Author SHA1 Message Date
logan 737bdf0576 Merge pull request 'reopen: act on drb-correlation-review of e972cac' (#177) from fix/reopen-review into main
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2026-09-26 19:43:38 -04:00
Logan CusanoandClaude Opus 5.5 b9e7524817 reopen: act on drb-correlation-review of e972cac
- only a substantive call after the close reopens a timer-closed incident;
  a thin "10-4" (doesn't refresh updated_at) or a sweep link of a call from
  before the close rides along without reopening — otherwise the next
  sweep closed it again and the portal flickered.
- substantive_call_count counts a call once, not once per scene.
- a timer-closed incident is never adopted as a cross-system parent.

Replay e972cac (correlation-only on 731b54b's extraction) vs the 09-22
answer key: pairwise F1 0.548 -> 0.807 (precision 0.839 -> 0.956, recall
0.407 -> 0.698); the bridge MVA is one 76-call incident instead of two
40-call halves. server-26#170.

c2-core: 468 pass.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-09-26 19:43:30 -04:00
logan e972cace4a Merge pull request 'incidents: severity-scaled quiet timer, reopen-on-link, thin calls do not fill the cap' (#176) from feat/provisional-close into main
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2026-09-26 19:14:38 -04:00
Logan CusanoandClaude Opus 5.5 969d175a67 incidents: severity-scaled quiet timer, reopen-on-link, thin calls don't fill the cap
Hand-labelling the 09-22 10:00-12:00 ET replay window (server-26#170,
answer key replay_groundtruth_0922.json) found ~25 real incidents, of which
only ~5 had an audible clear — most jobs clear by MDT, so the quiet timer is
the close for most incidents and a flat 90 minutes left a lockout or a plate
check "active" on the portal an hour after it ended.

- summarizer: timer close after 30 min quiet for routine/minor, 60 moderate,
  90 major/unknown. A timer close is provisional: reopenable=True.
- correlator: reopenable incidents inside incident_reopen_window_minutes
  (90, since last substantive call) stay candidates; linking a call to one
  reopens it (status active, reopened_count++). The sweep expires the flag
  so the reopenable pool stays bounded. Real clears (units_cleared,
  llm_closure) are never reopenable.
- cap: incident_max_calls counts substantive calls only
  (substantive_call_count). The bridge MVA hit 40 in 32 min with ~40% thin
  replies, split in half, and the second half took another job's title.

c2-core: 467 pass.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-09-26 19:14:35 -04:00
logan 731b54bed9 Merge pull request 'clearance: act on drb-correlation-review of f0a88d4' (#175) from fix/clearance-review into main
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2026-09-26 17:26:41 -04:00
Logan CusanoandClaude Opus 5.5 3c642e2946 clearance: act on drb-correlation-review of f0a88d4
Review of the first clearance fix found it pushes toward early resolve:
- parser cleared units on questions ("45-9, are you clear?"), negations
  ("not clear yet"), orders ("clear the scene", "clear to transport"),
  places/times ("Room 2 clear", "1400 hours, clear") and split "45 9" into
  unit 45. Now rejects "?", not/is/are/you, anything after the status word
  but sign-offs, place/time words; joins "45 9" -> "45-9".
- a clear from a unit never active on an incident was recorded in
  units_cleared and could pass the all-clear gate. Only units actually
  active there can clear there now.
- clearance-only calls skip the LLM tier (same as thin calls): only the
  rules engine's unit match can say which incident a 10-8 belongs to.
- replay incident view carries srcaddr/srcaddrs for the radio-ID clearance
  investigation.

Replay 09-22 10:00-12:00 ET with f0a88d4: real clears 0 -> 2 (both LLM
closure), unit clears still 0 — the parsed clears are right but those
units were never recorded as assigned (Whisper mangles unit IDs at
dispatch), which this commit does not fix.

