@cyqlelabs/mcp-dual-cycle-reasoner

{ "cognitive_trace": { "recent_actions": [ "scroll_down", "scroll_down", "scroll_down", "scroll_down", "scroll_up", "scroll_up", "scroll_up", "scroll_down", "scroll_down", "scroll_up" ], "current_context": "popular_apps_section", "goal": "Find and click the 'Download App' button on a dynamic page", "step_count": 10 }, "agent_session": { "task": "Find and click the 'Download App' button on a dynamic page", "session_id": "scroll-loop-001", "timestamp_start": "2025-01-14T11:00:00Z", "model_config": { "model": "gpt-4o", "use_vision": true, "max_actions_per_step": 10 } }, "steps": [ { "step_number": 1, "timestamp": "2025-01-14T11:00:05Z", "evaluation_previous_goal": null, "memory": "Starting task to find Download App button. Currently on landing page.", "next_goal": "Analyze the current page for Download App button or scroll to find it", "browser_state": { "current_url": "https://dynamic-app-store.com", "viewport": {"width": 1280, "height": 720}, "scroll_position": {"x": 0, "y": 0}, "page_height": 3000, "interactive_elements": [ "[1]<button>Menu</button>", "[2]<input placeholder='Search apps...'>Search</input>", "[3]<a href='/categories'>Categories</a>", "[4]<a href='/trending'>Trending</a>", "[5]<div>Featured apps section</div>" ], "visible_text": "Welcome to Dynamic App Store! Discover amazing apps..." }, "model_thoughts": "I can see the page has loaded with navigation elements. No Download App button is visible in the current viewport. I should scroll down to look for it since the page has content below.", "actions": [ { "action_name": "scroll_down", "parameters": {"amount": 500}, "result": { "success": true, "scroll_position": {"x": 0, "y": 500}, "new_elements_visible": 4 } } ], "extracted_content": null, "action_results": "Scrolled down 500px. New app listings are now visible." }, { "step_number": 2, "timestamp": "2025-01-14T11:00:08Z", "evaluation_previous_goal": "Successfully scrolled down and revealed new content. Need to continue searching for Download App button.", "memory": "Scrolled down 500px from top. Still haven't found Download App button. Seeing app listings.", "next_goal": "Continue scrolling to locate the Download App button", "browser_state": { "current_url": "https://dynamic-app-store.com", "viewport": {"width": 1280, "height": 720}, "scroll_position": {"x": 0, "y": 500}, "page_height": 3000, "interactive_elements": [ "[6]<h2>Popular Apps</h2>", "[7]<div class='app-card'>Game App 1</div>", "[8]<div class='app-card'>Productivity App</div>", "[9]<div class='app-card'>Social App</div>", "[10]<button>Load More Apps</button>" ], "visible_text": "Popular Apps... Game App 1... Productivity App... Social App... Load More Apps" }, "model_thoughts": "I can see popular apps section with individual app cards. No Download App button yet. I notice there's a 'Load More Apps' button which might be relevant, but I need to continue looking for the specific Download App button.", "actions": [ { "action_name": "scroll_down", "parameters": {"amount": 600}, "result": { "success": true, "scroll_position": {"x": 0, "y": 1100}, "new_elements_visible": 3 } } ], "extracted_content": null, "action_results": "Scrolled down 600px. More app content and promotional sections visible." }, { "step_number": 3, "timestamp": "2025-01-14T11:00:11Z", "evaluation_previous_goal": "Continued scrolling but still haven't found Download App button. Need to keep searching.", "memory": "Scrolled to position 1100px. Seeing more app content but no Download App button yet.", "next_goal": "Continue scrolling down to find the Download App button", "browser_state": { "current_url": "https://dynamic-app-store.com", "viewport": {"width": 1280, "height": 720}, "scroll_position": {"x": 0, "y": 1100}, "page_height": 3000, "interactive_elements": [ "[11]<h2>Featured Categories</h2>", "[12]<div class='category-card'>Games</div>", "[13]<div