diff --git a/pyproject.toml b/pyproject.toml
index 9135b32..ad9b08f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,7 +3,10 @@ name = "dashboards"
 version = "0.1.0"
 description = "Homelab dashboards on one domain: system resources, LLM engines, and UPS battery health"
 readme = "README.md"
-requires-python = ">=3.13"
+# 3.14 is what the Containerfile, the venv, and the fleet agent's tests run on. The floor
+# is deliberately hard: 3.13 would resolve a different lock and CI would test a stack nobody
+# deploys.
+requires-python = ">=3.14"
 # Deliberately small. Everything we collect is either our own agent's JSON (stdlib only,
 # see agent/host_agent.py) or an upstream Prometheus exposition parsed by our own parser
 # (src/dashboards/prom.py). No prometheus_client, no Grafana, no CDN, no bundler.
@@ -40,6 +43,11 @@ packages = ["src/dashboards"]
 [tool.pytest.ini_options]
 testpaths = ["tests"]
 addopts = "-q --strict-markers"
+markers = [
+    # `-m live --live` runs them; without --live they SKIP, so `uv run pytest` stays
+    # network-free. See tests/test_live_fleet.py for the env vars each one needs.
+    "live: needs real hardware (fleet hosts, LLM engines, or upsd) — opt in with --live",
+]
 # auto: async tests run without a decorator on every single one
 asyncio_mode = "auto"
 filterwarnings = ["error::DeprecationWarning"]
@@ -54,7 +62,7 @@ skip_covered = false
 
 [tool.ruff]
 line-length = 110
-target-version = "py313"
+target-version = "py314"
 src = ["src", "tests", "agent"]
 
 [tool.ruff.lint]
@@ -67,5 +75,5 @@ ignore = ["E501"]
 
 [tool.pyright]
 include = ["src", "tests"]
-pythonVersion = "3.13"
+pythonVersion = "3.14"
 typeCheckingMode = "standard"
diff --git a/scripts/dev-tunnels.sh b/scripts/dev-tunnels.sh
index 97286ea..d438e43 100755
--- a/scripts/dev-tunnels.sh
+++ b/scripts/dev-tunnels.sh
@@ -1,13 +1,16 @@
 #!/usr/bin/env bash
-# Dev-only: run agent/host_agent.py on each monitored host and forward it to localhost,
-# so `make dev` on the laptop sees live fleet data without opening a single port.
+# Dev-only: reach live services on each host from the laptop without opening a single port.
 #
 #   ./scripts/dev-tunnels.sh start|stop|status|restart
 #
-# Each tunnel is  ssh -L <local>:127.0.0.1:<remote-port>  <host> 'python3 agent/host_agent.py'
-# and restarts itself if the link drops. Production is the opposite: deploy/install-agent.sh
-# installs a systemd unit that binds the LAN address with a bearer token, and the dashboard
-# dials it directly.
+# DEV_TUNNELS  starts agent/host_agent.py remotely and forwards it:
+#              ssh -L <local>:127.0.0.1:<rport> <host> 'python3 host_agent.py --port <rport>'
+# DEV_FORWARDS forwards a service that is already listening remotely (e.g. upsd on 3493):
+#              nothing is started over there, the port just appears on localhost.
+#
+# Both supervise themselves: a dropped link retries every 5s. Production is the opposite —
+# deploy/install-agent.sh installs a systemd unit that binds the LAN address with a bearer
+# token, and the dashboard dials it directly.
 set -uo pipefail
 
 ROOT="$(cd "$(dirname "$0")/.." && pwd)"
@@ -22,21 +25,33 @@ AGENT_COMMAND="${AGENT_COMMAND:-python3 host_agent.py}"
 # stays portable and holds no hostnames of ours.
 [ -f "$ROOT/.env.dev" ] && . "$ROOT/.env.dev"
 DEV_TUNNELS="${DEV_TUNNELS:-}"
-if [ -z "$DEV_TUNNELS" ]; then
-  echo "no DEV_TUNNELS set — copy .env.dev.example to .env.dev first"; exit 2
+DEV_FORWARDS="${DEV_FORWARDS:-}"
+if [ -z "$DEV_TUNNELS" ] && [ -z "$DEV_FORWARDS" ]; then
+  echo "no DEV_TUNNELS or DEV_FORWARDS set — copy .env.dev.example to .env.dev first"; exit 2
 fi
 TUNNELS=()
 for entry in $DEV_TUNNELS; do
   # 9121:driveripper-ops:9120 -> "9121 driveripper-ops 9120"
   TUNNELS+=("$(echo "$entry" | tr ':' ' ')")
 done
+FORWARDS=()
+for entry in $DEV_FORWARDS; do
+  FORWARDS+=("$(echo "$entry" | tr ':' ' ')")
+done
 
