feat(features): mirror invalidatedBy into Python ProfileFeature (#61)

Adds invalidated_by: tuple[str, ...] to ProfileFeature, mirroring the
invalidatedBy bus subjects from registry.ts. Adds a test that parses the
TS source and asserts Python stays in sync — same drift-detection pattern
used for names and ttlSec.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

ml/features/profile_schema.py

@@ -10,10 +10,12 @@ Update this file whenever you add or rename a feature in the TS registry.
 The accompanying test asserts the two stay in sync at the name level.
 
 Feature-spec fields (issue #61):
-  freshness — "batched": value cached in profile store, recomputed on TTL/event.
-  ttl_sec   — cache lifetime in seconds; mirrors ``ttlSec`` in registry.ts.
-  source    — where the value originates.
-  fallback  — raw value returned when the feature is unavailable (null stored).
+  freshness      — "batched": value cached in profile store, recomputed on TTL/event.
+  ttl_sec        — cache lifetime in seconds; mirrors ``ttlSec`` in registry.ts.
+  source         — where the value originates.
+  fallback       — raw value returned when the feature is unavailable (null stored).
+  invalidated_by — bus event subjects that trigger recompute for the affected user;
+                   mirrors ``invalidatedBy`` in registry.ts. Empty = TTL-only refresh.
 """
 from __future__ import annotations
 
@@ -37,6 +39,7 @@ class ProfileFeature:
     ttl_sec: int
     source: str
     fallback: str
+    invalidated_by: tuple[str, ...] = ()
 
 
 PROFILE_FEATURES: tuple[ProfileFeature, ...] = (
@@ -48,6 +51,7 @@ PROFILE_FEATURES: tuple[ProfileFeature, ...] = (
         ttl_sec=6 * _HOUR,
         source="profile_store",
         fallback="0.0",
+        invalidated_by=("signals.tip.feedback",),
     ),
     ProfileFeature(
         name="dismiss_rate_30d",
@@ -57,6 +61,7 @@ PROFILE_FEATURES: tuple[ProfileFeature, ...] = (
         ttl_sec=6 * _HOUR,
         source="profile_store",
         fallback="0.0",
+        invalidated_by=("signals.tip.feedback",),
     ),
     ProfileFeature(
         name="mean_dwell_ms_30d",
@@ -66,6 +71,7 @@ PROFILE_FEATURES: tuple[ProfileFeature, ...] = (
         ttl_sec=6 * _HOUR,
         source="profile_store",
         fallback="null — serving normalises to 0.0",
+        invalidated_by=("signals.tip.feedback",),
     ),
     ProfileFeature(
         name="preferred_hour",
@@ -75,6 +81,7 @@ PROFILE_FEATURES: tuple[ProfileFeature, ...] = (
         ttl_sec=_DAY,
         source="profile_store",
         fallback="null — serving normalises to 0.5 (neutral alignment)",
+        invalidated_by=("signals.tip.feedback",),
     ),
     ProfileFeature(
         name="tip_volume_30d",
@@ -84,6 +91,7 @@ PROFILE_FEATURES: tuple[ProfileFeature, ...] = (
         ttl_sec=_HOUR,
         source="profile_store",
         fallback="0",
+        invalidated_by=("signals.tip.served",),
     ),
 )
 

ml/features/test_profile_schema.py

@@ -4,6 +4,8 @@ The TS registry in services/api/src/profile/registry.ts is the source of truth.
 This test checks the names listed here match the registry by reading the TS
 file and grepping for `name: '...'`. Crude but cheap, and it catches the
 common rename/add-without-mirror failure mode.
+
+Also verifies invalidated_by subjects mirror the TS invalidatedBy arrays (#61).
 """
 from __future__ import annotations
 import re
@@ -111,3 +113,37 @@ def test_profile_feature_source_is_profile_store():
 def test_profile_feature_fallback_set():
     for f in PROFILE_FEATURES:
         assert f.fallback, f"{f.name}: fallback must not be empty"
+
+
+def _ts_registry_invalidated_by() -> dict[str, list[str]]:
+    """Parse invalidatedBy arrays from registry.ts.
+
+    Extracts subjects from blocks like:
+        invalidatedBy: ['signals.tip.feedback'],
+    Returns {feature_name: [subject, ...]}; features with no invalidatedBy get [].
+    """
+    text = REGISTRY_PATH.read_text(encoding="utf-8")
+    result: dict[str, list[str]] = {}
+    for block in re.split(r"\{", text):
+        name_m = re.search(r"name:\s*'([a-zA-Z0-9_]+)'", block)
+        if not name_m:
+            continue
+        name = name_m.group(1)
+        inv_m = re.search(r"invalidatedBy:\s*\[([^\]]*)\]", block)
+        if inv_m:
+            subjects = re.findall(r"'([^']+)'", inv_m.group(1))
+        else:
+            subjects = []
+        result[name] = subjects
+    return result
+
+
+def test_invalidated_by_matches_ts_registry():
+    ts_inv = _ts_registry_invalidated_by()
+    for f in PROFILE_FEATURES:
+        assert f.name in ts_inv, f"{f.name} not found in TS registry invalidatedBy parse"
+        expected = tuple(sorted(ts_inv[f.name]))
+        actual = tuple(sorted(f.invalidated_by))
+        assert actual == expected, (
+            f"{f.name}: Python invalidated_by={actual} != TS invalidatedBy={expected}"
+        )