I have conducted the final QA review for the US report (`educational_planning_us.md`) in accordance with the `research-critism` guidelines. 

### Final QA Grade: **B** (Not verified, revisions required)

### What I Did
1. **Reviewed the US Report (`educational_planning_us.md`)**: Checked against the required QA checklist (APA 7 citations, internal database pointers, JD/Credentials quality, organization structures, and formatting constraints).
2. **Consulted the `research-critism` Skill**: Examined the criteria for the criticism process (EIC, Methodology, Domain, Perspective, Devil's Advocate roles, formatting rules like the hyphen prohibition, and data checks).
3. **Generated the Evaluation Report**: Drafted a comprehensive, multi-perspective evaluation report incorporating structural findings and 5 specific reviewer roles, saving it at `/opt/ai-os/products/ceo/content/research/educational_planning_positions/master_reports/review_us_v2.md`.
4. **Halted Pipeline**: Did not advance the pipeline and left the status as "Dừng pipeline. Chờ sửa lỗi (Grade B)" pending required edits from R&D.

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### Main Findings & Gaps in the US Report
- **Missing Local File References**: The report points to a Tailscale URL instead of listing the actual offline source documents (e.g., `nd_ospir_bailey.html`, `harvard_oira_mission.html`) present in the `sources/us/` directory.
- **Incomplete School JDs**: Gaps remain for 3 out of the 8 universities listed in Chapter 1 (specifically: Ole Miss, URI, FSU).
- **Lack of In-text Citations**: Although a reference list is present at the end, there are no inline citations (e.g., `(Harvard University, n.d.)`) validating specific claims.
- **Hyphen Rule Violation**: The document still extensively uses hyphens (`-`) for lists, which violates the `research-critism` rule of replacing hyphens in prose and listings with asterisks (`*`) or numbered lists.
- **Unverified Competency Rubric**: The competency table in Chapter 7 is scored subjectively without being explicitly anchored to criteria in the JDs.

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### Files Created
- `/opt/ai-os/products/ceo/content/research/educational_planning_positions/master_reports/review_us_v2.md` containing the detailed evaluation and specific fix instructions for the R&D team.