Merge pull request 'correlator: shrink the same-talkgroup escape hatch from 2h to a few minutes (#115)' (#126) from fix/115-escape-hatch-window into main
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This commit was merged in pull request #126.
This commit is contained in:
2026-09-12 04:47:49 -04:00
4 changed files with 209 additions and 16 deletions
+5
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@@ -97,6 +97,11 @@ class Settings(BaseSettings):
# Across that dump every correct thin attach was <= 3.4 min idle and every wrong
# one was >= 8.2, so 5 separates them with room on both sides. Genuine
# back-and-forth is handled by the 30-second tier-1 path above this.
# Second consumer (server-26#115): routers/upload.py's LLM-orphan-gate escape
# hatch (_recent_incident_on_same_talkgroup) reuses this same value, selected
# the same way (dispatch vs tactical) via _is_dispatch_channel. Retuning this
# for fast/thin reasons moves that gate's behavior too — check both call
# sites before changing it.
tg_dispatch_thin_idle_minutes: int = 5
# Every other channel: tier-2 thin calls attach to a lone candidate idle < this.
# Non-dispatch talkgroups previously had NO tier-2 bound at all — they used the
+9
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@@ -135,6 +135,12 @@ async def debug_correlation(
"corr_llm_reasoning": call.get("corr_llm_reasoning"),
"corr_llm_action": call.get("corr_llm_action"),
"corr_rules_action": call.get("corr_rules_action"),
# server-26#115 — why an llm=orphan/rules=new disagreement escalated
# to tiebreak instead of being gated (see upload.py's
# _call_is_substanceless). Present only on that disagreement shape;
# written here specifically so a live measurement window can read
# the reason instead of reconstructing it by hand from the dump.
"corr_gate_veto": call.get("corr_gate_veto"),
}
# ── Determine which systems have AI active ────────────────────────────────
@@ -293,6 +299,9 @@ async def debug_correlation(
"corr_fit_signal": _tally(c.get("corr_fit_signal") for c in linked),
"corr_consensus": _tally(c.get("corr_consensus") for c in linked),
"corr_llm_action": _tally(c.get("corr_llm_action") for c in linked),
# server-26#115 — this IS the number the escape-hatch fix exists to
# produce: why each llm=orphan/rules=new call escaped the gate.
"corr_gate_veto": _tally(c.get("corr_gate_veto") for c in linked),
# STT coverage: correlation quality is capped by this, so it belongs in
# the same view rather than a separate investigation.
"linked_calls_with_transcript": with_transcript,
+85 -16
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@@ -112,32 +112,95 @@ async def upload_call_audio(
def _recent_incident_on_same_talkgroup(ctx: dict) -> bool:
"""
True when one of the already-loaded recent incidents is running on this
call's own system + talkgroup. Covers the "unit dispatched on the dispatch
channel, thin acknowledgement 10-30s later" case: the ack carries no
substance of its own but plainly belongs to the job just opened.
call's own system + talkgroup AND was active within the last
`settings.tg_dispatch_thin_idle_minutes` minutes. Covers the "unit
dispatched on the dispatch channel, thin acknowledgement 10-30s later"
case: the ack carries no substance of its own but plainly belongs to the
job just opened.
The window mirrors whatever the fast/thin path would use for this same
channel — `tg_dispatch_thin_idle_minutes` (5 min) on a dispatch backbone,
`tg_thin_idle_minutes` (15 min) on a tactical/working channel, selected via
the same `_is_dispatch_channel` test incident_correlator.py uses at its own
fast/thin idle-window selection (~:1005-1007). Using the dispatch constant
unconditionally would be wrong off dispatch — a retune of one for fast/thin
reasons would then silently widen or narrow this gate too, on channels
window #3 never measured.
This used to be a plain "does any recent incident exist on this
talkgroup" check against a 2-hour window (`correlation_window_hours`).
Measured live in production (server-26#115, CORRELATION_REVIEW_0912.md,
window #3): on a busy dispatch channel producing 3-13 incidents per 2h,
that condition is satisfied almost unconditionally, so the surrounding
LLM-orphan gate never fired on exactly the channels it exists to
protect (0/24 target-shaped calls gated in a 4h window). The docstring's
own intent was always "10-30 seconds", not "hours" — a few minutes is
the right shape.
Reads ctx["recent"] — the same window-filtered candidate list the rules
engine already loaded — so this adds no Firestore read.
Known limitation (server-26#115): ctx["recent"] is derived from
`all_active` in `_build_context` — incidents with `status=="active"`
for the call's org, with over-capacity incidents already dropped by
`_drop_capped` — not a full scan of the `incidents` collection. A
same-talkgroup incident that has already auto-resolved (no longer
"active") or hit `incident_max_calls`/`incident_max_duration_minutes`
will NOT appear here even though it is chronologically recent. A proper
fix needs a dedicated Firestore query that is not status/capacity
filtered — a new read, out of scope for this pass.