 mkdir -p "$RUN" "$LOGS"
 
 start() {
   for spec in "${TUNNELS[@]}"; do
     read -r local host remote <<<"$(echo "$spec" | tr -s ' ')"
-    pidfile="$RUN/$host.pid"
+    # pidfiles are named by host AND port: one host can carry an agent tunnel plus an upsd
+    # forward. The older host-only name is cleared so a restart does not double-bind.
+    pidfile="$RUN/$host-$local.pid"
+    if [ -f "$RUN/$host.pid" ] && kill -0 "$(cat "$RUN/$host.pid")" 2>/dev/null; then
+      pkill -P "$(cat "$RUN/$host.pid")" 2>/dev/null
+      kill "$(cat "$RUN/$host.pid")" 2>/dev/null
+    fi
+    rm -f "$RUN/$host.pid"
     if [ -f "$pidfile" ] && kill -0 "$(cat "$pidfile")" 2>/dev/null; then
       echo "  $host already tunnelling on :$local (pid $(cat "$pidfile"))"
       continue
@@ -64,12 +79,42 @@ EOF
     echo $! >"$pidfile"
     echo "  $host -> http://127.0.0.1:$local (pid $!)"
   done
+
+  # Plain forwards: `-N` because there is no remote command to run, and nothing to clean up
+  # over there when the link goes.
+  for spec in "${FORWARDS[@]}"; do
+    read -r local host remote <<<"$(echo "$spec" | tr -s ' ')"
+    pidfile="$RUN/$host-$local.pid"
+    if [ -f "$pidfile" ] && kill -0 "$(cat "$pidfile")" 2>/dev/null; then
+      echo "  $host:$remote already forwarded on :$local (pid $(cat "$pidfile"))"
+      continue
+    fi
+    cat > "$RUN/$host-$local.sh" <<EOF
+#!/usr/bin/env bash
+# generated by scripts/dev-tunnels.sh — do not edit, it is rewritten on every start
+while true; do
+  ssh -n -N -o ServerAliveInterval=30 -o ServerAliveCountMax=4 -o ExitOnForwardFailure=yes \
+      -L $local:127.0.0.1:$remote "$host"
+  echo "[forward] $host:$remote dropped at \$(date -Is) (exit \$?); retrying in 5s"
+  sleep 5
+done
+EOF
+    chmod +x "$RUN/$host-$local.sh"
+    nohup "$RUN/$host-$local.sh" >>"$LOGS/tunnel-$host-$local.log" 2>&1 &
+    echo $! >"$pidfile"
+    echo "  $host:$remote -> 127.0.0.1:$local (pid $!)"
+  done
 }
 
 stop() {
   for spec in "${TUNNELS[@]}"; do
     read -r local host remote <<<"$(echo "$spec" | tr -s ' ')"
-    pidfile="$RUN/$host.pid"
+    pidfile="$RUN/$host-$local.pid"
+    if [ -f "$RUN/$host.pid" ]; then
+      pkill -P "$(cat "$RUN/$host.pid")" 2>/dev/null
+      kill "$(cat "$RUN/$host.pid")" 2>/dev/null
+      rm -f "$RUN/$host.pid"
+    fi
     [ -f "$pidfile" ] || continue
     pid=$(cat "$pidfile")
     pkill -P "$pid" 2>/dev/null
@@ -84,6 +129,17 @@ stop() {
     rm -f "$pidfile"
     echo "  stopped $host"
   done
+
+  for spec in "${FORWARDS[@]}"; do
+    read -r local host remote <<<"$(echo "$spec" | tr -s ' ')"
+    pidfile="$RUN/$host-$local.pid"
+    [ -f "$pidfile" ] || continue
+    pkill -P "$(cat "$pidfile")" 2>/dev/null
+    kill "$(cat "$pidfile")" 2>/dev/null
+    pkill -f "ssh -n -N.*-L $local:127.0.0.1:$remote $host" 2>/dev/null
+    rm -f "$pidfile" "$RUN/$host-$local.sh"
+    echo "  stopped forward $host:$remote (:$local)"
+  done
 }
 