c2-core: 465 pass.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-09-26 17:26:38 -04:00
logan f0a88d401c Merge pull request 'correlator/intelligence: let 10-8s actually close incidents' (#174) from fix/clearance-signal into main
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2026-09-26 16:49:33 -04:00
9 changed files with 205 additions and 20 deletions
+11 -1
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@@ -89,7 +89,17 @@ class Settings(BaseSettings):
embedding_cross_tg_threshold: float = 0.85 # cross-TG path: same dept + 2+ shared units
location_proximity_km: float = 0.5 # radius for location-proximity matching
geocode_max_km: float = 40.0 # reject geocode results farther than this from the node
incident_auto_resolve_minutes: int = 90 # auto-resolve after N minutes with no new calls
incident_auto_resolve_minutes: int = 90 # auto-resolve after N minutes with no new calls (major / unknown severity)
# Most jobs never say 10-8 on the air (replay of 09-22, server-26#170: ~5 of
# ~25 real incidents had an audible clear), so the quiet timer IS the close
# for most of them, and one 90-minute timer kept a lockout or a plate check
# "active" on the portal an hour after it ended. Scaled by the incident's
# severity instead, and made provisional: a timer-closed incident stays
# reopenable for incident_reopen_window_minutes, so a long quiet job that
# comes back on the air rejoins its own incident rather than splitting.
incident_auto_resolve_minutes_routine: int = 30 # routine / minor
incident_auto_resolve_minutes_moderate: int = 60
incident_reopen_window_minutes: int = 90 # since last substantive call
unit_continuity_max_idle_minutes: int = 20 # unit-continuity path: skip if incident idle > this
recorrelation_scan_minutes: int = 60 # re-examine orphaned calls ended within this window
tg_fast_path_idle_minutes: int = 90 # fast path: max minutes since incident last updated
@@ -224,6 +224,16 @@ def _normalize_unit(unit: str) -> str:
return key or unit.strip().lower()
def _after_close(inc: dict, now: datetime) -> bool:
try:
closed = datetime.fromisoformat(str(inc.get("resolved_at") or "").replace("Z", "+00:00"))
except ValueError:
return True
if closed.tzinfo is None:
closed = closed.replace(tzinfo=timezone.utc)
return now > closed
def _is_trackable_unit(unit: str) -> bool:
"""
Whether a unit is concrete enough to hold an incident open until it clears.
@@ -618,6 +628,13 @@ def _incident_at_capacity(inc: dict, now: datetime) -> Optional[str]:
it has and still auto-resolves on the normal idle sweep. It just stops
being a candidate, so the next call opens a fresh incident.
"""
# Content-free replies ("10-4", "Cut.", "Copy") are what filled the cap:
# the 09-22 bridge MVA hit 40 calls in 32 minutes with ~40% of them thin,
# split in half, and its second half took a different job's title. Only
# substantive calls count; incidents written before this field existed
# fall back to the raw count.
call_count = inc.get("substantive_call_count")
if call_count is None:
call_count = len(inc.get("call_ids") or [])
if call_count >= settings.incident_max_calls:
return f"call_cap:{call_count}"
@@ -851,8 +868,16 @@ async def _build_context(
# the whole collection rather than being unable to correlate at all.
if org_id is not None:
all_active = await fstore.collection_list("incidents", status="active", org_id=org_id)
reopenable = await fstore.collection_list("incidents", status="resolved", reopenable=True, org_id=org_id)
else:
all_active = await fstore.collection_list("incidents", status="active")
reopenable = await fstore.collection_list("incidents", status="resolved", reopenable=True)
# A timer-closed incident is provisional (summarizer._resolve_stale_incidents):
# inside its reopen window it is still a candidate, and linking a call to
# it reopens it (_update_incident). The fast path's own recency gate
# (tg_fast_path_idle_minutes) still applies to it like any other candidate.
reopen_window = timedelta(minutes=settings.incident_reopen_window_minutes)
all_active += [inc for inc in reopenable if _idle_gate_minutes(inc, now) <= reopen_window.total_seconds() / 60]
# Incidents past the hard caps are removed from the candidate pool here, so
# neither the rules engine nor the LLM tier (which reads ctx["recent"] /
# ctx["all_active"]) can propose linking into one.
@@ -1934,10 +1959,14 @@ def _apply_unit_clearance(inc: dict, cleared: list[str]) -> tuple[list[str], lis
units_cleared = list(inc.get("units_cleared") or [])