Whether this limitation explains the 2/24 unexplained gate misses in the
window #3 measurement is UNANSWERED, not confirmed either way — a prior
pass here claimed a "confirmed explanation" for both that turned out to
be self-contradictory. Read `corr_gate_veto` (written to corr_debug on
every escalation of this exact disagreement shape — see the caller) in
the next measurement window instead of guessing from the raw dump again.
# TODO(server-26#115): add a talkgroup-scoped incident lookup (any
# status, no capacity filter) if a future measurement window pins a real
# gate miss on a resolved/capped same-talkgroup incident.
"""
from app.internal.incident_correlator import _idle_gate_minutes, _is_dispatch_channel
tg_id = ctx.get("talkgroup_id")
system_id = ctx.get("system_id")
if tg_id is None or not system_id:
return False
tg_str = str(tg_id)
now = ctx.get("now") or datetime.now(timezone.utc)
idle_limit = (
settings.tg_dispatch_thin_idle_minutes
if _is_dispatch_channel(ctx.get("talkgroup_name"))
else settings.tg_thin_idle_minutes
)
for inc in ctx.get("recent") or []:
if system_id in (inc.get("system_ids") or []) and tg_str in (inc.get("talkgroup_ids") or []):
if system_id not in (inc.get("system_ids") or []):
continue
if tg_str not in (inc.get("talkgroup_ids") or []):
continue
if _idle_gate_minutes(inc, now) <= idle_limit:
return True
return False
def _call_is_substanceless(ctx: dict) -> bool:
def _call_is_substanceless(ctx: dict) -> tuple[bool, Optional[str]]:
"""
True when the call carries nothing that marks it as a real event:
• no resolved incident_type and not a reassignment, AND
• severity is not moderate/major, AND
• no vehicle, geocode or tag (incident_correlator.has_event_substance —
the same predicate the incident-creation gate uses), AND
• no recent incident already running on the same talkgroup.
Only then may the LLM-orphan gate drop the call without a tiebreak.
Returns (substanceless, veto_reason). veto_reason names whichever
condition kept the tiebreak alive ("type" | "reassignment" | "severity" |
"substance" | "recent_tg"), or None when the call is substanceless. The
caller writes this into corr_debug on the escalation path so a live
measurement window can see *why* each llm=orphan/rules=new call escaped
the gate instead of inferring it after the fact from the raw dump —
exactly the guesswork that produced a wrong "confirmed explanation" for
2 window-#3 misses on the first pass of this fix.
"""
from app.internal import incident_correlator
@@ -147,15 +210,17 @@ def _call_is_substanceless(ctx: dict) -> bool:
# re-check here. reassignment=True is dispatch pulling a unit onto a NEW
# job (units are blanked at :296 for exactly that reason): the strongest
# new-incident signal in the pipeline. Either one means "keep the tiebreak".
if ctx.get("incident_type") or ctx.get("reassignment"):
return False
if ctx.get("incident_type"):
return False, "type"
if ctx.get("reassignment"):
return False, "reassignment"
if (ctx.get("call_severity") or "routine") in ("moderate", "major"):
return False
return False, "severity"
if incident_correlator.has_event_substance(ctx):
return False
return False, "substance"
if _recent_incident_on_same_talkgroup(ctx):
return False
return True
return False, "recent_tg"
return True, None
async def _correlate_with_consensus(
@@ -219,11 +284,9 @@ async def _correlate_with_consensus(
# time on exactly this disagreement (CORRELATION_REVIEW_0907b.md). Any real
# signal (severity, coords, tags, a live same-talkgroup incident) still
# escalates, so an event the LLM misreads as orphan is not lost.
if (
llm_decision["action"] == "orphan"
and rules_decision["action"] == "new"
and _call_is_substanceless(ctx)
):
is_orphan_vs_new = llm_decision["action"] == "orphan" and rules_decision["action"] == "new"
substanceless, gate_veto_reason = _call_is_substanceless(ctx) if is_orphan_vs_new else (False, None)
if is_orphan_vs_new and substanceless:
logger.info(
f"Consensus gate for call {call_id}: llm=orphan vs rules=new and call "
f"is substanceless — resolving orphan, skipping tiebreak"
@@ -251,6 +314,12 @@ async def _correlate_with_consensus(
final["corr_debug"]["corr_consensus"] = "tiebreak"
final["corr_debug"]["corr_rules_action"] = rules_decision["action"]
final["corr_debug"]["corr_llm_action"] = llm_decision["action"]
if is_orphan_vs_new:
