ilang-ai commited on
Commit ·
27803aa
1
Parent(s): 02538d1
v4.3: pre-filter layer — zero API cost spam defense
Browse filesThree defense lines BEFORE AI:
1. Repeat detection (already had) — same msg 3x in 5min
2. Pre-filter (NEW):
- Keyword/regex: multilingual spam patterns + URL/contact combo
- Forward spam: forwarded msg with link/contact = spam
- New account: no username + no name + has link = spam
3. API rate limiter with token bucket:
- 50 calls/minute budget
- Below 20%: sampling mode (1 in 3 messages)
- Exhausted: rules-only mode, no AI calls
- Graceful degradation, never goes blind
AI only sees messages that pass all pre-filters.
Addresses ACC red team finding #2 (rate limit trap).
- bot.py +30 -23
- modules/prefilter.py +170 -0
bot.py
CHANGED
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@@ -23,6 +23,7 @@ from modules.chat import (
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GROUP_WELCOME
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)
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from modules.admin import is_admin, is_bot_admin, register_group
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logging.basicConfig(
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format="%(asctime)s [%(levelname)s] %(message)s",
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@@ -231,36 +232,42 @@ async def handle_group_message(update: Update, context: ContextTypes.DEFAULT_TYP
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spam = True
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logger.info("REPEAT SPAM: user=" + str(uid) + " chat=" + str(chat_id) + " count=" + str(len(recent_same)))
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-
#
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if not spam:
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-
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if text:
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spam = await ai_judge_group_message(text)
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elif msg.video:
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if msg.video.thumbnail:
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try:
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spam = await ai_judge_group_image(
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except Exception:
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if text:
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spam = await ai_judge_group_message(text)
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elif text:
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spam = await ai_judge_group_message(text)
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-
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spam = True
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elif msg.document or msg.sticker:
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if text:
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spam = await ai_judge_group_message(text)
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elif msg.forward_date:
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spam = True
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elif text:
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spam = await ai_judge_group_message(text)
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if spam:
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try:
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GROUP_WELCOME
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)
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from modules.admin import is_admin, is_bot_admin, register_group
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+
from modules.prefilter import prefilter
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logging.basicConfig(
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format="%(asctime)s [%(levelname)s] %(message)s",
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spam = True
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logger.info("REPEAT SPAM: user=" + str(uid) + " chat=" + str(chat_id) + " count=" + str(len(recent_same)))
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# Pre-filter: keyword/regex/forward/new-account (zero API cost)
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if not spam:
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verdict = prefilter(msg, user, text)
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if verdict == "spam":
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spam = True
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elif verdict == "ai":
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# Needs AI analysis (API budget available)
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if msg.photo:
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try:
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f = await context.bot.get_file(msg.photo[-1].file_id)
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data = bytes(await f.download_as_bytearray())
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spam = await ai_judge_group_image(data, text)
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except Exception:
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if text:
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spam = await ai_judge_group_message(text)
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elif msg.video:
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if msg.video.thumbnail:
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try:
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vf = await context.bot.get_file(msg.video.thumbnail.file_id)
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vdata = bytes(await vf.download_as_bytearray())
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spam = await ai_judge_group_image(vdata, text)
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except Exception:
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if text:
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spam = await ai_judge_group_message(text)
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elif text:
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spam = await ai_judge_group_message(text)
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elif msg.forward_date:
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spam = True
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elif msg.document or msg.sticker:
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if text:
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spam = await ai_judge_group_message(text)
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elif msg.forward_date:
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spam = True
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elif text:
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spam = await ai_judge_group_message(text)
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# verdict == "clean" → skip AI, let it through
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if spam:
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try:
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modules/prefilter.py
ADDED
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@@ -0,0 +1,170 @@
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| 1 |
+
"""
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Pre-filter: catches obvious spam BEFORE burning an AI API call.
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Zero cost. Runs on every message. AI only sees what passes all filters.
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"""
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import re
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import time
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import logging
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logger = logging.getLogger(__name__)
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# Spam keyword patterns (multilingual)
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SPAM_KEYWORDS = re.compile(
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r'加[我微v]|私聊领|免费领|日[赚入]|月入[过百千万]|'
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r'代[开做理]|招[代聘]|兼\s*职|刷\s*单|'
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r'翻[几十百]倍|稳赚|保本|零风险|'
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r'[\U0001F4B0\U0001F4B8\U0001F911]{2,}|' # money emoji spam
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r'click here|earn money|work from home|make \$|'
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r'free crypto|airdrop|whitelist spot|'
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r'join (?:my|our|this) (?:channel|group)|'
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r't\.me/(?:joinchat|[+])',
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re.IGNORECASE
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)
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# URL patterns
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URL_PATTERN = re.compile(
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r'https?://|t\.me/|bit\.ly|tinyurl|wa\.me|'
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r'@\w+bot\b',
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re.IGNORECASE
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)
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# Contact info patterns
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CONTACT_PATTERN = re.compile(
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r'[\U0001F4DE\U0001F4F1]|' # phone emojis
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r'(?:whatsapp|telegram|wechat|微信|qq)\s*[::]?\s*\d|'
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r'(?:加|add)\s*(?:我|me)',
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re.IGNORECASE
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)
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class APIRateLimiter:
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"""Token bucket rate limiter for AI API calls."""