# Compared by normalised key: the unit that cleared as "11-Adam" is the
# one that went active as "11 Adam", and exact equality left it active.
# Only a unit that was actually active here can clear here — a clear from
# a unit never on this incident says nothing about whether it is over, and
# counting it let one stray 10-8 close an incident still being worked.
cleared_keys = _unit_keys(cleared)
releasing = [u for u in units_active if _normalize_unit(u) in cleared_keys]
units_active = [u for u in units_active if _normalize_unit(u) not in cleared_keys]
known_cleared = _unit_keys(units_cleared)
for u in cleared:
for u in releasing:
if _normalize_unit(u) not in known_cleared:
units_cleared.append(u)
known_cleared.add(_normalize_unit(u))
@@ -2010,7 +2039,8 @@ async def _update_incident(
incident_id = inc["incident_id"]
call_ids = list(inc.get("call_ids") or [])
if call_id not in call_ids:
is_new_call = call_id not in call_ids
if is_new_call:
call_ids.append(call_id)
talkgroup_ids = list(inc.get("talkgroup_ids") or [])
@@ -2082,6 +2112,11 @@ async def _update_incident(
# thin traffic rides along without extending its life.
if refresh_activity:
updates["updated_at"] = _floor_at_started_at(inc, now).isoformat()
if is_new_call: # a second scene of the same call is not a second call
updates["substantive_call_count"] = (
inc.get("substantive_call_count")
if inc.get("substantive_call_count") is not None else len(inc.get("call_ids") or [])
) + 1
else:
updates["last_thin_at"] = now.isoformat()
# Update incident type when a re-classified call provides a concrete type.
@@ -2099,6 +2134,15 @@ async def _update_incident(
# Signal-based auto-resolve: every tracked unit has cleared, none still active.
# Requires at least one unit to have explicitly signalled back-in-service so we
# don't fire on incidents where units were never tracked (no unit mentions at all).
if inc.get("status") == "resolved" and refresh_activity and _after_close(inc, now):
# A timer close was provisional and a related, substantive call arrived
# after it. A thin "10-4" rides along without reopening (it would not
# refresh updated_at, so the next sweep would just close it again),
# and neither does a sweep link of a call from before the close.
updates.update({"status": "active", "resolved_at": None, "resolved_via": None,
"reopenable": False, "reopened_count": (inc.get("reopened_count") or 0) + 1})
logger.info(f"Correlator: reopened timer-closed incident {incident_id} (call {call_id})")
if units_cleared and not units_active:
updates["status"] = "resolved"
updates["resolved_at"] = now.isoformat()
@@ -2167,6 +2211,7 @@ async def _create_incident(
**location_fields,
"location_mentions": [location] if location else [],
"call_ids": [call_id],
"substantive_call_count": 1,
"talkgroup_ids": [str(talkgroup_id)] if talkgroup_id is not None else [],
"system_ids": [system_id] if system_id else [],
"tags": tags + ["auto-generated"],
@@ -2343,6 +2388,10 @@ async def _find_cross_system_parent(
best_score = 0.0
for inc in recent:
# A timer-closed incident is in `recent` only so a related call can
# reopen it; it must not be adopted as another agency's parent.
if inc.get("status") != "active":
continue
# Only cross-system candidates
if system_id in (inc.get("system_ids") or []):
continue
+28 -8
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@@ -490,24 +490,44 @@ _CLEAR_WORD_RE = re.compile(
)
_TEN_CODE_TOKEN_RE = re.compile(r"^10-?\d{1,2}$")
_UNIT_PREFIX_WORDS = {"unit", "car", "vehicle", "engine", "ladder", "medic", "rescue", "post", "truck", "squad"}
# A number after one of these is a place or a time, not a radio unit.
_NOT_UNIT_PREFIX_WORDS = {"room", "route", "rt", "exit", "pole", "apartment", "apt", "floor",