 status() {
@@ -96,6 +152,17 @@ status() {
       echo "  DOWN $host http://127.0.0.1:$local"
     fi
   done
+
+  for spec in "${FORWARDS[@]}"; do
+    read -r local host remote <<<"$(echo "$spec" | tr -s ' ')"
+    # no HTTP behind these (upsd speaks its own line protocol), so the check is a bare TCP
+    # handshake — enough to tell "the tunnel is up" from "nothing listens over there".
+    if timeout 3 bash -c "exec 3<>/dev/tcp/127.0.0.1/$local" 2>/dev/null; then
+      echo "  OK   $host:$remote 127.0.0.1:$local"
+    else
+      echo "  DOWN $host:$remote 127.0.0.1:$local"
+    fi
+  done
 }
 
 case "${1:-start}" in
diff --git a/tests/conftest.py b/tests/conftest.py
index 419e2ba..bf63241 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -3,6 +3,11 @@
 Anything that must match an upstream (an agent snapshot, an engine's /metrics text, the NUT
 wire protocol) is asserted against a verbatim capture in tests/fixtures/. Everything that
 needs a *failure* — a dead host, a refused command, a counter reset — is a fake here.
+
+The `live` marker is the bridge to real hardware: those tests dial the fleet, the engines,
+or upsd, so they SKIP unless you pass `--live` and have set the env vars they read (see
+tests/test_live_fleet.py). That keeps `uv run pytest` hermetic and offline while still
+letting `uv run pytest -m live --live` catch an upstream that renamed something.
 """
 from __future__ import annotations
 
@@ -13,6 +18,24 @@ from typing import Any
 
 import pytest
 
+
+def pytest_addoption(parser: pytest.Parser) -> None:
+    parser.addoption(
+        "--live",
+        action="store_true",
+        default=False,
+        help="run tests marked `live` against the real fleet/engines/upsd (they skip otherwise)",
+    )
+
+
+def pytest_collection_modifyitems(config: pytest.Config, items: list[pytest.Item]) -> None:
+    if config.getoption("--live"):
+        return
+    skip = pytest.mark.skip(reason="needs --live and a reachable target (see tests/test_live_fleet.py)")
+    for item in items:
+        if "live" in item.keywords:
+            item.add_marker(skip)
+
 ROOT = Path(__file__).resolve().parents[1]
 SRC = ROOT / "src"
 if str(SRC) not in sys.path:
diff --git a/tests/test_agent.py b/tests/test_agent.py
index 752e226..ee886c2 100644
--- a/tests/test_agent.py
+++ b/tests/test_agent.py
@@ -121,6 +121,8 @@ def test_cpu_modes_total_excludes_guest_ticks(tmp_path: Path) -> None:
 
