diff --git a/AGENTS.md b/AGENTS.md
index 05df0dc..5c54ed7 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -6,7 +6,7 @@ Two tools scan the Vexanium blockchain voters table for accounts whose only vote
 
 - Node reference script: `node get_voters.js` (no deps, Node 18+).
 - Python tool (production): `./venv/bin/python get_voters.py`. venv is Python 3.12, deps `requests` + `flask` + `python-dotenv` (`requirements.txt`). Install with `./venv/bin/pip install -r requirements.txt`.
-- Web dashboard (read-only, reads `voters.db`): production `./venv/bin/gunicorn -c gunicorn.conf.py dashboard:app` → http://127.0.0.1:5000/ (run from repo dir). `gunicorn.conf.py` imports `config` → `.env` honored; `DASH_WORKERS` (default 2) controls workers, `DASH_HOST`/`DASH_PORT` the bind. Dev server (single-process) still works via `./venv/bin/python dashboard.py`. Paged 50/page, sorted `staked DESC`, live owner search (`/api/search`). Data freshness comes from the daily scan run — the dashboard never scans.
+- Web dashboard (read-only, reads `voters.db`): production `./venv/bin/gunicorn -c gunicorn.conf.py dashboard:app` → http://127.0.0.1:5000/ (run from repo dir). Easier: `./run.sh` (same command, works from any cwd, `$@` passed through). `gunicorn.conf.py` imports `config` → `.env` honored; `DASH_WORKERS` (default 2) controls workers, `DASH_HOST`/`DASH_PORT` the bind. Dev server (single-process) still works via `./venv/bin/python dashboard.py`. Paged 50/page, sorted `staked DESC`, live owner search (`/api/search`). Data freshness comes from the daily scan run — the dashboard never scans.
 - Config: all tunables load from env / `.env` via `config.py` (python-dotenv): `VEX_TARGET_BP`, `VEX_API_NODE`, `VEX_DB_PATH`, `VEX_MIN_STAKED_VEX`, `DASH_PAGE_SIZE`, `DASH_HOST`, `DASH_PORT`, `DASH_WORKERS`, `VEX_STALE_DAYS`, `DATABISNIS_API`, `DASH_LIQUID_TTL`. Copy `.env.example` → `.env` to override; `.env` is gitignored. Chain constants (`vexcore`/scope/table) stay hardcoded.
 - Syntax check: `node --check get_voters.js`, `./venv/bin/python -m py_compile config.py get_voters.py dashboard.py gunicorn.conf.py test_get_voters.py test_dashboard.py`.
 - Tests (the verification oracles): `./venv/bin/python test_get_voters.py` and `./venv/bin/python test_dashboard.py` must both exit 0. They mock the network / use a temp DB — the live node is too flaky/slow for a full-scan test. Run after touching the relevant file.
@@ -30,7 +30,8 @@ Two tools scan the Vexanium blockchain voters table for accounts whose only vote
 - `get_voters.py` — production fetcher: scan → filter (stake + freshness, basi dibuang) → SQLite `voters.db` (each run replaces the table = daily snapshot, with `scanned_at` + derived `last_vote`; never appends history).
 - `get_voters.js` — reference implementation only.
 - `dashboard.py` + `templates/index.html` + `static/style.css` + `static/app.js` — Flask web dashboard; reads `voters.db`, styled per `DESIGN.md`; `app.js` = debounced live owner search (fetch `/api/search`), degrades to the server-side `?q=` GET form if JS is off.
-- `config.py` — loads env/`.env` (python-dotenv) → `TARGET_BP`, `API_NODE`, `DB_PATH`, `MIN_STAKED_VEX`, `PAGE_SIZE`, `DASH_HOST`, `DASH_PORT`, `DASH_WORKERS`, `VEX_STALE_DAYS`; shared by get_voters & dashboard.
+- `gunicorn.conf.py` — gunicorn production config (bind/workers from `config`, sync worker). `run.sh` — launcher: `./run.sh` = `./venv/bin/gunicorn -c gunicorn.conf.py dashboard:app` from any cwd.
+- `config.py` — loads env/`.env` (python-dotenv) → `TARGET_BP`, `API_NODE`, `DB_PATH`, `MIN_STAKED_VEX`, `PAGE_SIZE`, `DASH_HOST`, `DASH_PORT`, `DASH_WORKERS`, `VEX_STALE_DAYS`, `DATABISNIS_API`, `DASH_LIQUID_TTL`; shared by get_voters & dashboard.
 - `DESIGN.md` — Bugatti austere style guide; the dashboard's CSS maps its tokens (canvas #000000, hairline #262626, weight 400 everywhere, fonts Saira Condensed / EB Garamond / JetBrains Mono).
 - `voters.db` — SQLite output (daily snapshot, gitignored in spirit).
 
diff --git a/run.sh b/run.sh
new file mode 100755
index 0000000..00d058a
--- /dev/null
+++ b/run.sh
@@ -0,0 +1,12 @@
+#!/usr/bin/env bash
+# Jalankan dashboard produksi dengan gunicorn (mudah).
+# Konfigurasi dari `.env` / env: DASH_HOST, DASH_PORT, DASH_WORKERS, dll.
+set -euo pipefail
+cd "$(dirname "$0")"
+
+if [ ! -x ./venv/bin/gunicorn ]; then
+  echo "venv belum siap. Jalankan: ./venv/bin/pip install -r requirements.txt" >&2
+  exit 1
+fi
+
+exec ./venv/bin/gunicorn -c gunicorn.conf.py dashboard:app "$@"