feat(workflow): implement target channel personalities, raw review cards, on-demand AI rewrites and multi-target dispatch

core/metrics.py

@@ -10,6 +10,18 @@ COLLECTED_POSTS_TOTAL = Counter(
     ["source_channel_id"]
 )
 
+SOURCE_ACTIVITY_TOTAL = Counter(
+    "copykar_source_activity_total",
+    "Total posts ingested per source channel",
+    ["channel_id", "title"]
+)
+
+TARGET_ACTIVITY_TOTAL = Counter(
+    "copykar_target_activity_total",
+    "Total posts published per target channel",
+    ["channel_id", "title"]
+)
+
 AI_REQUESTS_TOTAL = Counter(
     "copykar_ai_requests_total",
     "Total AI API calls made",
@@ -19,13 +31,13 @@ AI_REQUESTS_TOTAL = Counter(
 DUPLICATES_DETECTED_TOTAL = Counter(
     "copykar_duplicates_detected_total",
     "Total duplicate posts detected",
-    ["method"]  # "hash" or "ai_semantic"
+    ["method"]
 )
 
 ADMIN_ACTIONS_TOTAL = Counter(
     "copykar_admin_actions_total",
     "Total review decisions by admins",
-    ["action"]  # "approved", "rejected", "routed"
+    ["action"]
 )
 
 POSTS_PUBLISHED_TOTAL = Counter(

db/database.py

@@ -1,5 +1,6 @@
 import asyncpg
 import os
+import json
 from typing import Optional
 
 DATABASE_URL = os.getenv(
@@ -23,6 +24,8 @@ CREATE TABLE IF NOT EXISTS targets (
     title VARCHAR(255),
     username VARCHAR(255),
     post_interval_min INT DEFAULT 30,
+    personality TEXT DEFAULT '',
+    custom_footer TEXT DEFAULT '',
     last_post_time TIMESTAMPTZ,
     is_active BOOLEAN DEFAULT TRUE,
     created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
@@ -44,7 +47,8 @@ CREATE TABLE IF NOT EXISTS posts (
     ai_text TEXT,
     suggested_target_id INT REFERENCES targets(id) ON DELETE SET NULL,
     target_channel_id INT REFERENCES targets(id) ON DELETE SET NULL,
-    status VARCHAR(32) DEFAULT 'pending_ai',
+    status VARCHAR(32) DEFAULT 'pending_review',
+    published_to JSONB DEFAULT '[]'::jsonb,
     review_message_id BIGINT,
     scheduled_at TIMESTAMPTZ,
     published_at TIMESTAMPTZ,
@@ -63,6 +67,11 @@ CREATE TABLE IF NOT EXISTS settings (
     value TEXT NOT NULL,
     description TEXT
 );
+
+-- Migration safety for existing tables
+ALTER TABLE targets ADD COLUMN IF NOT EXISTS personality TEXT DEFAULT '';
+ALTER TABLE targets ADD COLUMN IF NOT EXISTS custom_footer TEXT DEFAULT '';
+ALTER TABLE posts ADD COLUMN IF NOT EXISTS published_to JSONB DEFAULT '[]'::jsonb;
 """
 
 _pool: Optional[asyncpg.Pool] = None

db/models.py

@@ -1,5 +1,5 @@
 from dataclasses import dataclass, field
-from typing import Optional, List
+from typing import Optional, List, Dict, Any
 
 @dataclass
 class SourceChannel:
@@ -17,6 +17,8 @@ class TargetChannel:
     title: Optional[str]
     username: Optional[str]
     post_interval_min: int = 30
+    personality: str = ""
+    custom_footer: str = ""
     last_post_time: Optional[str] = None
     is_active: bool = True
     created_at: Optional[str] = None
@@ -38,7 +40,8 @@ class Post:
     ai_text: Optional[str] = None
     suggested_target_id: Optional[int] = None
     target_channel_id: Optional[int] = None
-    status: str = "pending_ai"  # pending_ai, pending_review, approved, scheduled, published, rejected
+    status: str = "pending_review"  # pending_review, published, rejected
+    published_to: List[Dict[str, Any]] = field(default_factory=list)
     review_message_id: Optional[int] = None
     scheduled_at: Optional[str] = None
     published_at: Optional[str] = None

db/repository.py

@@ -1,8 +1,20 @@
+import json
 import asyncpg
-from typing import List, Optional
+from typing import List, Optional, Dict, Any
 from db.models import SourceChannel, TargetChannel, Post, Setting
 from db.database import get_db_pool
 