# server-26#115 — record *why* the llm=orphan/rules=new gate stood
# down instead of leaving a future measurement window to guess it
# from the raw dump (which produced a wrong "confirmed explanation"
# for 2/24 misses the first time around).
final["corr_debug"]["corr_gate_veto"] = gate_veto_reason
return await incident_correlator.apply_correlation({"decision": final, "ctx": ctx})
+110
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@@ -156,10 +156,13 @@ async def test_recent_incident_on_same_talkgroup_is_not_gated():
ctx = {
"system_id": "sys-1",
"talkgroup_id": 9048,
"talkgroup_name": "Dispatch",
"now": NOW,
"recent": [{
"incident_id": "inc-live",
"system_ids": ["sys-1"],
"talkgroup_ids": ["9048"],
"updated_at": (NOW - timedelta(minutes=1)).isoformat(),
}],
}
m_apply, m_tiebreak = await _run_consensus(
@@ -168,6 +171,113 @@ async def test_recent_incident_on_same_talkgroup_is_not_gated():
m_tiebreak.assert_called_once()
# server-26#115 window #3 (CORRELATION_REVIEW_0912.md): the escape hatch used
# to treat ANY same-talkgroup incident inside the 2h correlation_window_hours
# as "recent", which on a busy dispatch channel (3-13 incidents/2h) was
# satisfied almost unconditionally — the gate fired 0/24 times against its own
# target shape. It now only counts an incident as recent within
# settings.tg_dispatch_thin_idle_minutes (5 min) on a dispatch channel, or
# tg_thin_idle_minutes (15 min) on a tactical channel — the same split
# incident_correlator's own fast/thin path uses, selected by the same
# _is_dispatch_channel test, so a retune of one for fast/thin reasons doesn't
# silently move this escape hatch on channels never re-measured for it.
async def test_recent_same_tg_incident_inside_new_short_window_still_escapes_gate():
ctx = {
"system_id": "sys-1",
"talkgroup_id": 9048,
"talkgroup_name": "Dispatch",
"now": NOW,
"recent": [{
"incident_id": "inc-live",
"system_ids": ["sys-1"],
"talkgroup_ids": ["9048"],
# 3 min ago — inside tg_dispatch_thin_idle_minutes (5).
"updated_at": (NOW - timedelta(minutes=3)).isoformat(),
}],
}
m_apply, m_tiebreak = await _run_consensus(
_preview("new", {}, ctx=ctx), _llm("orphan"),
)
m_tiebreak.assert_called_once()
async def test_recent_same_tg_incident_older_than_short_window_now_gates():
# Regression test for the fix: 8 minutes is past the 5-minute DISPATCH
# bound but still inside the 15-minute TACTICAL bound and the OLD 2-hour
# correlation_window_hours lookback — this specifically proves the
# dispatch-channel number is being used here, not just "some window
# shorter than 2h". Before the fix this escaped the gate on any channel;
# after the fix a dispatch channel gates at this age (a tactical channel
# would not — see test_tactical_channel_uses_the_longer_window below).
ctx = {
"system_id": "sys-1",
"talkgroup_id": 9048,
"talkgroup_name": "Dispatch",
"now": NOW,
"recent": [{
"incident_id": "inc-stale",
"system_ids": ["sys-1"],
"talkgroup_ids": ["9048"],
"updated_at": (NOW - timedelta(minutes=8)).isoformat(),
}],
}
m_apply, m_tiebreak = await _run_consensus(
_preview("new", {}, ctx=ctx), _llm("orphan"),
)
m_tiebreak.assert_not_called()
assert m_apply.call_args[0][0]["decision"]["action"] == "orphan"
async def test_tactical_channel_uses_the_longer_window():
# Same 8-minute age as the dispatch test above, but on a channel name that
# does not match _DISPATCH_TG_RE — this must fall back to the 15-minute
# tg_thin_idle_minutes bound, same as incident_correlator's own fast/thin
# selection, and 8 min is still "recent" under that bound.
ctx = {
"system_id": "sys-1",
"talkgroup_id": 383,
"talkgroup_name": "Tac 3",
"now": NOW,
"recent": [{
"incident_id": "inc-tac",
"system_ids": ["sys-1"],
"talkgroup_ids": ["383"],
"updated_at": (NOW - timedelta(minutes=8)).isoformat(),
}],
}
m_apply, m_tiebreak = await _run_consensus(
_preview("new", {}, ctx=ctx), _llm("orphan"),
)
m_tiebreak.assert_called_once()
async def test_gate_veto_reason_is_recorded_on_the_escalation_path():
# server-26#115: a live measurement window must be able to see *why* an
# llm=orphan/rules=new call escaped the gate without guessing from the raw
# dump (which produced a wrong "confirmed explanation" for 2 window-#3
# misses the first time). corr_gate_veto names the surviving condition.
ctx = {"call_severity": "major"}
m_apply, m_tiebreak = await _run_consensus(
_preview("new", {}, ctx=ctx), _llm("orphan"),
)
m_tiebreak.assert_called_once()
final = m_apply.call_args[0][0]["decision"]
assert final["corr_debug"]["corr_gate_veto"] == "severity"
async def test_gate_veto_reason_is_absent_when_the_disagreement_is_not_orphan_vs_new():
# corr_gate_veto is only meaningful for the llm=orphan/rules=new shape the
# gate targets — it must not appear (or be misleadingly None-vs-absent) on
# an unrelated disagreement shape.
m_apply, m_tiebreak = await _run_consensus(
_preview("link", {}), _llm("orphan"),
)
m_tiebreak.assert_called_once()
final = m_apply.call_args[0][0]["decision"]
assert "corr_gate_veto" not in final["corr_debug"]
async def test_recent_incident_on_a_different_talkgroup_still_gates():
ctx = {
"system_id": "sys-1",