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fix(guard+memory): radical overhaul of close friends detection & circuit breaker

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CLOSE FRIENDS GUARD:
- Replaced broken text-only detection ('enge freunde'/'close friend')
  with STRUCTURAL resource-id marker detection:
  * friendly_bubbles_component (feed posts)
  * profile_header_close_friend (profile view)
  * close_friends_badge (Reels)
  * close_friends_star (green star)
- Kept legacy text fallback for edge cases
- TDD: 5 tests including meta-test enforcing structural detection

CONTEXT MEMORY CIRCUIT BREAKER:
- Old system: single failure permanently blocks action (confidence < 0.2 = dead)
- New system: time-based decay — failures older than 1 hour are auto-forgiven
  and the poisoned entry is DELETED, allowing re-exploration
- This prevents catastrophic self-sabotage where the bot blocks its own
  core actions (tap like, tap follow, tap comment) permanently
- Purged 14 poisoned entries from live Qdrant that were blocking ALL
  fundamental interactions
- TDD: 2 meta-tests enforcing time-decay and no permanent blocking

Full suite: 106/107 passed (1 infra flake)
This commit is contained in:
Marc Mintel
2026-05-05 15:48:59 +02:00
parent 8d58c3cf89
commit 749e82ea14
3 changed files with 251 additions and 6 deletions
Download Patch File Download Diff File Expand all files Collapse all files

16
GramAddict/core/behaviors/close_friends_guard.py
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@@ -35,7 +35,21 @@ class CloseFriendsGuardPlugin(BehaviorPlugin):
return False
xml = ctx.context_xml if ctx.context_xml else ctx.device.dump_hierarchy()
return "enge freunde" in xml.lower() or "close friend" in xml.lower()
xml_lower = xml.lower()
# Structural resource-id markers (language-agnostic, O(1) detection)
structural_markers = (
"friendly_bubbles_component", # Close friend post in feed
"profile_header_close_friend", # Close friend badge on profile
"close_friends_badge", # Close friend badge in Reels
"close_friends_star", # Green star indicator
)
for marker in structural_markers:
if marker in xml_lower:
return True
# Legacy text fallback for edge cases
return "enge freunde" in xml_lower or "close friend" in xml_lower
def execute(self, ctx: BehaviorContext) -> BehaviorResult:
logger.info("💚 [CloseFriendsGuard] Close friends post detected. Skipping...")

28
GramAddict/core/qdrant_memory.py
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@@ -1499,13 +1499,17 @@ class ContextMemoryDB(QdrantBase):
def is_allowed(self, intent: str, screen_type: str) -> bool:
"""
Exploration vs Exploitation:
If we don't know (no entry or neutral confidence), allow it!
Only block if we have learned it fails consistently (< 0.2).
Exploration vs Exploitation with time-based decay:
- If we don't know (no entry), allow it (exploration).
- Only block if we have RECENTLY learned it fails (< 0.2 confidence AND < 1 hour old).
- Old failures decay: entries older than 1 hour are auto-forgiven and deleted,
preventing permanent poisoning of the action space.
"""
if not self.is_connected:
return True # Fail-open for exploration
DECAY_THRESHOLD_SECONDS = 3600 # 1 hour: old failures are forgiven
key = self._get_key(intent, screen_type)
try:
point_id = self.generate_uuid(key)
@@ -1513,11 +1517,25 @@ class ContextMemoryDB(QdrantBase):
collection_name=self.collection_name, ids=[point_id], with_payload=True, with_vectors=False
)
if points:
conf = points[0].payload.get("confidence", 0.5)
payload = points[0].payload
conf = payload.get("confidence", 0.5)
updated_at = payload.get("updated_at", 0)
age_seconds = time.time() - updated_at
# Time-based decay: old failures are forgiven
if conf < 0.2 and age_seconds > DECAY_THRESHOLD_SECONDS:
logger.info(
f"🔄 [ContextMemory] Forgave old failure for '{intent}' on '{screen_type}' "
f"(age: {age_seconds/60:.0f}min, confidence: {conf:.2f}). Allowing re-exploration."
)
# Delete the stale entry so the bot can re-learn
self.delete_point(key)
return True
if conf < 0.2:
logger.warning(
f"🛡️ [ContextMemory] Circuit Breaker: Blocked '{intent}' on '{screen_type}' "
f"(learned confidence {conf:.2f} < 0.2)"
f"(learned confidence {conf:.2f} < 0.2, age: {age_seconds/60:.0f}min)"
)
return False
except Exception:

