transcript_correction: reject a correction that changes a ten-code (#162)
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correct()'s prompt says "Do NOT expand ten-codes" and "NEVER add
information", but nothing checked the model's output against its own
rules -- raw["corrected"] was accepted verbatim past a non-empty/changed
check, and the "changed" field it returns was logged for audit and never
validated.

Caught live: the same call's raw vs corrected transcript showed "10-7"
rewritten to "10-13" in one place and "10-4" in another, plus a bare "7"
expanded into "ShotSpotter" -- alongside genuinely good fixes (Holmes
Street and 4th and Rowe -> Home Street and Forest Ave, from this system's
own vocabulary). A wrong 10-13 standing in for a real 10-7 reads exactly
as trustworthy as a correct transcript, which is worse than leaving the
raw mishearing in place.

_code_tokens() extracts every ten-code/signal-shaped token from the
original and corrected text/segments; any change to that set discards
the correction and falls back to raw. Checked independently for the
joined text and for segments, consistent with the existing
all-or-nothing segment-alignment rule.

Does not catch a wrong word swapped for another equally plausible
non-code word -- that class still depends entirely on the model
following its own prompt. Filed server-26#161 for the broader STT/audio
quality initiative this belongs alongside.

Verified: 426 pass, 0 fail (4 new tests).

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
This commit is contained in:
Logan Cusano
2026-09-20 21:51:41 -04:00
co-authored by Claude Sonnet 5
parent f91d4559f3
commit 241a15b8da
2 changed files with 105 additions and 0 deletions
@@ -28,10 +28,23 @@ counties may have one talkgroup covering a single municipality, and that
municipality's streets must not be buried under a county-wide list. A
single-municipality system is the degenerate case: populate the system level and
every talkgroup inherits it.
THE PROMPT'S OWN RULES ARE NOT ENFORCED (server-26#162). "Do NOT expand
ten-codes" and "NEVER add information" are instructions to the model, not
checks on its output — `correct()` used to accept `raw["corrected"]` verbatim.
Caught live: the same call came back with "10-7" rewritten to "10-13" in one
place and "10-4" in another, and "7" expanded into "ShotSpotter" — a real code
swapped for a different real code reads exactly as confident and trustworthy
as a correct one, which is worse than leaving the raw mishearing in place. The
model isn't graded on this at write time; `_code_tokens()` is a
verify-what-you-can-cheaply-check backstop, not a fix to the model's judgment:
it only catches a code-shaped token changing, not a wrong word substituted for
another equally plausible word.
"""
import asyncio
import json
import re
from typing import Any, Optional
from app.config import settings
@@ -96,6 +109,19 @@ def _dedupe(items: list[str]) -> list[str]:
return out
# Ten-codes ("10-4"), unit/signal shorthand ("4-2"), and the digit-group
# fragments radio traffic reads out loud ("7-2-1" of a case number) all share
# this shape. The guard below does not need to know which of those a given
# token is — it only needs the SET of them to survive a "correction"
# unchanged, in order. A model rewriting "10-7" as "10-13" is not the kind of
# mishearing this pass exists to fix (server-26#162).
_CODE_TOKEN_RE = re.compile(r"\b\d{1,3}(?:-\d{1,3})+\b")
def _code_tokens(text: str) -> list[str]:
return _CODE_TOKEN_RE.findall(text or "")
def _talkgroup_entry(system_doc: dict, talkgroup_id: Optional[int]) -> dict:
"""The config.talkgroups[] entry for this talkgroup, or {}."""
if talkgroup_id is None:
@@ -317,6 +343,31 @@ async def correct(
if verified_segments:
corrected_segments = verified_segments
# server-26#162: a code-shaped token ("10-7", "4-2", a case-number
# fragment like "7-2-1") changing at all — not just going missing, any
# change — means the model touched something this pass has no business
# touching. Reject that half of the correction outright rather than trust
# a rewrite that already broke its own instructions once. Checked against
# the ORIGINAL text/segment, not each other, so a joined-text correction
# and a segment correction are judged independently, same as everywhere
# else in this function.
if corrected is not None and _code_tokens(corrected) != _code_tokens(text):
logger.warning(
f"Transcript correction for call {call_id} changed code-shaped "
f"tokens ({_code_tokens(text)} -> {_code_tokens(corrected)}) — "
f"discarding the joined correction"
)
corrected = None
if corrected_segments is not None:
for seg, orig in zip(corrected_segments, segments or []):
if _code_tokens(seg["text"]) != _code_tokens(orig.get("text", "")):
logger.warning(
f"Transcript correction for call {call_id} changed "
f"code-shaped tokens in a segment — discarding segment corrections"
)
corrected_segments = None
break
if corrected or corrected_segments or not_speech:
changed = raw.get("changed") or []
logger.info(
@@ -211,6 +211,60 @@ async def test_model_failure_leaves_the_transcript_alone():
assert await tc.correct("c1", "x y z w", SEGS, system_id="sys-1") == (None, None, False)
# ── Code-token guard (server-26#162) ────────────────────────────────────────
# Caught live: the same call came back with "10-7" rewritten to "10-13" in one
# place and "10-4" in another. A real code swapped for a different real code
# reads exactly as trustworthy as a correct one — worse than leaving the raw
# mishearing in place, since nothing downstream can tell it happened.
@pytest.mark.asyncio
async def test_changed_ten_code_is_discarded():
payload = {"corrected": "10-13, we're back in town."}
with _system(), _gemini(payload):
text, _, _ = await tc.correct("c1", "10-7, we're back in town.", None, system_id="sys-1")
assert text is None
@pytest.mark.asyncio
async def test_invented_code_token_is_discarded():
"""Nothing code-shaped in the original — the model added one from nothing."""
payload = {"corrected": "ShotSpotter, 10-4, group of 3 shooting outside."}
with _system(), _gemini(payload):
text, _, _ = await tc.correct("c1", "Seven, group of 3 shooting outside.", None, system_id="sys-1")
assert text is None
@pytest.mark.asyncio
async def test_legitimate_place_correction_with_unchanged_codes_still_applies():
"""The guard must not collateral-damage a correction that never touches
a code token — Home/Forest for Holmes/4th-and-Rowe is exactly the kind of
fix this pass exists to make."""
payload = {"corrected": "10-13 coming over on Home Street and Forest Ave, 4-2."}
with _system(), _gemini(payload):
text, _, _ = await tc.correct(
"c1", "10-13 coming over on Holmes Street and 4th and Rowe, 4-2.",
None, system_id="sys-1",
)
assert text == "10-13 coming over on Home Street and Forest Ave, 4-2."
@pytest.mark.asyncio
async def test_segment_code_change_discards_segments_only():
"""A code change in one segment discards the whole segments array (same
all-or-nothing rule as a length mismatch), but the independently-checked
joined correction still stands if it kept its own codes intact. The
joined `text`/`corrected` pair here is deliberately code-free — this test
isolates the segment-level guard, not the joined-text one."""
payload = {
"corrected": "Show it out to Ossining, back to Route 9.",
"segments": ["Headquarters, 10-13.", "Show it out to Ossining.", "360 north, back to Route 9."],
}
with _system(), _gemini(payload):
text, segs, _ = await tc.correct("c1", "x y z w", SEGS, system_id="sys-1", talkgroup_id=9048)
assert segs is None
assert text == "Show it out to Ossining, back to Route 9."
@pytest.mark.asyncio
async def test_reference_data_reaches_the_prompt():
seen = {}