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Major enhancements:
- Implemented API-based repository downloader for REST API endpoints
- Reorganized repository configs into individual per-provider YAML files
- Added codename resolution system for Ubuntu/Debian version mapping
- Enhanced override validation framework for provider-specific configs
- Implemented weekly version update automation with cron support
- Added comprehensive testing for new features
- Enhanced documentation with guides for repositories and automation

Breaking changes:
- Repository configuration structure changed from monolithic to per-provider files
- Repository schema enhanced with API endpoint support

Fixes:
- Fixed API repository cache update logic
- Improved codename resolution for Ubuntu/Debian
- Enhanced path utilities for cross-platform compatibility
- Support multiple instances of same provider type (e.g., ollama_qwen3, ollama_deepseek)
- Add provider type extraction from config or name prefix
- Enhance provider validation with validate_provider_name() method
- Add comprehensive multi-provider-guide.md documentation
- Update configuration guide with multi-provider examples
- Improve LLM provider manager initialization logic
- Add quality score format option for automation
- Add test sets and software lists for LLM comparison
- Update schemas and CLI commands for better provider handling
- Implement RpmParser class for parsing RPM repository metadata (primary.xml)
- Add support for DNF/YUM repositories with automatic decompression
- Fix repository URL handling and metadata parsing issues
- Enhance universal downloader with improved error handling
- Add test script for RPM parser validation
- Update repository configurations for better reliability
- Add comprehensive documentation of repository fixes and implementation
- Add relevance scoring system for search results (exact match: 100, prefix: 50, contains: 25, description: 5)
- Implement round-robin result interleaving for multi-repository diversity
- Add deduplication of packages within each repository (same name+version)
- Refactor search to apply limit at manager level for better efficiency
- Fix cache entry data access (packages -> data attribute)
- Improve search result quality and user experience
…ncements

- Added saidata metadata section to schema 0.3 with model, generation_date, generation_time, test_date, and human_review_date fields
- Enhanced generation engine to automatically inject metadata during saidata generation
- Updated CLI commands (generate, update, batch) to pass model name for metadata tracking
- Added saidata/ directory to .gitignore to prevent accidental commits
- Updated devcontainer base image from Python 3.11-slim to Ubuntu 24.04
- Fixed git auto-commit hook to use --no-pager flag for git diff
…oviderdata integration

- Added multi-provider testing strategy for testing apt, dnf, pip, gem, npm, brew, source, binary, script on same platform
- Integrated saigen repository cache for package metadata discovery
- Unified installation tool using providerdata commands instead of hardcoded provider-specific tools
- Added provider extensibility - new providers automatically supported when providerdata added
- Enhanced data models with provider field in Observation and PlatformResult
- Added OS-specific override generation (default.yaml + os/version.yaml structure)
- Added find_config_files system inspection tool
- Added 7 new requirements (13-20) covering multi-provider, saigen integration, providerdata, and OS overrides
- Updated design.md with detailed providerdata integration implementation
- Updated requirements.md with comprehensive acceptance criteria
- Add Observation model for verification observations with provider field
- Add PlatformResult model for platform-specific test results
- Add VerificationState TypedDict for agent state management
- Implement provider tracking (current_provider, provider_combinations, package_versions)
- Add expected_dependencies dictionary for dependency validation
- Create helper function create_initial_state() for state initialization
- Update package exports in __init__.py files
- Mark tasks 2 and 2.1 as complete in specification
- Add ContainerManager class for Docker lifecycle management
- Add ContainerWrapper for container operations (exec, read_file, list_files)
- Implement spawn_container context manager with automatic cleanup
- Add platform-to-image mapping for 14 Linux distributions
- Include comprehensive error handling and timeout support
- Mark tasks 3 and 3.1 as complete in saitest specification
- Add FilesystemMonitor class for tracking installation changes
- Implement baseline capture and change detection methods
- Add service file and binary discovery methods
- Include comprehensive test suite with 9 test cases
- Mark task 4 complete in saitest specification
…rdata integration

- Added ProviderCommandExecutor class for unified provider command execution
- Integrated with sai's ProviderLoader and TemplateEngine for consistency
- Implemented install and test command resolution with template substitution
- Added comprehensive provider validation and error handling
- Marked tasks 5 and 5.1 as complete in saitest specification
…ph integration

- Created saitest/tools/package.py with install_package LangGraph tool
- Integrated ProviderCommandExecutor, FilesystemMonitor, and ContainerManager
- Returns structured observations for files, services, binaries, and packages
- Added langchain-core dependency for LangGraph tool decorator
- Comprehensive test suite in tests/saitest/tools/
- Updated CHANGELOG.md with implementation details
- Marked task 6 as complete in saitest specification
- Add inspect_service tool for systemd service status checking
- Add check_listening_ports tool for network port discovery
- Add find_config_files tool for configuration file location
- Export all system tools from saitest/tools/__init__.py
- Mark task 7 as complete in saitest specification
- Update CHANGELOG with system inspection tools implementation
…er support

- Add RepositoryIntegration class for querying saigen repository cache
- Implement provider discovery with repository data validation
- Add multi-step command support in ProviderCommandExecutor
- Export repository integration functions in utils __init__
- Update CHANGELOG with new features
- Mark tasks 8 and 8.1 as complete in specification
- Added platform_selection_agent for LangGraph workflow
- Supports user-specified platforms or LLM-based selection
- Generates platform-provider combinations for testing
- Updated agents __init__.py to export new functions
- Marked tasks 10 and 10.1 complete in specification
- Updated CHANGELOG with platform selection agent details
…flow

- Add installation_agent function for executing software installations
- Integrate install_package tool with LLM for automated installation
- Create Observation and PlatformResult objects from installation results
- Implement get_next_combination for iterating through test combinations
- Add comprehensive test suite with success, failure, and edge cases
- Update package exports and mark task 11 complete in specification
…a file generation

- Add generation_agent() for creating default.yaml and OS-specific overrides
- Implement write_saidata_files() for hierarchical directory structure
- Add comprehensive test suite for generation agent
- Update tasks.md marking tasks 13 and 13.1 as complete
- Export generation agent functions in __init__.py
…, configuration, documentation, and testing

- Implemented CLI with verify and test commands
- Added run_verification() function as main workflow entry point
- Created config.yaml with default settings
- Added comprehensive documentation (README, architecture, CLI reference)
- Created unit and integration test suites
- Updated task completion status (tasks 16-22 marked complete)
- Add saitest to GitHub Actions workflows (build-and-test.yml, ci.yml)
- Update build, install, and publish scripts to include saitest
- Add saitest CLI entry point to root pyproject.toml
- Fix circular import in saitest/core/__init__.py
- Create test fixtures directory with mock data
- Mark tasks 23 and 24 complete in saitest specification
- Update CHANGELOG with integration details
- Added centralized logging configuration with structured logging and progress indicators
- Enhanced all agents with comprehensive try-catch blocks and graceful error handling
- Added timeout handling for Docker operations (pull, startup, filesystem scans)
- Optimized filesystem monitoring with batch operations and configurable timeouts
- Improved container management with better error recovery and cleanup
- Added operation completion logging with duration tracking
- Updated CLI with structured logging and optional log file output
- Enhanced config.yaml with timeout settings for containers and filesystem
- Added progress indicators for long-running operations
- Updated CHANGELOG with saitest error handling improvements
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