class='category-card'>Business</div>", "[14]<div class='category-card'>Education</div>", "[15]<button>See All Categories</button>" ], "visible_text": "Featured Categories... Games... Business... Education... See All Categories" }, "model_thoughts": "Still in categories section. No Download App button visible. I'm about 1/3 down the page. Let me continue scrolling to find the button.", "actions": [ { "action_name": "scroll_down", "parameters": {"amount": 700}, "result": { "success": true, "scroll_position": {"x": 0, "y": 1800}, "new_elements_visible": 2 } } ], "extracted_content": null, "action_results": "Scrolled down 700px. Newsletter signup section now visible." }, { "step_number": 4, "timestamp": "2025-01-14T11:00:14Z", "evaluation_previous_goal": "Still scrolling to find Download App button. Getting close to bottom of page.", "memory": "Scrolled to position 1800px. Seeing newsletter section but still no Download App button.", "next_goal": "Continue to bottom of page to find Download App button", "browser_state": { "current_url": "https://dynamic-app-store.com", "viewport": {"width": 1280, "height": 720}, "scroll_position": {"x": 0, "y": 1800}, "page_height": 3000, "interactive_elements": [ "[16]<h2>Stay Updated</h2>", "[17]<input type='email' placeholder='Enter email'>Email</input>", "[18]<button>Subscribe</button>", "[19]<div>Newsletter content description</div>" ], "visible_text": "Stay Updated... Enter email... Subscribe... Get notified about new apps..." }, "model_thoughts": "I'm in the newsletter section now. Still no Download App button. Let me scroll to the very bottom to check footer area.", "actions": [ { "action_name": "scroll_down", "parameters": {"amount": 800}, "result": { "success": true, "scroll_position": {"x": 0, "y": 2600}, "new_elements_visible": 4 } } ], "extracted_content": null, "action_results": "Scrolled down 800px. Footer section now visible." }, { "step_number": 5, "timestamp": "2025-01-14T11:00:17Z", "evaluation_previous_goal": "Reached footer area but still haven't found Download App button. Need to reconsider approach.", "memory": "Scrolled to position 2600px near bottom. In footer but no Download App button found.", "next_goal": "Scroll back up to check if I missed the Download App button earlier", "browser_state": { "current_url": "https://dynamic-app-store.com", "viewport": {"width": 1280, "height": 720}, "scroll_position": {"x": 0, "y": 2600}, "page_height": 3000, "interactive_elements": [ "[20]<footer>Footer content</footer>", "[21]<a href='/about'>About</a>", "[22]<a href='/contact'>Contact</a>", "[23]<a href='/privacy'>Privacy Policy</a>", "[24]<div>Copyright 2025</div>" ], "visible_text": "About... Contact... Privacy Policy... Copyright 2025" }, "model_thoughts": "I've reached the footer and still haven't found the Download App button. Maybe I missed it on the way down. Let me scroll back up to double-check the earlier sections.", "actions": [ { "action_name": "scroll_up", "parameters": {"amount": 800}, "result": { "success": true, "scroll_position": {"x": 0, "y": 1800}, "elements_visible_again": true } } ], "extracted_content": null, "action_results": "Scrolled up 800px back to newsletter section." }, { "step_number": 6, "timestamp": "2025-01-14T11:00:20Z", "evaluation_previous_goal": "Scrolled back up to newsletter section. Need to continue checking areas I might have missed.", "memory": "Back at position 1800px in newsletter section. Still looking for Download App button.", "next_goal": "Continue scrolling up to re-examine previous sections for Download App button", "browser_state": { "current_url": "https://dynamic-app-store.com", "viewport": {"width": 1280, "height": 720}, "scroll_position": {"x": 0, "y": 1800}, "page_height": 3000, "interactive_elements": [ "[16]<h2>Stay Updated</h2>", "[17]<input type='email' placeholder='Enter email'>Email</input>", "[18]<button>Subscribe</button>", "[19]<div>Newsletter