+def _parse_post_row(row: asyncpg.Record) -> Post:
+    data = dict(row)
+    if isinstance(data.get("published_to"), str):
+        try:
+            data["published_to"] = json.loads(data["published_to"])
+        except Exception:
+            data["published_to"] = []
+    elif data.get("published_to") is None:
+        data["published_to"] = []
+    return Post(**data)
+
 class Repository:
     def __init__(self, dsn: Optional[str] = None):
         self.dsn = dsn
@@ -33,7 +45,7 @@ class Repository:
     async def get_active_sources(self) -> List[SourceChannel]:
         pool = await self._get_pool()
         async with pool.acquire() as conn:
-            rows = await conn.fetch("SELECT * FROM sources WHERE is_active = TRUE;")
+            rows = await conn.fetch("SELECT * FROM sources WHERE is_active = TRUE ORDER BY id ASC;")
             return [SourceChannel(**dict(r)) for r in rows]
 
     async def get_source_by_channel_id(self, channel_id: int) -> Optional[SourceChannel]:
@@ -43,13 +55,21 @@ class Repository:
             return SourceChannel(**dict(row)) if row else None
 
     # --- Target Channels ---
-    async def add_target(self, channel_id: int, title: Optional[str] = None, username: Optional[str] = None, post_interval_min: int = 30) -> int:
+    async def add_target(
+        self,
+        channel_id: int,
+        title: Optional[str] = None,
+        username: Optional[str] = None,
+        post_interval_min: int = 30,
+        personality: str = "",
+        custom_footer: str = ""
+    ) -> int:
         pool = await self._get_pool()
         async with pool.acquire() as conn:
             row = await conn.fetchrow(
                 """
-                INSERT INTO targets (channel_id, title, username, post_interval_min)
-                VALUES ($1, $2, $3, $4)
+                INSERT INTO targets (channel_id, title, username, post_interval_min, personality, custom_footer)
+                VALUES ($1, $2, $3, $4, $5, $6)
                 ON CONFLICT(channel_id) DO UPDATE SET
                     title = EXCLUDED.title,
                     username = EXCLUDED.username,
@@ -57,14 +77,36 @@ class Repository:
                     is_active = TRUE
                 RETURNING id;
                 """,
-                channel_id, title, username, post_interval_min,
+                channel_id, title, username, post_interval_min, personality, custom_footer,
             )
             return row["id"]
 
+    async def update_target_personality(self, target_id: int, personality: str, custom_footer: Optional[str] = None) -> None:
+        pool = await self._get_pool()
+        async with pool.acquire() as conn:
+            if custom_footer is not None:
+                await conn.execute(
+                    "UPDATE targets SET personality = $1, custom_footer = $2 WHERE id = $3;",
+                    personality, custom_footer, target_id
+                )
+            else:
+                await conn.execute(
+                    "UPDATE targets SET personality = $1 WHERE id = $2;",
+                    personality, target_id
+                )
+
+    async def update_target_footer(self, target_id: int, custom_footer: str) -> None:
+        pool = await self._get_pool()
+        async with pool.acquire() as conn:
+            await conn.execute(
+                "UPDATE targets SET custom_footer = $1 WHERE id = $2;",
+                custom_footer, target_id
+            )
+
     async def get_active_targets(self) -> List[TargetChannel]:
         pool = await self._get_pool()
         async with pool.acquire() as conn:
-            rows = await conn.fetch("SELECT * FROM targets WHERE is_active = TRUE;")
+            rows = await conn.fetch("SELECT * FROM targets WHERE is_active = TRUE ORDER BY id ASC;")
             return [TargetChannel(**dict(r)) for r in rows]
 
     async def get_target_by_id(self, target_id: int) -> Optional[TargetChannel]:
@@ -81,34 +123,7 @@ class Repository:
                 target_id,
             )
 
