diff --git a/admin/scripts/check_claim_language.py b/admin/scripts/check_claim_language.py
index f3df965..6f6f6a7 100644
--- a/admin/scripts/check_claim_language.py
+++ b/admin/scripts/check_claim_language.py
@@ -122,24 +122,9 @@
 # habitat-related artifact ever lands here, close the stem rather than
 # allowlisting the artifact.
 CLAIM_PATTERN = re.compile(
-    r'\ball\b'
-    r'|\bevery\b'
-    r'|\bcomplete'
-    r'|\bfull list\b'
-    r'|\bentire\b'
-    r'|\bthe user (?:searched|typed|viewed|visited|opened|selected|deleted|read|sent'
-    r'|created|hid|chose)\b'
-    r'|\buser[- ](?:created|entered|typed|searched|selected|initiated)\b'
-    r'|\b(?:searched|typed|viewed|read|entered|created|sent|opened|selected|delet'
-    r'ed|visited|chosen|hidden|initiated) by (?:the |a |an )?(?:user|account holder|device owner|subject|owner)\b'
-    r'|\bmanually\b'
-    r'|\bproves?\b'
-    r'|\bdefinitively\b'
-    r'|\balways\b'
-    r'|\breliable'
-    r'|\bvisited\b'
-    r'|\bhabits?\b',
-    re.IGNORECASE)
+    r"\ball\b|\bevery\b|\bcomplete|\bfull list\b|\bentire\b|\b(?:the|a|an) (?:\w+ )?(?:user|account holder|device owner|subject|owner) (?:searched|typed|viewed|read|entered|created|sent|opened|selected|deleted|visited|chose|chosen|hid|hidden|initiated|follows|saved|added|grouped|submitted|marked|tracked|joined|reacted|installed|removed|configured|voted|opted)\b|\buser[- ](?:created|entered|typed|searched|selected|initiated)\b|\b(?:searched|typed|viewed|read|entered|created|sent|opened|selected|deleted|visited|chosen|hidden|initiated) by (?:the |a |an )?(?:user|account holder|device owner|subject|owner)\b|\bmanually\b|\bproves?\b|\bdefinitively\b|\balways\b|\breliable|\bvisited\b|\bhabits?\b",
+    re.IGNORECASE,
+)
 
 # `notes` reaches the examiner too, in the report and in the artifact info modal, so
 # the same standard applies to it. It cannot use the same vocabulary, because notes do
@@ -156,19 +141,9 @@
 # What is left is attribution and certainty, which mean the same thing in a note as in
 # a description.
 NOTES_PATTERN = re.compile(
-    r'\bthe user (?:searched|typed|viewed|visited|opened|selected|deleted|read|sent'
-    r'|created|hid|chose)\b'
-    r'|\buser[- ](?:created|entered|typed|searched|selected|initiated)\b'
-    r'|\b(?:searched|typed|viewed|read|entered|created|sent|opened|selected|delet'
-    r'ed|visited|chosen|hidden|initiated) by (?:the |a |an )?(?:user|account holder|device owner|subject|owner)\b'
-    r'|\bmanually\b'
-    r'|\bproves?\b'
-    r'|\bdefinitively\b'
-    r'|\balways\b'
-    r'|\breliable'
-    r'|\bvisited\b'
-    r'|\bhabits?\b',
-    re.IGNORECASE)
+    r"\b(?:the|a|an) (?:\w+ )?(?:user|account holder|device owner|subject|owner) (?:searched|typed|viewed|read|entered|created|sent|opened|selected|deleted|visited|chose|chosen|hid|hidden|initiated|follows|saved|added|grouped|submitted|marked|tracked|joined|reacted|installed|removed|configured|voted|opted)\b|\buser[- ](?:created|entered|typed|searched|selected|initiated)\b|\b(?:searched|typed|viewed|read|entered|created|sent|opened|selected|deleted|visited|chosen|hidden|initiated) by (?:the |a |an )?(?:user|account holder|device owner|subject|owner)\b|\bmanually\b|\bproves?\b|\bdefinitively\b|\balways\b|\breliable|\bvisited\b|\bhabits?\b",
+    re.IGNORECASE,
+)
 
 # A note that *denies* a claim uses the same words as one that makes it: "not terms the
 # user searched for", "does not establish that the user viewed them". That denial is the
diff --git a/admin/test/scripts/test_check_claim_language.py b/admin/test/scripts/test_check_claim_language.py
index e3559cd..fcc7ad6 100644
--- a/admin/test/scripts/test_check_claim_language.py
+++ b/admin/test/scripts/test_check_claim_language.py
@@ -36,23 +36,10 @@
 
