Resolution favours main for all conflicts (new orchestrator shape with
artifacts/file_names/conversation_history/resume_with, WorkflowOutcome
enum, RAG, ledger agent, deleted engine/config/.env.example).
Re-wires our three form-fill agents (FormAnalyserAgent, FormFillerAgent,
DocumentExtractorAgent) into the new app layout:
- contracts/__init__.py: adds form-fill exports to __all__
- api/dependencies.py: adds get_form_analyser_agent / get_form_filler_agent / get_document_extractor_agent
- api/app.py: instantiates the three agents in lifespan and registers form_fill_router
- api/routes/__init__.py: exports form_fill_router
- tests/test_stirling_api.py: imports and registers form-fill stubs
- tests/test_stirling_contracts.py: adds back KnowledgeUpdateResponse discriminator test
Form fill remains accessible via its own endpoints (/api/v1/form/ai/analyse,
/fill-batch, /extract). Not wired as an orchestrator delegate — following
main's pattern where orchestrator only routes pdf_edit/pdf_question/user_spec
/math_auditor.
Follow-ups still needed:
- Thread conversation_history into form-fill agent prompts
- Align form-fill response outcomes with WorkflowOutcome enum
- Decide whether engine should return ToolOperationStep plans (main's
new pattern per #6116) or keep returning fill values directly
All 127 engine tests pass.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
# Description of Changes
Redesign the Python AI engine to be properly agentic and make use of
`pydantic-ai` instead of `langchain` for correctness and ergonomics.
This should be a good foundation for us to build our AI engine on going
forwards.
