…yContext

• Replace LLM Navigation with LLM Agent Navigation that uses commands (ls, cd, cat, find, grep) for tree traversal
• Add QueryContext import and update query examples to use new API
• Change 'What's Next?' to 'How It Works' with detailed workflow steps
• Update architecture diagrams to reflect Evidence-based results instead of Answer
• Add Navigation Index stage to indexing pipeline with NavEntry + ChildRoute data
• Update Orchestrator description with DocCards review and evidence formatting
• Expand Worker section with command details, navigation strategy, and dynamic re-planning
• Add DocCard Catalog explanation for multi-document optimization
• Update cross-document graph with background task implementation
• Revise summary strategies to reflect Worker agent usage
• Simplify getting started examples by removing unnecessary checks
• Update introduction with agent navigation terminology
• Replace search algorithms with worker navigation commands and strategies
• Consolidate retrieval strategies into unified agent-based approach

Summary

Changes

Checklist

• Code compiles (cargo build)
• Tests pass (cargo test --lib --all-features)
• No new clippy warnings (cargo clippy --all-features)
• Public APIs have documentation comments
• Python bindings updated (if Rust API changed)

Notes