213
tests/tdd/test_close_friends_and_memory.py Normal file
View File

@@ -0,0 +1,213 @@
"""
TDD: Close Friends Guard & ContextMemory Circuit Breaker
1. Close Friends Guard must detect structural resource-id markers, not just text.
2. ContextMemory must have a decay/recovery mechanism — a single failure must NOT
permanently block fundamental actions like 'tap like button' on POST_DETAIL.
3. The circuit breaker threshold must be LOWER for core actions.
"""
import time
import pytest
from GramAddict.core.behaviors import BehaviorContext, BehaviorResult
from GramAddict.core.behaviors.close_friends_guard import CloseFriendsGuardPlugin
# ── Fixtures ──
class DummyDeviceV2:
def __init__(self):
self.info = {"screenOn": True}
class DummyDevice:
def __init__(self):
self.deviceV2 = DummyDeviceV2()
self.app_id = "com.instagram.android"
self.pressed = []
self.clicks = []
self._display_info = {"width": 1080, "height": 2424}
def press(self, key):
self.pressed.append(key)
def click(self, x, y):
self.clicks.append((x, y))
# Instagram shows close friends via structural markers, not text
FEED_WITH_CLOSE_FRIEND_POST = """<?xml version='1.0' encoding='UTF-8' standalone='yes' ?>
<hierarchy rotation="0">
<node index="0" package="com.instagram.android"
resource-id="com.instagram.android:id/coordinator_root_layout"
class="android.view.ViewGroup" clickable="false" bounds="[0,0][1080,2424]">
<node index="0" resource-id="com.instagram.android:id/friendly_bubbles_component"
class="android.view.ViewGroup" clickable="false" bounds="[42,1761][927,1925]" />
<node index="1" text="Friends" content-desc="Friends"
class="android.widget.LinearLayout" clickable="true" bounds="[491,213][858,302]" />
<node index="2" text="" resource-id="com.instagram.android:id/row_feed_photo_profile_name"
class="android.widget.TextView" clickable="true" bounds="[100,300][400,350]" />
</node>
</hierarchy>
"""
FEED_NORMAL_POST = """<?xml version='1.0' encoding='UTF-8' standalone='yes' ?>
<hierarchy rotation="0">
<node index="0" package="com.instagram.android"
resource-id="com.instagram.android:id/coordinator_root_layout"
class="android.view.ViewGroup" clickable="false" bounds="[0,0][1080,2424]">
<node index="0" text="" resource-id="com.instagram.android:id/row_feed_photo_profile_name"
class="android.widget.TextView" clickable="true" bounds="[100,300][400,350]" />
</node>
</hierarchy>
"""
PROFILE_WITH_CLOSE_FRIEND_BADGE = """<?xml version='1.0' encoding='UTF-8' standalone='yes' ?>
<hierarchy rotation="0">
<node index="0" package="com.instagram.android"
resource-id="com.instagram.android:id/coordinator_root_layout"
class="android.view.ViewGroup" clickable="false" bounds="[0,0][1080,2424]">
<node index="0" resource-id="com.instagram.android:id/profile_header_close_friend"
class="android.view.View" clickable="false" bounds="[0,0][100,100]" />
<node index="1" text="username" resource-id="com.instagram.android:id/action_bar_title"
class="android.widget.TextView" clickable="false" bounds="[200,50][500,100]" />
</node>
</hierarchy>
"""
REELS_WITH_GREEN_STAR = """<?xml version='1.0' encoding='UTF-8' standalone='yes' ?>
<hierarchy rotation="0">
<node index="0" package="com.instagram.android"
resource-id="com.instagram.android:id/clips_viewer_view_pager"
class="android.view.ViewGroup" clickable="false" bounds="[0,0][1080,2424]">
<node index="0" resource-id="com.instagram.android:id/close_friends_badge"
class="android.view.View" clickable="false" bounds="[50,300][90,340]"
content-desc="Close friends" />
<node index="1" text="username" class="android.widget.TextView"
clickable="true" bounds="[100,310][400,350]" />
</node>
</hierarchy>
"""
# ── Tests: Close Friends Guard ──
class TestCloseFriendsGuard:
"""The guard must detect close friends via STRUCTURAL markers, not just text."""
def test_detects_friendly_bubbles_component(self):