-    # --- Posts & Deduplication ---
-    async def find_duplicate_post_by_hash(self, content_hash: str) -> Optional[Post]:
-        if not content_hash:
-            return None
-        pool = await self._get_pool()
-        async with pool.acquire() as conn:
-            row = await conn.fetchrow(
-                "SELECT * FROM posts WHERE content_hash = $1 ORDER BY id ASC LIMIT 1;",
-                content_hash,
-            )
-            return Post(**dict(row)) if row else None
-
-    async def find_candidate_posts_by_tags(self, tags: List[str], exclude_post_id: Optional[int] = None, hours_lookback: int = 72, limit: int = 5) -> List[Post]:
-        if not tags:
-            return []
-        pool = await self._get_pool()
-        async with pool.acquire() as conn:
-            query = """
-                SELECT * FROM posts
-                WHERE tags && $1::text[]
-                AND created_at >= NOW() - ($2 || ' hours')::interval
-                AND ($3::bigint IS NULL OR id != $3::bigint)
-                ORDER BY created_at DESC
-                LIMIT $4;
-            """
-            rows = await conn.fetch(query, tags, str(hours_lookback), exclude_post_id, limit)
-            return [Post(**dict(r)) for r in rows]
-
+    # --- Posts & Multi-Channel Dispatch ---
     async def create_raw_post(
         self,
         source_channel_id: int,
@@ -130,7 +145,7 @@ class Repository:
                         source_channel_id, source_message_id, raw_text, media_path,
                         media_type, content_hash, is_duplicate, duplicate_of_id, similarity_reason, status
                     )
-                    VALUES ($1, $2, $3, $4, $5, $6, $7, $8, $9, 'pending_ai')
+                    VALUES ($1, $2, $3, $4, $5, $6, $7, $8, $9, 'pending_review')
                     RETURNING id;
                     """,
                     source_channel_id,
@@ -147,6 +162,12 @@ class Repository:
             except asyncpg.UniqueViolationError:
                 return None
 
+    async def get_post_by_id(self, post_id: int) -> Optional[Post]:
+        pool = await self._get_pool()
+        async with pool.acquire() as conn:
+            row = await conn.fetchrow("SELECT * FROM posts WHERE id = $1;", post_id)
+            return _parse_post_row(row) if row else None
+
     async def get_posts_by_status(self, status: str, limit: int = 20) -> List[Post]:
         pool = await self._get_pool()
         async with pool.acquire() as conn:
@@ -154,63 +175,7 @@ class Repository:
                 "SELECT * FROM posts WHERE status = $1 ORDER BY id ASC LIMIT $2;",
                 status, limit,
             )
-            return [Post(**dict(r)) for r in rows]
-
-    async def get_post_by_id(self, post_id: int) -> Optional[Post]:
-        pool = await self._get_pool()
-        async with pool.acquire() as conn:
-            row = await conn.fetchrow("SELECT * FROM posts WHERE id = $1;", post_id)
-            return Post(**dict(row)) if row else None
-
-    async def update_post_tags(self, post_id: int, tags: List[str], subject: str) -> None:
-        pool = await self._get_pool()
-        async with pool.acquire() as conn:
-            await conn.execute(
-                "UPDATE posts SET tags = $1, subject = $2 WHERE id = $3;",
-                tags, subject, post_id,
-            )
-
-    async def update_post_duplicate_status(
-        self,
-        post_id: int,
-        is_duplicate: bool,
-        duplicate_of_id: Optional[int] = None,
-        similarity_reason: Optional[str] = None,
-    ) -> None:
-        pool = await self._get_pool()
-        async with pool.acquire() as conn:
-            await conn.execute(
-                """
-                UPDATE posts
-                SET is_duplicate = $1, duplicate_of_id = $2, similarity_reason = $3
-                WHERE id = $4;
-                """,
-                is_duplicate, duplicate_of_id, similarity_reason, post_id,
-            )
-
-    async def update_ai_result(
-        self,
-        post_id: int,
-        subject: str,
-        ai_text: str,
-        tags: List[str],
-        suggested_target_id: Optional[int] = None,
-        is_duplicate: bool = False,
-        duplicate_of_id: Optional[int] = None,
-        similarity_reason: Optional[str] = None,
-    ) -> None:
-        pool = await self._get_pool()
-        async with pool.acquire() as conn:
-            await conn.execute(
-                """
-                UPDATE posts
-                SET subject = $1, ai_text = $2, tags = $3, suggested_target_id = $4,
-                    is_duplicate = $5, duplicate_of_id = $6, similarity_reason = $7,
-                    status = 'pending_review'
-                WHERE id = $8;
-                """,
-                subject, ai_text, tags, suggested_target_id, is_duplicate, duplicate_of_id, similarity_reason, post_id,
-            )
+            return [_parse_post_row(r) for r in rows]
 
     async def update_review_message_id(self, post_id: int, review_message_id: int) -> None:
         pool = await self._get_pool()
@@ -220,62 +185,27 @@ class Repository:
                 review_message_id, post_id,
             )
 
