Product Guidelines: Manual Slop
 
 ## Documentation Style
 
@@ -15,4 +15,8 @@
 
 - **Strict State Management:** There must be a rigorous separation between the Main GUI rendering thread and daemon execution threads. The UI should *never* hang during AI communication or script execution. Use lock-protected queues and events for synchronization.
 - **Comprehensive Logging:** Aggressively log all actions, API payloads, tool calls, and executed scripts. Maintain timestamped JSON-L and markdown logs to ensure total transparency and debuggability.
-- **Dependency Minimalism:** Limit external dependencies where possible. For instance, prefer standard library modules (like `urllib` and `html.parser` for web tools) over heavy third-party packages.
+- **Dependency Minimalism:** Limit external dependencies where possible. For instance, prefer standard library modules (like `urllib` and `html.parser` for web tools) over heavy third-party packages.
+## AI-Optimized Compact Style
+- **Indentation:** Exactly **1 space** per level. This minimizes token usage in nested structures.
+- **Newlines:** Maximum **one (1)** blank line between top-level definitions. **Zero (0)** blank lines within function or method bodies.
+- **Type Hinting:** Mandatory, strict type hints for all parameters, return types, and global variables to ensure high-signal context for AI agents.