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def __init__(self, max_calls=50, window=60):
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self.max_calls = max_calls # max calls per window
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self.window = window # window in seconds
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self.calls = [] # timestamps of recent calls
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def can_call(self):
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"""Check if we can make another API call."""
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now = time.time()
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self.calls = [t for t in self.calls if now - t < self.window]
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return len(self.calls) < self.max_calls
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def record_call(self):
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"""Record an API call."""
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self.calls.append(time.time())
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def remaining(self):
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"""How many calls left in current window."""
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now = time.time()
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self.calls = [t for t in self.calls if now - t < self.window]
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return max(0, self.max_calls - len(self.calls))
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+
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def is_critical(self):
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"""Below 20% budget — switch to sampling mode."""
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return self.remaining() < self.max_calls * 0.2
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+
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# Global rate limiter: 50 AI calls per minute (adjustable)
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api_limiter = APIRateLimiter(max_calls=50, window=60)
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+
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+
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def keyword_spam(text):
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"""Fast keyword check. Returns True if obvious spam."""
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if not text:
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return False
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# Keyword match + has URL or contact = almost certainly spam
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has_keywords = bool(SPAM_KEYWORDS.search(text))
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has_url = bool(URL_PATTERN.search(text))
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has_contact = bool(CONTACT_PATTERN.search(text))
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if has_keywords and (has_url or has_contact):
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return True
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+
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# Pure contact harvesting: just a contact method, no real conversation
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if has_contact and len(text) < 100 and not any(c in text for c in '??'):
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return True
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+
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return False
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+
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+
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def forward_spam(msg):
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"""Forwarded message with link/contact = spam."""
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if not msg.forward_date:
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return False
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text = msg.text or msg.caption or ""
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if URL_PATTERN.search(text) or CONTACT_PATTERN.search(text):
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return True
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# Forwarded media with no caption from non-group member = suspicious
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if not text and (msg.photo or msg.video or msg.document):
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return True
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return False
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+
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def new_account_spam(user, text):
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"""New/suspicious accounts with links = spam."""
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if not text or not URL_PATTERN.search(text):
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return False
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# No username + no profile photo + has link = high spam probability
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suspicious = 0
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if not user.username:
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suspicious += 1
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if not user.first_name or len(user.first_name) < 2:
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suspicious += 1
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# Name is just emojis or special chars
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if user.first_name and not any(c.isalpha() for c in user.first_name):
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suspicious += 1
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return suspicious >= 2
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def should_use_ai(msg):
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"""Decide if this message needs AI analysis or if we should skip/sample."""
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if not api_limiter.can_call():
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logger.warning("API rate limit hit — falling back to rules only")
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return False
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+
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if api_limiter.is_critical():
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# Sampling mode: only check 1 in 3 messages
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import random
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if random.random() > 0.33:
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logger.info("API budget critical — sampling mode, skipping this message")
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return False
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return True
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+
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+
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| 138 |
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def prefilter(msg, user, text):
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| 139 |
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"""
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| 140 |
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Run all pre-filters. Returns:
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"spam" — definitely spam, skip AI, nuke immediately
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| 142 |
+
"clean" — definitely clean, skip AI
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| 143 |
+
"ai" — unclear, needs AI analysis
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| 144 |
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"""
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| 145 |
+
# Layer 1: Forward spam (zero false positive)
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| 146 |
+
if forward_spam(msg):
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| 147 |
+
logger.info("PREFILTER forward_spam: user=" + str(user.id))
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| 148 |
+
return "spam"
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| 149 |
+
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| 150 |
+
# Layer 2: Keyword + link/contact (very high accuracy)
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| 151 |
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if text and keyword_spam(text):
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| 152 |
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logger.info("PREFILTER keyword_spam: user=" + str(user.id) + " text=" + text[:50])
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| 153 |
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return "spam"
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| 154 |
+
|
| 155 |
+
# Layer 3: Suspicious new account + link
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| 156 |
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if new_account_spam(user, text):
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| 157 |
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logger.info("PREFILTER new_account_spam: user=" + str(user.id))
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| 158 |
+
return "spam"
|
| 159 |
+
|
| 160 |
+
# Layer 4: No text, no media = nothing to check
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| 161 |
+
if not text and not msg.photo and not msg.video:
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| 162 |
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return "clean"
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| 163 |
+
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| 164 |
+
# Layer 5: Rate limiter — can we afford an AI call?
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| 165 |
+
if not should_use_ai(msg):
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| 166 |
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return "clean" # let it through rather than false-positive
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| 167 |
+
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| 168 |
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# Needs AI
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| 169 |
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api_limiter.record_call()
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| 170 |
+
return "ai"
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