"building", "hours", "hour", "block", "lane", "highway", "interstate"}
# The status word has to END the transmission: "clear the scene", "clear to
# transport", "available for" are orders or plans, not a unit back in service.
_TRAILING_OK = {"10-4", "thanks", "thank", "you", "k", "over", "now", "again", "from", "headquarters", "hq",
"central", "dispatch"}
def _short_clearance_unit(transcript: str) -> Optional[str]:
m = _CLEAR_WORD_RE.search(transcript or "")
text = (transcript or "").strip()
if not text or "?" in text:
return None # "45-9, are you clear?" asks; it doesn't report
m = _CLEAR_WORD_RE.search(text)
if not m:
return None
before = [t.strip(".,;:!?") for t in transcript[: m.start()].split()]
before = [t.strip(".,;:!") for t in text[: m.start()].split()]
before = [t for t in before if t]
after = [t.strip(".,;:!").lower() for t in text[m.end():].split()]
if any(t and t not in _TRAILING_OK for t in after):
return None
if any(t.lower() in {"not", "is", "are", "negative", "you"} for t in before):
return None # "not clear yet", "Is 45-9 clear", "you clear"
for i, tok in enumerate(before[:4]):
if not any(ch.isdigit() for ch in tok) or _TEN_CODE_TOKEN_RE.match(tok):
continue
prev = before[i - 1] if i else ""
if prev.lower() in _UNIT_PREFIX_WORDS:
return f"{prev} {tok}"
prev = before[i - 1].lower() if i else ""
if prev in _NOT_UNIT_PREFIX_WORDS:
return None
nxt = before[i + 1] if i + 1 < len(before) else ""
if nxt.isalpha() and nxt.lower() not in {"i'm", "im", "is", "are", "to", "we're", "copy"} \
and nxt[0].isupper():
return f"{tok} {nxt}" # "11 Adam, clear"
if nxt.lower() in _NOT_UNIT_PREFIX_WORDS:
return None # "1400 hours, clear"
if nxt.isdigit():
tok = f"{tok}-{nxt}" # "45 9 clear" is unit 45-9, not unit 45
elif nxt.isalpha() and nxt[0].isupper() and nxt.lower() not in {"i'm", "im", "we're", "copy"}:
tok = f"{tok} {nxt}" # "11 Adam, clear"
if prev in _UNIT_PREFIX_WORDS:
return f"{before[i - 1]} {tok}"
return tok
return None
@@ -275,6 +275,12 @@ async def decide(call_id: str, ctx: dict) -> Optional[dict]:
if ctx["is_thin_call"]:
return None # thin calls have no transcript/units/coords to reason about
if _is_clearance_only(ctx):
# "45-9, I'm clear." carries one fact: which unit is done. Only the
# rules engine's unit match can say which incident that is; an LLM
# link here would apply the clear to whatever incident it picked.
return None
if not ctx["recent"]:
return None # no incidents to correlate against — rules handles new-only
@@ -295,6 +301,14 @@ async def decide(call_id: str, ctx: dict) -> Optional[dict]:
return None
def _is_clearance_only(ctx: dict) -> bool:
units = ctx.get("call_units") or []
cleared = ctx.get("call_cleared") or []
return bool(cleared) and set(units) <= set(cleared) and not (
ctx.get("tags") or ctx.get("location") or ctx.get("call_vehicles") or ctx.get("incident_type")
)
_dead_models: set[str] = set()
+30 -3
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@@ -142,15 +142,41 @@ async def _summarize_incident(inc: dict) -> None:
await fstore.doc_set("incidents", incident_id, updates)
def _auto_resolve_minutes(inc: dict) -> int:
"""Quiet time before a timer close, by severity (see config: incident_auto_resolve_minutes_*)."""
sev = (inc.get("severity") or "").lower()
if sev in ("routine", "minor"):
return settings.incident_auto_resolve_minutes_routine
if sev == "moderate":
return settings.incident_auto_resolve_minutes_moderate
return settings.incident_auto_resolve_minutes
async def _expire_reopen_windows(now) -> None:
"""A timer-closed incident stops being reopenable once its window passes,
so the correlator's reopenable pool stays bounded."""
window = timedelta(minutes=settings.incident_reopen_window_minutes)
for inc in await fstore.collection_list("incidents", status="resolved", reopenable=True):
try:
updated = datetime.fromisoformat(str(inc.get("updated_at", "")).replace("Z", "+00:00"))
if updated.tzinfo is None:
updated = updated.replace(tzinfo=timezone.utc)
except ValueError:
updated = None
if updated is None or now - updated > window:
await fstore.doc_set("incidents", inc["incident_id"], {"reopenable": False})
async def _resolve_stale_incidents() -> None:
"""Auto-resolve active incidents that have had no new calls for incident_auto_resolve_minutes."""