 @linux_only
 def test_snapshot_against_the_live_system_is_complete() -> None:
+    """Real /proc and /sys, but only of the box running pytest — no network, so this is not
+    `live` (see tests/test_live_fleet.py): it belongs in the default run."""
     collector = host_agent.Collector("/")
     snap = collector.snapshot()
     for key in ("schema", "ts", "host", "cpu", "memory", "filesystems", "disk_io",
diff --git a/tests/test_live_fleet.py b/tests/test_live_fleet.py
new file mode 100644
index 0000000..02bb57c
--- /dev/null
+++ b/tests/test_live_fleet.py
@@ -0,0 +1,167 @@
+"""The only tests that touch a network: `uv run pytest -m live --live`.
+
+Everything else in this suite is hermetic on purpose (see conftest.py). These are the
+bridge to reality — they re-run the *production* code paths (`collectors.fetch_*`,
+`NutMonitor.collect`) against real targets, which is what catches an upstream that
+renamed a series or a driver that started reporting a temperature in kelvin.
+
+They read exactly the env vars the app reads, so the dev loop is:
+
+    ./scripts/dev-tunnels.sh start          # agents + upsd forwarded to localhost
+    set -a; . .env.dev; set +a
+    uv run pytest -m live --live
+
+Each test skips when its source is not configured, so running the whole set with half a
+fleet reachable is a normal outcome, not a failure.
+
+**Nothing in here may write.** The UPS test asserts the command gating is honest; it never
+sends an instant command — a battery test on hardware someone else is plugged into is not
+a unit test.
+"""
+from __future__ import annotations
+
+import asyncio
+import os
+
+import httpx
+import pytest
+
+from dashboards import collectors
+from dashboards.config import Settings, load
+from dashboards.rates import RateEstimator
+from dashboards.sources import nut
+from dashboards.sources.host import HostCollector
+
+pytestmark = pytest.mark.live
+
+
+@pytest.fixture(scope="module")
+def settings() -> Settings:
+    """Live env, not the import-time SETTINGS singleton."""
+    return load()
+
+
+@pytest.fixture
+def host_collector() -> HostCollector:
+    return HostCollector(rates=RateEstimator(span=10.0))
+
+
+async def test_every_host_agent_answers_and_parses(settings: Settings,
+                                                   host_collector: HostCollector) -> None:
+    """Each HOST_TARGETS entry must answer /snapshot and yield the metrics the page renders."""
+    if not settings.host_targets:
+        pytest.skip("HOST_TARGETS is unset — start ./scripts/dev-tunnels.sh")
+    required = {"cpu.usage_pct", "mem.used_pct", "disk.used_pct"}
+    async with httpx.AsyncClient(timeout=settings.host_timeout) as client:
+        for target in settings.host_targets:
+            # Poll twice: usage_pct is a Δ/jiffies rate, and a rate has no second point yet
+            # on the first scrape. That is the design (the agent never remembers who polled
+            # it), so a live test that scraped once would be asserting a false failure.
+            await collectors.fetch_host_snapshot(client, target, host_collector)
+            await asyncio.sleep(1.2)
+            result = await collectors.fetch_host_snapshot(client, target, host_collector)
+            metrics = {sample.metric for sample in result.samples}
+            assert result.payload["info"]["hostname"], f"{target.name}: no hostname"
+            missing = required - metrics
+            assert not missing, f"{target.name}: snapshot parsed but no {sorted(missing)}"
+            # a section the agent could not read is a `degraded` note, never a silent zero
+            assert result.payload.get("degraded") in (None, []), (
+                f"{target.name}: agent reported {result.payload.get('degraded')}"
+            )
+
+
+@pytest.mark.parametrize("engine", ["gufo", "vllm"])
+async def test_engine_still_publishes_the_series_we_parse(engine: str,
+                                                          settings: Settings) -> None:
+    """Metric names are verified against the deployed engine, never guessed.
+
+    The assertion is that at least one cumulative counter per family *resolves* — that is
+    what the Δ rates, the throughput cells, and the history rows all hang off. If an
+    upgrade renames it, this fails here instead of printing 0 tok/s on the dashboard.
+    """
+    base_url = settings.gufo_url if engine == "gufo" else settings.vllm_url
+    api_key = settings.gufo_api_key if engine == "gufo" else settings.vllm_api_key
+    if not base_url:
+        pytest.skip(f"{engine.upper()}_BASE_URL is unset — that engine is not deployed here")
+
+    counters = {
+        "gufo": ("tokens_generated_total", "tokens_prompt_total"),
+        "vllm": ("generation_tokens_total", "prompt_tokens_total"),
+    }[engine]
+    rates = RateEstimator(span=settings.rate_window)
+    async with httpx.AsyncClient(timeout=settings.llm_timeout) as client:
+        result = await collectors.fetch_engine(client, engine, base_url, api_key, rates,