-    async def approve_post(self, post_id: int, target_channel_id: int) -> None:
+    async def record_post_published_to_target(self, post_id: int, target_id: int, target_title: str) -> None:
         pool = await self._get_pool()
         async with pool.acquire() as conn:
+            record_item = json.dumps({
+                "target_id": target_id,
+                "target_title": target_title,
+                "published_at": str(asyncpg.types.Type)
+            })
             await conn.execute(
                 """
                 UPDATE posts
-                SET target_channel_id = $1, status = 'approved'
+                SET published_to = published_to || $1::jsonb,
+                    status = 'published',
+                    published_at = CURRENT_TIMESTAMP
                 WHERE id = $2;
                 """,
-                target_channel_id, post_id,
+                f'[{{"target_id": {target_id}, "target_title": "{target_title}", "published_at": "{asyncpg.types.Type}"}}]',
+                post_id,
             )
 
     async def reject_post(self, post_id: int) -> None:
         pool = await self._get_pool()
         async with pool.acquire() as conn:
             await conn.execute("UPDATE posts SET status = 'rejected' WHERE id = $1;", post_id)
-
-    async def mark_post_published(self, post_id: int) -> None:
-        pool = await self._get_pool()
-        async with pool.acquire() as conn:
-            await conn.execute(
-                "UPDATE posts SET status = 'published', published_at = CURRENT_TIMESTAMP WHERE id = $1;",
-                post_id,
-            )
-
-    async def get_next_approved_post_for_target(self, target_id: int) -> Optional[Post]:
-        pool = await self._get_pool()
-        async with pool.acquire() as conn:
-            row = await conn.fetchrow(
-                """
-                SELECT * FROM posts
-                WHERE target_channel_id = $1 AND status = 'approved'
-                ORDER BY id ASC
-                LIMIT 1;
-                """,
-                target_id,
-            )
-            return Post(**dict(row)) if row else None
-
-    # --- Settings ---
-    async def get_setting(self, key: str, default: Optional[str] = None) -> Optional[str]:
-        pool = await self._get_pool()
-        async with pool.acquire() as conn:
-            row = await conn.fetchrow("SELECT value FROM settings WHERE key = $1;", key)
-            return row["value"] if row else default
-
-    async def set_setting(self, key: str, value: str, description: Optional[str] = None) -> None:
-        pool = await self._get_pool()
-        async with pool.acquire() as conn:
-            await conn.execute(
-                """
-                INSERT INTO settings (key, value, description)
-                VALUES ($1, $2, $3)
-                ON CONFLICT(key) DO UPDATE SET
-                    value = EXCLUDED.value,
-                    description = COALESCE(EXCLUDED.description, settings.description);
-                """,
-                key, value, description,
-            )

main.py

@@ -26,7 +26,7 @@ logging.basicConfig(
 logger = logging.getLogger("copykar.main")
 
 async def main():
-    logger.info("Starting Copykar System...")
+    logger.info("Starting Copykar System with Persian Target Rewriting & Review Pipeline...")
 
     # 1. Start Prometheus metrics server
     metrics_port = int(os.getenv("METRICS_PORT", "8000"))
@@ -43,28 +43,16 @@ async def main():
     llm = LLMClient()
 
     # 3. Create Services
-    admin_bot = AdminBotService(repo=repo)
     ai_processor = AIProcessor(repo=repo, llm=llm)
-
-    # Wrap AI processor to automatically push reviewed posts to admin review channel
-    original_process_post = ai_processor.process_post
-    async def process_and_notify(post_id: int):
-        post = await original_process_post(post_id)
-        if post:
-            await admin_bot.send_review_post(post.id)
-        return post
-    ai_processor.process_post = process_and_notify
-
-    collector = CollectorService(repo=repo, ai_processor=ai_processor, queue=redis_queue)
+    admin_bot = AdminBotService(repo=repo, ai_processor=ai_processor)
+    collector = CollectorService(repo=repo, queue=redis_queue, on_post_received=admin_bot.send_raw_review_post)
     admin_bot.set_collector(collector)
-    publisher = PublisherService(repo=repo)
-    queue_consumer = QueueConsumerService(queue=redis_queue, ai_processor=ai_processor)
+    queue_consumer = QueueConsumerService(queue=redis_queue, on_post_popped=admin_bot.send_raw_review_post)
 
     # 4. Start all services
     await admin_bot.start()
     await collector.start(notify_fn=admin_bot.notify_admins)
     await queue_consumer.start()
-    await publisher.start()
 
     logger.info("All Copykar services are active and running.")
 
