Shuttles Radar Ast

• Use Case: Focusing on a specific function implementation identified via get_file_skeleton.
• Mandate: Use exact line ranges to stay within context limits.

4. The TOON Response Protocol

Mandatory for list-based analysis. When returning lists of files, search results, or structural mappings, use the TOON (Array of Arrays) format to minimize boilerplate keys.

5. summarize_logic_local [REQUIRES LOCAL GPU/Ollama]

• Use Case: Explaining "How it works" for complex logic.
• Protocol: Mandatory for any file > 300 lines or complex logic blocks. Use this to offload long-form analysis to the local RTX 3060 (Ollama), then synthesize the result for the user.

Strategic Workflow

graph TD
    Start[User Query] --> Tree[get_dir_tree]
    Tree --> Find[Find Relevant Files]
    Find --> Skeleton[get_file_skeleton]
    Skeleton --> Decide{Complex?}
    Decide -- Yes --> Summarize[summarize_logic_local]
    Decide -- No --> Read[read_specific_lines]
    Summarize --> Apply[Implement / Fix]
    Read --> Apply

Anti-Patterns

• Full Reading: Using view_file on 500+ line files without a skeleton review.
• Manual Summary: Trying to explain a 1000-line file manually instead of using _local tools.