### expert_build/cli.py
VERDICT: PASS
CORRECTNESS: VALID
SPEC_COMPLIANCE: N/A
ISSUE_COMPLIANCE: N/A
BELIEF_COMPLIANCE: CONSISTENT
TEST_COVERAGE: COVERED
INTEGRATION: WIRED
REASONING: The `pipeline` command is correctly registered with its corresponding sub-parser and arguments. The command mapping in the `commands` dictionary correctly uses the existing `_lazy` loading mechanism, ensuring integration with the CLI's execution flow.
---

### expert_build/pipeline.py
VERDICT: PASS
CORRECTNESS: VALID
SPEC_COMPLIANCE: N/A
ISSUE_COMPLIANCE: N/A
BELIEF_COMPLIANCE: CONSISTENT
TEST_COVERAGE: COVERED
INTEGRATION: WIRED
REASONING: This file provides a robust orchestration layer for the EEM construction workflow. It modularizes each stage (Ingest, Summarize, Extract, Derive, Review, Repair, Deduplicate, Export) and reuses existing logic by importing command functions and passing them simulated `args` via `SimpleNamespace`. The convergence logic (`invalid_count == 0 and added == 0`) is sound and prevents unnecessary LLM calls.
---

### expert_build/propose.py
VERDICT: PASS
CORRECTNESS: VALID
SPEC_COMPLIANCE: N/A
ISSUE_COMPLIANCE: N/A
BELIEF_COMPLIANCE: CONSISTENT
TEST_COVERAGE: COVERED
INTEGRATION: WIRED
REASONING: The addition of `auto_accept_proposals` is a simple but necessary utility for the automated pipeline. It uses regex to safely transition proposals to an accepted state for programmatic ingestion.
---

### tests/test_pipeline.py
VERDICT: PASS
CORRECTNESS: VALID
SPEC_COMPLIANCE: N/A
ISSUE_COMPLIANCE: N/A
BELIEF_COMPLIANCE: CONSISTENT
TEST_COVERAGE: COVERED
INTEGRATION: WIRED
REASONING: The test suite is comprehensive, covering both individual stages and the full pipeline orchestration. It effectively uses `pytest` fixtures for workspace isolation and `unittest.mock` to simulate LLM and library responses, ensuring that the complex logic in `pipeline.py` is fully verified.
---

### uv.lock
VERDICT: PASS
CORRECTNESS: VALID
SPEC_COMPLIANCE: N/A
ISSUE_COMPLIANCE: N/A
BELIEF_COMPLIANCE: CONSISTENT
TEST_COVERAGE: N/A
INTEGRATION: WIRED
REASONING: The lockfile update correctly bumps `ftl-reasons` to `0.43.0`, which is required for the `research` and `review_beliefs` APIs used in the new pipeline.
---

### SELF_REVIEW
LIMITATIONS: I was able to verify the integration of the pipeline with the rest of the project by checking the full function bodies of the called commands (`cmd_fetch_docs`, `cmd_summarize`, etc.) in the observations. The test coverage is excellent and directly addresses the new logic.
---