"""Timer-close active incidents that have been quiet longer than their severity allows."""
from app.internal import clock
await _expire_reopen_windows(clock.now())
all_active = await fstore.collection_list("incidents", status="active")
if not all_active:
return
from app.internal import clock
now = clock.now()
cutoff = timedelta(minutes=settings.incident_auto_resolve_minutes)
count = 0
for inc in all_active:
@@ -164,11 +190,12 @@ async def _resolve_stale_incidents() -> None:
if updated_dt.tzinfo is None:
updated_dt = updated_dt.replace(tzinfo=timezone.utc)
idle_minutes = (now - updated_dt).total_seconds() / 60
if idle_minutes > settings.incident_auto_resolve_minutes:
if idle_minutes > _auto_resolve_minutes(inc):
await fstore.doc_set("incidents", incident_id, {
"status": "resolved",
"resolved_at": now.isoformat(),
"resolved_via": "idle_timeout",
"reopenable": True,
})
from app.internal.incident_correlator import maybe_resolve_parent
await maybe_resolve_parent(incident_id)
+2
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@@ -140,6 +140,7 @@ def _call_row(c: dict) -> dict:
"cleared_units": c.get("cleared_units"),
"location": c.get("location"),
"skip_reason": c.get("skip_reason"),
"srcaddr": c.get("srcaddr"),
"corr_path": [p for p in paths if p] or ([c["corr_path"]] if c.get("corr_path") else []),
"incident_ids": c.get("incident_ids") or [],
}
@@ -174,6 +175,7 @@ async def run_incidents(run_id: str, decoded: dict = Depends(require_admin_token
"units_active": inc.get("units_active"),
"units_cleared": inc.get("units_cleared"),
"talkgroup_ids": inc.get("talkgroup_ids"),
"srcaddrs": inc.get("srcaddrs"),
"calls": rows,
})
orphans = sorted((r for r in by_id.values() if not r["incident_ids"]),
+59 -1
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@@ -12,11 +12,18 @@ def test_short_clearance_names_the_unit_that_cleared():
assert _short_clearance_unit("Vehicle 1, clear.") == "Vehicle 1"
assert _short_clearance_unit("11 Adam, clear") == "11 Adam"
assert _short_clearance_unit("Car 12 10-8") == "Car 12"
assert _short_clearance_unit("45 9 clear") == "45-9"
assert _short_clearance_unit("Warrant 4, clear from the jail") is None or True # >5 words: GPT's job
assert _short_clearance_unit("45-9 clear, thank you") == "45-9"
def test_short_clearance_never_guesses():
for t in ("10-8, 10-8.", "CMT clear.", "10-8, I'm back now. Clear.",
"10-8, thank you.", "Show us 10-8, post 4.", "7, Charlie Central.", "10-4."):
"10-8, thank you.", "Show us 10-8, post 4.", "7, Charlie Central.", "10-4.",
# review findings: questions, negations, orders, places, times
"45-9, are you clear?", "Is 45-9 clear", "45-9, not clear yet.",
"Engine 5 not available.", "45-9, clear the scene.", "Medic 3, clear to transport.",
"Room 2 clear.", "Route 9 is clear.", "1400 hours, clear.", "you clear 45-9"):
assert _short_clearance_unit(t) is None, t
@@ -36,8 +43,59 @@ def test_clearance_matches_a_differently_spoken_unit():
assert active == [] and resolved
def test_a_unit_never_on_the_incident_cannot_close_it():
inc = {"units_active": ["45-9"], "units_cleared": []}
active, cleared, resolved = ic._apply_unit_clearance(inc, ["22-1"])
assert active == ["45-9"] and cleared == [] and not resolved
# an incident with no numbered unit ever active never resolves on a clear
active, cleared, resolved = ic._apply_unit_clearance({"units_active": [], "units_cleared": []}, ["22-1"])
assert not resolved
def test_clearance_only_call_skips_the_llm():
from app.internal import llm_correlator
ctx = {"call_units": ["45-9"], "call_cleared": ["45-9"], "tags": [], "location": None,
"call_vehicles": [], "incident_type": None}
assert llm_correlator._is_clearance_only(ctx)
assert not llm_correlator._is_clearance_only({**ctx, "tags": ["mva"]})
assert not llm_correlator._is_clearance_only({**ctx, "call_cleared": []})
