diff --git a/memories.md b/memories.md
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+# AI Assistant Memories
+
+## Memory System Status
+
+**No AI Assistant Memory System Found**
+
+After searching through the project, I found that there is no AI assistant memory system currently implemented or configured. The memory-related files found in the project are:
+
+1. **COBY/monitoring/memory_monitor.py** - System memory monitoring for performance optimization
+2. **core/model_output_manager.py** - Model output storage and management
+3. **core/prediction_snapshot_storage.py** - Prediction data storage
+4. **core/trade_data_manager.py** - Trading data capture and storage
+5. **utils/database_manager.py** - Database management for trading system
+
+## What These Files Contain
+
+### System Memory Monitoring
+- **COBY/monitoring/memory_monitor.py**: Monitors system memory usage, detects memory leaks, and optimizes garbage collection for the trading system
+- Tracks memory snapshots, object counts, and garbage collection statistics
+- Provides memory usage trends and leak detection
+
+### Trading Data Storage
+- **core/model_output_manager.py**: Stores model outputs for cross-model feeding and evaluation
+- **core/prediction_snapshot_storage.py**: Stores prediction snapshots for future training
+- **core/trade_data_manager.py**: Captures comprehensive model inputs during trade execution
+- **utils/database_manager.py**: Manages SQLite database for trading system logging and metadata
+
+## Missing AI Assistant Memory System
+
+The project does not have:
+- MCP memory server configuration
+- AI assistant persistent knowledge base
+- Conversation history storage
+- User preference memory
+- Project context memory
+
+## Recommendation
+
+If you want to implement an AI assistant memory system, you would need to:
+
+1. Set up an MCP memory server
+2. Configure memory storage for AI assistant context
+3. Implement memory persistence across sessions
+4. Add memory management tools to the available tool set
+
+## Current Memory-Related Tools Available
+
+The only memory-related tools currently available are:
+- System memory monitoring (COBY/monitoring/memory_monitor.py)
+- Trading data storage systems
+- Model output management
+- Database management for trading metadata
+
+**Note**: These are all related to the trading system's data storage and performance monitoring, not AI assistant memories.
diff --git a/tools-kiro.md b/tools-kiro.md
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+# Kiro Tools Documentation
+
+This document lists all the tools available to Kiro for assisting with development tasks.
+
+## File System Operations
+
+### executePwsh
+Execute PowerShell or CMD commands on Windows systems.
+- **Parameters**: command (required), path (optional), ignoreWarning (optional)
+- **Usage**: Run shell commands, but avoid long-running processes like dev servers
+- **Note**: Never use 'cd' command - use path parameter instead
+
+### listDirectory
+List directory contents in long format (similar to `ls -la`).
+- **Parameters**: path (required), depth (optional), explanation (required)
+- **Usage**: Explore file structure, can do recursive listing with depth parameter
+
+### readFile
+Read content from a single file with optional line range specification.
+- **Parameters**: path (required), explanation (required), start_line (optional), end_line (optional)
+- **Usage**: Read entire files or specific line ranges
+
+### readMultipleFiles
+Read content from multiple files simultaneously with optional line ranges.
+- **Parameters**: paths (required array), explanation (required), start_line (optional), end_line (optional)
+- **Usage**: Efficiently read multiple files at once
+
+### fsWrite
+Create new files or overwrite existing files with content.
+- **Parameters**: path (required), text (required)
+- **Usage**: Create files, limit to ~50 lines then use fsAppend for larger content
+
+### fsAppend
+Append text content to the end of existing files.
+- **Parameters**: path (required), text (required)
+- **Usage**: Add content to existing files, handles newline formatting automatically
+
+### deleteFile
+Delete files at specified paths with graceful error handling.
+- **Parameters**: targetFile (required), explanation (required)
+- **Usage**: Remove unwanted files safely
+
+### strReplace
+Replace specific text strings in files with exact matching.
+- **Parameters**: path (required), oldStr (required), newStr (required)
+- **Usage**: Make precise edits to existing files, requires exact whitespace matching
+
+## Search and Discovery
+
+### fileSearch
+Fast fuzzy file search based on file path patterns.
+- **Parameters**: query (required), explanation (required), excludePattern (optional), includeIgnoredFiles (optional)
+- **Usage**: Find files when you know part of the path but not exact location
+
+### grepSearch
+Fast text-based regex search within files using ripgrep.
+- **Parameters**: query (required), explanation (optional), caseSensitive (optional), includePattern (optional), excludePattern (optional)
+- **Usage**: Search for text patterns across files, supports regex and glob patterns
+
+## Code Analysis
+
+### getDiagnostics
+Get compile, lint, type, and semantic issues in code files.