content description</div>" ], "visible_text": "Stay Updated... Enter email... Subscribe... Get notified about new apps..." }, "model_thoughts": "I'm back in the newsletter section. Let me continue scrolling up to check the categories section again more carefully.", "actions": [ { "action_name": "scroll_up", "parameters": {"amount": 700}, "result": { "success": true, "scroll_position": {"x": 0, "y": 1100}, "elements_visible_again": true } } ], "extracted_content": null, "action_results": "Scrolled up 700px back to categories section." }, { "step_number": 7, "timestamp": "2025-01-14T11:00:23Z", "evaluation_previous_goal": "Back in categories section. Still searching for Download App button.", "memory": "Position 1100px in categories section. Have been scrolling up and down but haven't found target.", "next_goal": "Continue scrolling up to check popular apps section again", "browser_state": { "current_url": "https://dynamic-app-store.com", "viewport": {"width": 1280, "height": 720}, "scroll_position": {"x": 0, "y": 1100}, "page_height": 3000, "interactive_elements": [ "[11]<h2>Featured Categories</h2>", "[12]<div class='category-card'>Games</div>", "[13]<div class='category-card'>Business</div>", "[14]<div class='category-card'>Education</div>", "[15]<button>See All Categories</button>" ], "visible_text": "Featured Categories... Games... Business... Education... See All Categories" }, "model_thoughts": "I'm back in the categories section I've seen before. Let me continue up to the popular apps section to examine it more thoroughly.", "actions": [ { "action_name": "scroll_up", "parameters": {"amount": 600}, "result": { "success": true, "scroll_position": {"x": 0, "y": 500}, "elements_visible_again": true } } ], "extracted_content": null, "action_results": "Scrolled up 600px back to popular apps section." }, { "step_number": 8, "timestamp": "2025-01-14T11:00:26Z", "evaluation_previous_goal": "Back in popular apps section. Need to examine this area more carefully.", "memory": "Position 500px in popular apps section. This is the same area I've seen multiple times.", "next_goal": "Scroll down again to look for Download App button more systematically", "browser_state": { "current_url": "https://dynamic-app-store.com", "viewport": {"width": 1280, "height": 720}, "scroll_position": {"x": 0, "y": 500}, "page_height": 3000, "interactive_elements": [ "[6]<h2>Popular Apps</h2>", "[7]<div class='app-card'>Game App 1</div>", "[8]<div class='app-card'>Productivity App</div>", "[9]<div class='app-card'>Social App</div>", "[10]<button>Load More Apps</button>" ], "visible_text": "Popular Apps... Game App 1... Productivity App... Social App... Load More Apps" }, "model_thoughts": "I'm back in the popular apps section I've been to before. I notice the 'Load More Apps' button - maybe I should click that to reveal more content that might contain the Download App button.", "actions": [ { "action_name": "scroll_down", "parameters": {"amount": 500}, "result": { "success": true, "scroll_position": {"x": 0, "y": 1000}, "new_elements_visible": 2 } } ], "extracted_content": null, "action_results": "Scrolled down 500px. Categories section visible again." }, { "step_number": 9, "timestamp": "2025-01-14T11:00:29Z", "evaluation_previous_goal": "Scrolled down again and I'm seeing familiar content. Starting to loop through same areas.", "memory": "Position 1000px. I've been to this categories area multiple times now. Seems like I'm in a loop.", "next_goal": "Try scrolling down again to see if I missed something", "browser_state": { "current_url": "https://dynamic-app-store.com", "viewport": {"width": 1280, "height": 720}, "scroll_position": {"x": 0, "y": 1000}, "page_height": 3000, "interactive_elements": [ "[11]<h2>Featured Categories</h2>", "[12]<div class='category-card'>Games</div>", "[13]<div class='category-card'>Business</div>", "[14]<div