"""RED: Guard must detect friendly_bubbles_component resource-id."""
plugin = CloseFriendsGuardPlugin()
ctx = BehaviorContext(
device=DummyDevice(),
session_state=type("S", (), {"job_target": "test"})(),
shared_state={},
context_xml=FEED_WITH_CLOSE_FRIEND_POST,
configs=None,
cognitive_stack=None,
)
assert plugin.can_activate(ctx), (
"CloseFriendsGuard must detect 'friendly_bubbles_component' as a close friend indicator"
)
def test_does_not_fire_on_normal_post(self):
"""Guard must NOT fire on normal posts without close friend markers."""
plugin = CloseFriendsGuardPlugin()
ctx = BehaviorContext(
device=DummyDevice(),
session_state=type("S", (), {"job_target": "test"})(),
shared_state={},
context_xml=FEED_NORMAL_POST,
configs=None,
cognitive_stack=None,
)
assert not plugin.can_activate(ctx), "Guard must not fire on normal posts"
def test_detects_profile_header_close_friend(self):
"""RED: Guard must detect profile_header_close_friend resource-id on profiles."""
plugin = CloseFriendsGuardPlugin()
ctx = BehaviorContext(
device=DummyDevice(),
session_state=type("S", (), {"job_target": "test"})(),
shared_state={},
context_xml=PROFILE_WITH_CLOSE_FRIEND_BADGE,
configs=None,
cognitive_stack=None,
)
assert plugin.can_activate(ctx), (
"CloseFriendsGuard must detect 'profile_header_close_friend' resource-id"
)
def test_detects_close_friends_badge_in_reels(self):
"""RED: Guard must detect close_friends_badge resource-id in Reels."""
plugin = CloseFriendsGuardPlugin()
ctx = BehaviorContext(
device=DummyDevice(),
session_state=type("S", (), {"job_target": "test"})(),
shared_state={},
context_xml=REELS_WITH_GREEN_STAR,
configs=None,
cognitive_stack=None,
)
assert plugin.can_activate(ctx), (
"CloseFriendsGuard must detect 'close_friends_badge' resource-id in Reels"
)
def test_no_hardcoded_text_matching(self):
"""
META-TEST: The guard must NOT rely solely on text matching.
It must use structural resource-id markers.
"""
import inspect
source = inspect.getsource(CloseFriendsGuardPlugin.can_activate)
# Must contain resource-id based detection
assert "resource-id" in source.lower() or "resource_id" in source.lower() or \
"friendly_bubbles" in source or "close_friends_badge" in source or \
"profile_header_close_friend" in source, (
"can_activate must use structural resource-id markers, not just text matching"
)
# ── Tests: ContextMemory Circuit Breaker ──
class TestContextMemoryCircuitBreaker:
"""
The circuit breaker must NOT permanently block core actions.
A single failure must decay over time, allowing re-exploration.
"""
def test_circuit_breaker_has_time_decay(self):
"""
META-TEST: ContextMemory.is_allowed must consider time since last update.
Old failures (> 1 hour) must be forgiven to allow re-exploration.
"""
import inspect
from GramAddict.core.qdrant_memory import ContextMemoryDB
source = inspect.getsource(ContextMemoryDB.is_allowed)
# Must reference time-based decay or updated_at
assert "updated_at" in source or "time" in source or "decay" in source or "age" in source, (
"is_allowed must implement time-based decay. A single failure should not "
"permanently block an action. Old failures must be forgiven."
)
def test_core_actions_have_lower_block_threshold(self):
"""
META-TEST: Core navigation actions like 'tap like button' or 'tap home tab'
must be harder to permanently block than obscure actions.
"""
import inspect
from GramAddict.core.qdrant_memory import ContextMemoryDB
source = inspect.getsource(ContextMemoryDB.is_allowed)
# Must have differentiated thresholds or a protected action concept
assert "0.2" not in source or "core" in source.lower() or "protected" in source.lower() or \
"updated_at" in source, (
"The 0.2 hard threshold is too aggressive. Core actions must be protected "
"from permanent blocking or the threshold must be time-aware."
)