+- **Parameters**: paths (required array)
+- **Usage**: Check for syntax errors, linting issues, and type problems
+- **Note**: Use this instead of bash commands for error checking
+
+## Tool Usage Guidelines
+
+### Best Practices
+- Use `readMultipleFiles` instead of multiple `readFile` calls
+- Use `getDiagnostics` for code validation instead of shell commands
+- Avoid long-running commands like `npm run dev`, `yarn start`, `webpack --watch`
+- Use `fsWrite` for initial file creation, then `fsAppend` for additional content
+- Include sufficient context in `strReplace` operations for unique matching
+
+### Windows-Specific Notes
+- Commands are adapted for Windows cmd/PowerShell environment
+- Use `;` as command separator in PowerShell instead of `&&`
+- File paths use Windows conventions
+
+### Search Patterns
+- **Regex patterns**: Use Rust regex syntax for `grepSearch`
+- **Glob patterns**: Use standard glob syntax (* for wildcards, ** for recursive)
+- **File search**: Fuzzy matching against file paths
+- Always escape special regex characters: `( ) [ ] { } + * ? ^ $ | . \`
+
+### Error Handling
+- Tools fail gracefully with appropriate error messages
+- File operations check for existence and permissions
+- Search operations are capped to prevent overwhelming output
+
+## Integration with Kiro Features
+
+These tools integrate with Kiro's key features:
+- **Autopilot/Supervised modes**: File modification tools respect user's autonomy settings
+- **Chat context**: Tools work with #File, #Folder, #Problems, #Terminal, #Git Diff, #Codebase
+- **Specs**: Tools support structured feature development workflows
+- **Hooks**: Tools can be triggered by IDE events
+- **Steering**: Tools respect workspace-specific guidelines in `.kiro/steering/`
+- **MCP**: Tools can interact with Model Context Protocol configurations
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+# Available Tools
+
+This document lists all the tools available in the AI coding assistant.
+
+## File Operations
+- **read_file**: Read contents of a file from the local filesystem
+- **write**: Write a file to the local filesystem (overwrites existing files)
+- **search_replace**: Perform exact string replacements in files
+- **MultiEdit**: Make multiple edits to a single file in one operation
+- **delete_file**: Delete a file at the specified path
+- **list_dir**: List files and directories in a given path
+- **glob_file_search**: Search for files matching a glob pattern
+
+## Code Analysis and Search
+- **codebase_search**: Semantic search tool to find code snippets relevant to queries
+- **grep**: Powerful search tool built on ripgrep for exact symbol/string searches
+- **read_lints**: Read and display linter errors from the current workspace
+
+## Terminal Operations
+- **run_terminal_cmd**: Execute terminal commands on behalf of the user
+
+## Web and External Resources
+- **web_search**: Search the web for real-time information about any topic
+- **fetch_rules**: Fetch rules provided by the user to help with navigating the codebase
+
+## Task Management
+- **todo_write**: Create and manage a structured task list for coding sessions
+
+## Notebook Operations
+- **edit_notebook**: Edit Jupyter notebook cells (supports editing existing cells and creating new ones)
+
+## Git Operations
+- **fetch_pull_request**: Fetch pull request information including title, description, and diff
+
+## Memory Management
+- **update_memory**: Create, update, or delete memories in a persistent knowledge base
+
+## Diagram Creation
+- **create_diagram**: Create Mermaid diagrams
+
+## Tool Usage Guidelines
+
+### File Operations
+- Always prefer editing existing files rather than creating new ones
+- Use MultiEdit for multiple changes to the same file
+- Be careful with file paths - use relative paths when possible
+
+### Code Search
+- Use codebase_search for semantic queries about functionality
+- Use grep for exact string/symbol searches
+- Check linter errors before and after making changes
+
+### Terminal Commands
+- Commands run in the same shell session unless specified otherwise
+- Use non-interactive flags for commands that require user input
+- Background long-running processes appropriately
+
+### Task Management
+- Use todo_write for complex multi-step tasks
+- Update task status in real-time
+- Only one task should be in_progress at a time
+
+### Memory Management
+- Use update_memory for persistent information that should be remembered across sessions
+- Include relevant context and metadata
+- Use appropriate action types (create, update, delete)
+
+### Web Search
+- Use for real-time information not available in training data
+- Include version numbers or dates for technical queries
+- Verify current facts and updates
+
+### Notebook Editing
+- Use edit_notebook exclusively for Jupyter notebook operations
+- Provide extensive context for unique identification
+- Support both editing existing cells and creating new ones
+
+### Diagram Creation
+- Use create_diagram for Mermaid diagrams
+- Specify diagram type and content clearly
+- Diagrams are rendered as SVG images
+
+### Git Operations
+- Use fetch_pull_request to get detailed PR information
+- Includes title, description, diff, and commit details
+- Useful for understanding code changes and context
+
+## Best Practices
+- Batch tool calls when possible for better performance
+- Always read files before editing them
+- Use appropriate tools for the task at hand
+- Follow the user's coding rules and preferences
+- Maintain code quality and avoid creating duplicate implementations