def test_only_numbered_units_hold_an_incident_open():
for junk in ("Desk", "Central", "Division", "sergeant", "unknown", "John", "Zebra", "10-8", "10 4"):
assert not ic._is_trackable_unit(junk), junk
for real in ("45-9", "11-Adam", "Whitestone 1", "E-14", "Highway 3-4", "7"):
assert ic._is_trackable_unit(real), real
# ---------------------------------------------------------------------------
# Provisional timer close + reopen, substantive cap (server-26#170 replay)
# ---------------------------------------------------------------------------
from datetime import datetime, timedelta, timezone # noqa: E402
from app.config import settings # noqa: E402
from app.internal import summarizer # noqa: E402
def test_quiet_timer_scales_with_severity():
assert summarizer._auto_resolve_minutes({"severity": "routine"}) == settings.incident_auto_resolve_minutes_routine
assert summarizer._auto_resolve_minutes({"severity": "minor"}) == settings.incident_auto_resolve_minutes_routine
assert summarizer._auto_resolve_minutes({"severity": "moderate"}) == settings.incident_auto_resolve_minutes_moderate
assert summarizer._auto_resolve_minutes({"severity": "major"}) == settings.incident_auto_resolve_minutes
assert summarizer._auto_resolve_minutes({}) == settings.incident_auto_resolve_minutes
def test_thin_calls_do_not_fill_the_call_cap():
now = datetime(2026, 9, 22, 15, 0, tzinfo=timezone.utc)
inc = {"call_ids": [f"c{i}" for i in range(60)], "substantive_call_count": 12,
"started_at": (now - timedelta(minutes=40)).isoformat(),
"updated_at": now.isoformat()}
assert ic._incident_at_capacity(inc, now) is None
legacy = {k: v for k, v in inc.items() if k != "substantive_call_count"}
assert ic._incident_at_capacity(legacy, now).startswith("call_cap")
def test_reopen_only_for_a_call_after_the_close():
closed = {"resolved_at": "2026-09-22T15:00:00+00:00"}
assert ic._after_close(closed, datetime(2026, 9, 22, 15, 5, tzinfo=timezone.utc))
assert not ic._after_close(closed, datetime(2026, 9, 22, 14, 55, tzinfo=timezone.utc))
@@ -67,7 +67,10 @@ def test_clearing_a_unit_not_tracked_as_active_is_a_noop_for_active_list():
inc = _incident(units_active=["6-7"], units_cleared=[])
active, cleared, resolved = _apply_unit_clearance(inc, ["ghost-unit"])
assert active == ["6-7"]
assert cleared == ["ghost-unit"]
# A unit never active on this incident is not recorded as cleared here
# either (server-26#170 replay review): its 10-8 says nothing about this
# incident, and recording it let the all-clear gate pass on a stray clear.
assert cleared == []
assert resolved is False
+5 -3
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@@ -269,12 +269,14 @@ async def test_run_writes_only_to_its_sandbox_and_pins_the_clock(store):
# The two Car 12 calls are one job; the Car 40 call five hours later is another.
groups = sorted(sorted(i["call_ids"]) for i in sb_incidents.values())
assert groups == [["call-1", "call-2"], ["call-3"]]
# Each aged out on the replayed clock the way it would have live —
# incident_auto_resolve_minutes after its last activity, not "now".
# Each aged out on the replayed clock the way it would have live — its
# severity's quiet timer after its last activity, not "now".
assert run["metrics"]["resolved_via"] == {"idle_timeout": 2}
first = next(i for i in sb_incidents.values() if "call-1" in i["call_ids"])
idle = datetime.fromisoformat(first["resolved_at"]) - datetime.fromisoformat(first["updated_at"])
assert timedelta(minutes=90) < idle <= timedelta(minutes=95)
from app.internal.summarizer import _auto_resolve_minutes
limit = timedelta(minutes=_auto_resolve_minutes(first))
assert limit < idle <= limit + timedelta(minutes=5)
assert run["metrics"]["calls"] == 3
assert set(store.data[f"{root}/scenes"]) == {"call-1", "call-2", "call-3"}