implemented basic feedback words without finite points or good prompt

AGENTS.md

@@ -39,3 +39,60 @@
 ## Result
 Successfully combined pool and history statistics into a single function and single menu item, simplifying the user interface while maintaining all functionality.
 
+---
+
+# Task: Implement theme feedback words functionality with new menu item
+
+## Changes Made
+
+### 1. Added New Theme Feedback Words API Call
+- Created `generate_theme_feedback_words()` method that:
+  - Loads `ds_feedback.txt` prompt template
+  - Sends historic prompts to AI API for analysis
+  - Receives 6 theme words as JSON response
+  - Parses and validates the response
+
+### 2. Added User Rating System
+- Created `collect_feedback_ratings()` method that:
+  - Presents each of the 6 theme words to the user
+  - Collects ratings from 0-6 for each word
+  - Creates structured feedback items with keys (feedback00-feedback05)
+  - Includes weight values based on user ratings
+
+### 3. Added Feedback Words Update System
+- Created `update_feedback_words()` method that:
+  - Replaces existing feedback words with new ratings
+  - Saves updated feedback words to `feedback_words.json`
+  - Maintains the required JSON structure
+
+### 4. Updated Interactive Menu
+- Expanded menu from 4 options to 5 options:
+  - 1. Draw prompts from pool (no API call)
+  - 2. Fill prompt pool using API
+  - 3. View combined statistics
+  - 4. Generate and rate theme feedback words (NEW)
+  - 5. Exit
+- Added complete implementation for option 4
+
+### 5. Enhanced Data Handling
+- Added `_save_feedback_words()` method for saving feedback data
+- Updated `_load_feedback_words()` to handle JSON structure properly
+- Ensured feedback words are included in AI prompts when generating new prompts
+
+## Testing
+- Verified all new methods exist and have correct signatures
+- Confirmed `ds_feedback.txt` file exists and is readable
+- Tested feedback words JSON structure validation
+- Verified interactive menu displays new option correctly
+- Confirmed existing functionality remains intact
+
+## Result
+Successfully implemented a new menu item and functionality for generating theme feedback words. The system now:
+1. Makes an API call with historic prompts and `ds_feedback.txt` template
+2. Receives 6 theme words from the AI
+3. Collects user ratings (0-6) for each word
+4. Updates `feedback_words.json` with the new ratings
+5. Integrates the feedback into future prompt generation
+
+The implementation maintains backward compatibility while adding valuable feedback functionality to improve prompt generation quality over time.
+