+                                               with_slots=engine == "gufo")
+    metrics = result.payload["metrics"]
+    resolved = [key for key in counters if metrics[key]["source"] is not None]
+    assert resolved, (
+        f"{engine}: none of {counters} resolved at {base_url} — upstream renamed its "
+        f"counters, update {engine.upper()}_SERIES in sources/llm.py"
+    )
+    sessions = result.payload["sessions"]
+    assert sessions["active"] is None or sessions["active"] >= 0
+    assert result.samples, f"{engine}: nothing to store, so the charts would stay empty"
+
+
+def require_upsd(settings: Settings) -> None:
+    """Skip, not fail, when there is no real upsd to talk to."""
+    if not settings.nut_enabled:
+        pytest.skip("NUT_HOST is unset — no upsd to talk to")
+    if os.environ.get("NUT_SIMULATE", "").lower() in ("1", "true", "yes", "on"):
+        pytest.skip("NUT_SIMULATE=1 — point NUT_HOST at the real upsd for this run")
+
+
+async def test_upsd_reports_both_upses_with_sane_units(settings: Settings) -> None:
+    """Real batteries: plausible volts/percent, and the health checks are never silent."""
+    require_upsd(settings)
+    result = await collectors.NutMonitor(settings).collect()
+    upses = result.payload["ups"]
+    assert upses, "upsd answered but exported no UPS (check ups.conf driver instances)"
+    for card in upses:
+        name = card["name"]
+        assert card["status"], f"{name}: ups.status is empty"
+        assert card["health"]["checks"], f"{name}: assess() produced no health checks"
+        numbers = card["numbers"]
+        charge = numbers.get("charge_pct")
+        assert charge is None or 0.0 <= charge <= 100.0, f"{name}: charge_pct={charge}"
+        # kelvin-as-celsius is the classic unit bug here; 273 would sail past a bare >0
+        temp = numbers.get("battery_temperature")
+        assert temp is None or -20.0 <= temp <= 80.0, f"{name}: battery temp {temp} is not °C"
+
+
+async def test_ups_command_gating_is_honest_without_sending_anything(settings: Settings) -> None:
+    """Every advertised command is either enabled or carries the reason it is not.
+
+    Deliberately does not POST anything: `POST /api/ups/command` behaviour is covered by
+    tests/test_api.py against a fake client, because running a deep battery test on live
+    hardware to prove a button works is exactly what this app is careful about.
+    """
+    require_upsd(settings)
+    result = await collectors.NutMonitor(settings).collect()
+    seen = False
+    for card in result.payload["ups"]:
+        for entry in card["commands"]:
+            seen = True
+            assert isinstance(entry["enabled"], bool), f"{card['name']}: {entry} has no gate state"
+            if not entry["enabled"]:
+                assert entry.get("reason"), (
+                    f"{card['name']}: {entry['command']} disabled with no reason — the UI "
+                    f"would show a dead button with no explanation"
+                )
+            if entry.get("risk") == nut.RISK_DANGEROUS:
+                assert entry.get("confirm_text"), (
+                    f"{card['name']}: {entry['command']} can cut power without a typed confirmation"
+                )
+    if not seen:
+        pytest.skip("the UPS advertises no commands we model (see ACTION_CATALOG)")
+
+
+def test_target_config_is_clean_and_leak_free(settings: Settings) -> None:
+    """Every configured target parses, and none of them leak a userinfo token."""
+    names = [target.name for target in settings.host_targets]
+    assert len(names) == len(set(names)), f"duplicate target names: {names}"
+    for target in settings.host_targets:
+        assert target.url.startswith(("http://", "https://")), f"{target.name}: {target.url}"
+        assert "@" not in target.display_url, f"{target.name}: display_url leaks credentials"
+    for problem in settings.host_target_problems:
+        assert isinstance(problem, str) and problem, f"empty problem: {problem!r}"
diff --git a/uv.lock b/uv.lock
index b0e308b..9f539fa 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,6 +1,6 @@
 version = 1
 revision = 3
-requires-python = ">=3.13"
+requires-python = ">=3.14"
 
 [[package]]
 name = "annotated-doc"
@@ -66,21 +66,6 @@ version = "7.16.2"
 source = { registry = "https://pypi.org/simple" }
 sdist = { url = "https://files.pythonhosted.org/packages/2f/55/d1eaf3e73781174340a00dc1ba2aee8a65f82fadb18e2797b192b6b3925b/coverage-7.16.2.tar.gz", hash = "sha256:ca64d9f1f384f151b9511bec01126072acd2f313439f8ed015a22d8790aab6fa", size = 971999, upload-time = "2026-09-27T12:29:01.118Z" }
 wheels = [
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-    { url = "https://files.pythonhosted.org/packages/40/23/d4bbaf0c154e0b0c2b5264890dbf6ef098dcb50ec8f2469be9490d191660/coverage-7.16.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:0993d0e90858c03943d3cb152e068a20dd4707924deec84dd2230261baae3b1b", size = 224368, upload-time = "2026-09-27T12:26:41.762Z" },
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