diff --git a/CLAUDE.md b/CLAUDE.md
index 7fdba2e..07a1b8d 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -4,14 +4,15 @@ University administrative cost benchmarking project using public data (IRS 990,
 
 ## Project status
 
-Currently in planning. Phase 1 (Data Acquisition) is planned but not yet built. See `phase1_plan.md` for the full implementation plan and `administrative_analytics_scope_v0.1.md` for project scope.
+Phase 1 (data acquisition) and the dashboard are built and deployed at adminalytics.org. The CLI ingests IPEDS, IRS 990, BLS CPI-U, EADA athletics, and a staff-directory scrape into DuckDB; the Dash dashboard has tabs for overview, compensation, staffing, current headcount, endowment, philanthropy, athletics, and about. Next planned iteration: peer/AAU institution comparisons.
 
 ## Architecture
 
 - **Language:** Python
-- **Database:** DuckDB for Phase 1 (single-file, zero-config). Migrate to PostgreSQL in Phase 3 when the dashboard needs concurrent access.
+- **Database:** DuckDB (single-file, zero-config). The dashboard opens it read-only; migrating to PostgreSQL is an option if concurrent writes become necessary.
 - **Package manager:** uv
-- **CLI framework:** typer or click (TBD)
+- **CLI framework:** typer
+- **Dashboard:** Dash + Plotly, served by gunicorn in production
 - **Testing:** pytest
 
 ## Data sources
@@ -22,7 +23,7 @@ Currently in planning. Phase 1 (Data Acquisition) is planned but not yet built.
 | IPEDS | CSV bulk downloads | Institution directory (HD), finance by function (F1A/F2), staffing (S/SAL), enrollment (EF) |
 | EADA (Equity in Athletics) | Excel via ope.ed.gov/athletics API | Athletics expenses by sport, coaching salaries, participants (keyed by UNITID, FY2007+) |
 | BLS CPI-U | Flat file or API | Consumer Price Index for inflation-adjusted compensation analysis |
-| Admin office web pages (stretch) | HTML scraping | Staff directory headcounts |
+| Admin office web pages | HTML scraping | Staff directory headcounts |
 
 ## Key concepts
 
@@ -33,7 +34,7 @@ Currently in planning. Phase 1 (Data Acquisition) is planned but not yet built.
 - IRS 990 XML schemas change across tax years. Use the Master Concordance File or IRSx library to handle XPath variations.
 - IPEDS variable names change across years. Always parse the accompanying data dictionary; never hardcode variable names.
 
-## Planned project structure
+## Project structure
 
 ```
 src/admin_analytics/
@@ -43,7 +44,10 @@ src/admin_analytics/
   irs990/       # 990 download, XML parsing, Schedule J extraction, university filtering
   ipeds/        # IPEDS download, dictionary parsing, finance/HR/enrollment loading
   bls/          # CPI-U fetcher and loader
-  scraper/      # Stretch: admin office headcount scraper
+  eada/         # EADA athletics download and loader
+  scraper/      # Admin office staff-directory headcount scraper
+  dashboard/    # Dash app (app.py), queries, components, pages/, assets/, wsgi.py
+  validation.py # Data validation checks
 data/raw/       # Downloaded files (gitignored)
 tests/
   fixtures/     # Sample XML/CSV files for tests
@@ -51,15 +55,21 @@ tests/
 
 ## Build & run
 
-Not yet implemented. When built, the CLI will support:
 ```
-admin-analytics ingest ipeds --year-range 2005-2024
-admin-analytics ingest irs990 --year-range 2005-2024
-admin-analytics ingest cpi
-admin-analytics ingest eada --year-range 2007-2025
-admin-analytics ingest all
+uv run admin-analytics ingest ipeds --year-range 2005-2024
+uv run admin-analytics ingest irs990 --year-range 2019-2025
+uv run admin-analytics ingest cpi
+uv run admin-analytics ingest eada --year-range 2007-2025
+uv run admin-analytics ingest scrape
+uv run admin-analytics ingest all
+uv run admin-analytics validate
+uv run admin-analytics dashboard            # dev server on 127.0.0.1:8050
+uv run gunicorn -w 2 -b 127.0.0.1:8050 admin_analytics.dashboard.wsgi:server
+uv run pytest
 ```
 
+Restart the dashboard after ingesting; it holds read-only DuckDB connections.
+
 ## Conventions
 
 - Raw data tables are prefixed with `raw_` (e.g., `raw_institution`, `raw_990_schedule_j`)