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feat: add hierarchical orchestration with web search (integrates PR #44) (#46)
Unverified signature* feat: add hierarchical orchestration with web search (from PR #44) Based on contribution by @EmployeeNo427 with fixes: New features: - WebSearchTool using DuckDuckGo for web searches - SubIterationMiddleware for research loop pattern - HierarchicalOrchestrator with judge-based refinement - RetrievalAgent for web-based evidence gathering - CodeExecutorAgent for Modal sandbox execution - LLMSubIterationJudge for LLM-based assessment - src/state/ package for state management Fixes applied: - Added chroma_db/ to .gitignore (was committed as binaries) - Added structlog logging per coding guidelines - Added pytest markers to new tests - Fixed silent exception swallowing in orchestrator - Preserved dual-mode architecture from PR #45 - Added "web" to SourceName type - Fixed mypy type errors Co-authored-by: EmployeeNo427 <45109567+EmployeeNo427@users.noreply.github.com> * fix: resolve mypy type errors in middleware and agents * fix: remove type argument from SubIterationTeam --------- …20f762e