 # The vocabulary every core is expected to enforce, written out rather than imported.
 EXPECTED_CLAIM = (
-    r'\ball\b|\bevery\b|\bcomplete|\bfull list\b|\bentire\b|'
-    r'\bthe user (?:searched|typed|viewed|visited|opened|selected|deleted|'
-    r'read|sent|created|hid|chose)\b|\buser[- ](?:created|entered|typed|'
-    r'searched|selected|initiated)\b|\b(?:searched|typed|viewed|read|'
-    r'entered|created|sent|opened|selected|deleted|visited|chosen|hidden|'
-    r'initiated) by (?:the |a |an )?(?:user|account holder|device owner|'
-    r'subject|owner)\b|\bmanually\b|\bproves?\b|\bdefinitively\b|'
-    r'\balways\b|\breliable|\bvisited\b|\bhabits?\b'
+    r"\ball\b|\bevery\b|\bcomplete|\bfull list\b|\bentire\b|\b(?:the|a|an) (?:\w+ )?(?:user|account holder|device owner|subject|owner) (?:searched|typed|viewed|read|entered|created|sent|opened|selected|deleted|visited|chose|chosen|hid|hidden|initiated|follows|saved|added|grouped|submitted|marked|tracked|joined|reacted|installed|removed|configured|voted|opted)\b|\buser[- ](?:created|entered|typed|searched|selected|initiated)\b|\b(?:searched|typed|viewed|read|entered|created|sent|opened|selected|deleted|visited|chosen|hidden|initiated) by (?:the |a |an )?(?:user|account holder|device owner|subject|owner)\b|\bmanually\b|\bproves?\b|\bdefinitively\b|\balways\b|\breliable|\bvisited\b|\bhabits?\b"
 )
 EXPECTED_NOTES = (
-    r'\bthe user (?:searched|typed|viewed|visited|opened|selected|deleted|'
-    r'read|sent|created|hid|chose)\b|\buser[- ](?:created|entered|typed|'
-    r'searched|selected|initiated)\b|\b(?:searched|typed|viewed|read|'
-    r'entered|created|sent|opened|selected|deleted|visited|chosen|hidden|'
-    r'initiated) by (?:the |a |an )?(?:user|account holder|device owner|'
-    r'subject|owner)\b|\bmanually\b|\bproves?\b|\bdefinitively\b|'
-    r'\balways\b|\breliable|\bvisited\b|\bhabits?\b'
+    r"\b(?:the|a|an) (?:\w+ )?(?:user|account holder|device owner|subject|owner) (?:searched|typed|viewed|read|entered|created|sent|opened|selected|deleted|visited|chose|chosen|hid|hidden|initiated|follows|saved|added|grouped|submitted|marked|tracked|joined|reacted|installed|removed|configured|voted|opted)\b|\buser[- ](?:created|entered|typed|searched|selected|initiated)\b|\b(?:searched|typed|viewed|read|entered|created|sent|opened|selected|deleted|visited|chosen|hidden|initiated) by (?:the |a |an )?(?:user|account holder|device owner|subject|owner)\b|\bmanually\b|\bproves?\b|\bdefinitively\b|\balways\b|\breliable|\bvisited\b|\bhabits?\b"
 )
 EXPECTED_NEGATION = (
     r'\b(not|no|never|nor|neither|without|cannot|rather than|instead of|'
@@ -258,6 +245,48 @@ def test_the_two_vocabularies_agree_on_the_passive_family(self):
                 self.assertEqual(bool(ccl.CLAIM_PATTERN.search(probe)),
                                  bool(ccl.NOTES_PATTERN.search(probe)))
 
+class ActiveFormsAreAnchoredOnAPerson(unittest.TestCase):
+    """The active family must fire on a person subject however it is worded, and stay
+    silent when the subject is not a person.
+
+    Anchored only on the literal "the user", the check was evadable by naming the app in
+    front of the noun ("the Flipboard user follows", "the Hinge account holder selected")
+    or by a different determiner ("a user tracked"), with nothing about the attribution
+    changed. The subject now takes the same determiners and person-noun set as the
+    passive family, plus an optional descriptor, and the verb set adds the conduct words
+    that recur in these descriptions.
+    """
+
+    PERSON_SUBJECTS = ('the user', 'a user', 'the Flipboard user',
+                       'the Hinge account holder', 'the device owner', 'an account owner')
+    CONDUCT = ('follows', 'saved', 'added', 'grouped', 'submitted', 'marked',
+               'tracked', 'joined', 'reacted', 'selected', 'typed', 'visited')
+
+    def test_a_person_subject_fires_however_worded(self):
+        for subject in self.PERSON_SUBJECTS:
+            for field in ('description', 'notes'):
+                with self.subTest(subject=subject, field=field):
+                    self.assertTrue(fires(field, f'items {subject} added to the list'))
+
+    def test_each_conduct_verb_fires_after_a_person(self):
+        for verb in self.CONDUCT:
+            for field in ('description', 'notes'):
+                with self.subTest(verb=verb, field=field):
+                    self.assertTrue(fires(field, f'things the user {verb}'))
+
+    def test_a_non_person_subject_in_the_active_voice_stays_silent(self):
+        for text in ('the app added a row', 'the parser opened the file',
+                     'the sync service created a record', 'the indexer marked it read',
+                     'the calling app submitted the query'):
+            for field in ('description', 'notes'):
+                with self.subTest(text=text, field=field):
+                    self.assertFalse(fires(field, text))
+
+    def test_the_motivating_case_is_caught(self):
+        # ALEAPP #1332 corrected this description; the anchoring is what stops the class.
+        self.assertTrue(fires('description',
+                              'Topics and magazines the Flipboard user follows'))
+
 
 if __name__ == '__main__':
     unittest.main()
diff --git a/scripts/artifacts/instagramNointerest.py b/scripts/artifacts/instagramNointerest.py
index 8549921..f00ca55 100755
--- a/scripts/artifacts/instagramNointerest.py
+++ b/scripts/artifacts/instagramNointerest.py
@@ -1,7 +1,7 @@
 __artifacts_v2__ = {
     "instagramNointerest": {
         "name": "Instagram Archive - Accounts No Interest",
-        "description": "Parses accounts the user marked as not interested from an Instagram data archive",
+        "description": "Parses accounts marked as not interested from an Instagram data archive",
         "author": "@AlexisBrignoni",
         "creation_date": "2021-08-27",
         "last_update_date": "2026-06-27",