diff --git a/deploy/systemd/astrape-oracle.service b/deploy/systemd/astrape-oracle.service
new file mode 100644
index 0000000..7faf4d0
--- /dev/null
+++ b/deploy/systemd/astrape-oracle.service
@@ -0,0 +1,19 @@
+[Unit]
+Description=Astrape Energy Oracle Forecast Snapshots
+After=network-online.target
+Wants=network-online.target
+
+[Service]
+Type=simple
+User=gibil
+Group=gibil
+WorkingDirectory=/srv/astrape
+Environment=PYTHONUNBUFFERED=1
+Environment=PYTHONDONTWRITEBYTECODE=1
+Environment=ASTRAPE_ORACLE_POLL_SECONDS=300
+ExecStart=/srv/astrape/.venv/bin/python -m astrape_oracle.scripts.daemons.oracle_daemon
+Restart=always
+RestartSec=10
+
+[Install]
+WantedBy=multi-user.target
diff --git a/deploy/systemd/astrape-usage-tcn-training.service b/deploy/systemd/astrape-usage-tcn-training.service
new file mode 100644
index 0000000..199a50a
--- /dev/null
+++ b/deploy/systemd/astrape-usage-tcn-training.service
@@ -0,0 +1,22 @@
+[Unit]
+Description=Astrape Usage TCN Adaptive Training
+After=network-online.target
+Wants=network-online.target
+
+[Service]
+Type=oneshot
+User=gibil
+Group=gibil
+WorkingDirectory=/srv/astrape
+Environment=PYTHONUNBUFFERED=1
+Environment=PYTHONDONTWRITEBYTECODE=1
+# This host is a Xeon E5-2650 v2: no AVX2, no FMA. Torch dispatches kernels it
+# cannot execute and dies with SIGILL inside Adam, so force the scalar path.
+# The real fix is external_tcn on a GPU host; this keeps the local run alive
+# until the scheduler is pointed at it.
+Environment=ATEN_CPU_CAPABILITY=default
+# Training competes with a 5-second Modbus poll on 8 cores. Leave headroom.
+Environment=OMP_NUM_THREADS=4
+Environment=MKL_NUM_THREADS=4
+Nice=10
+ExecStart=/srv/astrape/.venv/bin/python -m astrape_oracle.scripts.tcn.schedule
diff --git a/deploy/systemd/astrape-usage-tcn-training.timer b/deploy/systemd/astrape-usage-tcn-training.timer
new file mode 100644
index 0000000..9babec2
--- /dev/null
+++ b/deploy/systemd/astrape-usage-tcn-training.timer
@@ -0,0 +1,11 @@
+[Unit]
+Description=Run Astrape Usage TCN Adaptive Training Nightly
+
+[Timer]
+OnCalendar=*-*-* 03:20:00
+Persistent=true
+RandomizedDelaySec=20m
+Unit=astrape-usage-tcn-training.service
+
+[Install]
+WantedBy=timers.target
diff --git a/deploy/systemd/astrape-weather-forecast.service b/deploy/systemd/astrape-weather-forecast.service
new file mode 100644
index 0000000..7ca5576
--- /dev/null
+++ b/deploy/systemd/astrape-weather-forecast.service
@@ -0,0 +1,19 @@
+[Unit]
+Description=Astrape Weather Forecast Ingest
+After=network-online.target
+Wants=network-online.target
+
+[Service]
+Type=simple
+User=gibil
+Group=gibil
+WorkingDirectory=/srv/astrape
+Environment=PYTHONUNBUFFERED=1
+Environment=PYTHONDONTWRITEBYTECODE=1
+
+ExecStart=/srv/astrape/.venv/bin/python -m astrape_oracle.scripts.daemons.weather_forecast_daemon
+Restart=always
+RestartSec=10
+
+[Install]
+WantedBy=multi-user.target
diff --git a/deploy/systemd/astrape-weather-station.service b/deploy/systemd/astrape-weather-station.service
new file mode 100644
index 0000000..ac42e55
--- /dev/null
+++ b/deploy/systemd/astrape-weather-station.service
@@ -0,0 +1,20 @@
+[Unit]
+Description=Astrape Local Weather Station Ingest
+After=network-online.target
+Wants=network-online.target
+
+[Service]
+Type=simple
+User=gibil
+Group=gibil
+WorkingDirectory=/srv/astrape
+Environment=PYTHONUNBUFFERED=1
+Environment=PYTHONDONTWRITEBYTECODE=1
+Environment=ECOWITT_GW3000_HOST=10.24.88.176
+Environment=ECOWITT_GW3000_POLL_SECONDS=60
+ExecStart=/srv/astrape/.venv/bin/python -m astrape_oracle.scripts.daemons.weather_station_daemon
+Restart=always
+RestartSec=10
+
+[Install]
+WantedBy=multi-user.target