class='category-card'>Education</div>", "[15]<button>See All Categories</button>" ], "visible_text": "Featured Categories... Games... Business... Education... See All Categories" }, "model_thoughts": "I'm in the categories section again. I realize I've been scrolling through the same content multiple times. Maybe the Download App button doesn't exist on this page, or it's hidden/dynamic content that requires different interaction.", "actions": [ { "action_name": "scroll_down", "parameters": {"amount": 600}, "result": { "success": true, "scroll_position": {"x": 0, "y": 1600}, "new_elements_visible": 1 } } ], "extracted_content": null, "action_results": "Scrolled down 600px. Newsletter section visible again." }, { "step_number": 10, "timestamp": "2025-01-14T11:00:32Z", "evaluation_previous_goal": "Back in newsletter section again. Clearly stuck in a loop of scrolling.", "memory": "Position 1600px near newsletter. I've been cycling through the same page sections repeatedly.", "next_goal": "Try different approach - maybe click 'Load More Apps' button to reveal hidden content", "browser_state": { "current_url": "https://dynamic-app-store.com", "viewport": {"width": 1280, "height": 720}, "scroll_position": {"x": 0, "y": 1600}, "page_height": 3000, "interactive_elements": [ "[16]<h2>Stay Updated</h2>", "[17]<input type='email' placeholder='Enter email'>Email</input>", "[18]<button>Subscribe</button>", "[19]<div>Newsletter content description</div>" ], "visible_text": "Stay Updated... Enter email... Subscribe... Get notified about new apps..." }, "model_thoughts": "I've been scrolling up and down through the same content multiple times without finding the Download App button. I should try a different strategy - maybe interact with dynamic elements like 'Load More Apps' or check if the button is in a hidden menu.", "actions": [ { "action_name": "scroll_up", "parameters": {"amount": 800}, "result": { "success": true, "scroll_position": {"x": 0, "y": 800}, "elements_visible_again": true } } ], "extracted_content": null, "action_results": "Scrolled up 800px. Back to popular apps/categories boundary." } ], "session_summary": { "total_steps": 10, "total_actions": 10, "task_completion": "failed_loop_detected", "scroll_behavior": { "total_scroll_distance": 4200, "scroll_actions": 10, "scroll_up_actions": 4, "scroll_down_actions": 6, "repeated_positions": [500, 1100, 1800], "loop_detected": true }, "performance_metrics": { "time_to_loop_detection": "27 seconds", "actions_before_loop": 10, "pages_visited": 1, "elements_interacted": 0, "target_found": false } }, "dual_cycle_reasoning_data": { "loop_indicators": { "repeated_scroll_positions": [ {"position": 500, "visits": 3, "steps": [2, 7, 8]}, {"position": 1100, "visits": 3, "steps": [3, 6, 7]}, {"position": 1800, "visits": 2, "steps": [4, 5]} ], "repeated_reasoning_patterns": [ "Continue scrolling to find Download App button", "Check if I missed the button in previous sections", "Scroll back up to re-examine areas" ], "action_loops": [ {"pattern": "scroll_down -> scroll_up -> scroll_down", "frequency": 3}, {"pattern": "revisit same elements", "frequency": 4} ] }, "metacognitive_failures": [ { "failure_type": "insufficient_strategy_adaptation", "description": "Agent continued scrolling despite repeatedly visiting same content", "step_detected": 8 }, { "failure_type": "lack_of_alternative_exploration", "description": "Agent didn't try clicking interactive elements like 'Load More Apps'", "step_detected": 9 }, { "failure_type": "missing_goal_revision", "description": "Agent didn't consider that target might not exist or require different approach", "step_detected": 10 } ], "loop_detection_signals": { "position_repetition_threshold_exceeded": true, "reasoning_pattern_repetition": true, "decreasing_progress_toward_goal": true, "time_spent_vs_progress_ratio": "high" } } }