Repo-wide semantic indexing (Tree-sitter AST / LSP), shadow workspaces, multi-file atomic edits, secure terminal execution, and automated PR review pipelines.
AST-aware semantic code graph retrieval via Tree-sitter & LSP, cross-module dependency analysis, shadow workspace test pre-runs, and atomic diff merging.
Long-horizon autonomous planning (Claude Code/Devin), secure sandbox terminal execution with human approvals, automated test-driven repair, and GitHub PR review automation.