@@ -76,7 +64,7 @@ async def main():
         try:
             loop.add_signal_handler(sig, stop_event.set)
         except NotImplementedError:
-            pass  # Windows or specific platforms
+            pass
 
     try:
         await stop_event.wait()
@@ -86,7 +74,6 @@ async def main():
         logger.info("Shutting down Copykar services...")
         await collector.stop()
         await queue_consumer.stop()
-        await publisher.stop()
         await admin_bot.stop()
         await redis_queue.close()
         await close_db_pool()

monitoring/grafana/dashboards/copykar.json

@@ -20,7 +20,7 @@
       "collapsed": false,
       "gridPos": { "h": 4, "w": 3, "x": 0, "y": 1 },
       "id": 1,
-      "title": "Total Collected",
+      "title": "Total Ingested",
       "type": "stat",
       "targets": [
         {
@@ -66,25 +66,6 @@
     {
       "collapsed": false,
       "gridPos": { "h": 4, "w": 3, "x": 6, "y": 1 },
-      "id": 2,
-      "title": "Duplicates Blocked",
-      "type": "stat",
-      "targets": [
-        {
-          "expr": "sum(copykar_duplicates_detected_total) or vector(0)",
-          "legendFormat": "Duplicates",
-          "refId": "A"
-        }
-      ],
-      "fieldConfig": {
-        "defaults": {
-          "thresholds": { "mode": "absolute", "steps": [{ "color": "orange", "value": null }] }
-        }
-      }
-    },
-    {
-      "collapsed": false,
-      "gridPos": { "h": 4, "w": 3, "x": 9, "y": 1 },
       "id": 3,
       "title": "Admin Approvals",
       "type": "stat",
@@ -103,7 +84,7 @@
     },
     {
       "collapsed": false,
-      "gridPos": { "h": 4, "w": 3, "x": 12, "y": 1 },
+      "gridPos": { "h": 4, "w": 3, "x": 9, "y": 1 },
       "id": 4,
       "title": "Admin Rejections",
       "type": "stat",
@@ -122,13 +103,13 @@
     },
     {
       "collapsed": false,
-      "gridPos": { "h": 4, "w": 3, "x": 15, "y": 1 },
+      "gridPos": { "h": 4, "w": 4, "x": 12, "y": 1 },
       "id": 5,
-      "title": "Posts Published",
+      "title": "Target Deliveries",
       "type": "stat",
       "targets": [
         {
-          "expr": "sum(copykar_posts_published_total) or vector(0)",
+          "expr": "sum(copykar_target_activity_total) or vector(0)",
           "legendFormat": "Published",
           "refId": "A"
         }
@@ -141,9 +122,9 @@
     },
     {
       "collapsed": false,
-      "gridPos": { "h": 4, "w": 3, "x": 18, "y": 1 },
+      "gridPos": { "h": 4, "w": 4, "x": 16, "y": 1 },
       "id": 6,
-      "title": "AI Requests Total",
+      "title": "AI Target Rewrites Total",
       "type": "stat",
       "targets": [
         {
@@ -160,14 +141,14 @@
     },
     {
       "collapsed": false,
-      "gridPos": { "h": 4, "w": 3, "x": 21, "y": 1 },
+      "gridPos": { "h": 4, "w": 4, "x": 20, "y": 1 },
       "id": 16,
-      "title": "Publish Queue Depth",
+      "title": "Review Queue Depth",
       "type": "stat",
       "targets": [
         {
-          "expr": "copykar_posts_queue_gauge{status=\"approved\"} or vector(0)",
-          "legendFormat": "Approved Queued",
+          "expr": "copykar_posts_queue_gauge{status=\"pending_review\"} or vector(0)",
+          "legendFormat": "Pending Review",
           "refId": "A"
         }
       ],
@@ -181,56 +162,37 @@
       "collapsed": false,
       "gridPos": { "h": 1, "w": 24, "x": 0, "y": 5 },
       "id": 101,
-      "title": "📈 Pipeline Rates & Queue Depths",
+      "title": "📡 Source & Target Channel Activity Breakdown",
       "type": "row"
     },
     {
       "collapsed": false,
-      "gridPos": { "h": 8, "w": 8, "x": 0, "y": 6 },
+      "gridPos": { "h": 8, "w": 12, "x": 0, "y": 6 },
       "id": 7,
-      "title": "Ingestion Rate by Source (posts/min)",
+      "title": "Ingested Posts by Source Channel",
       "type": "timeseries",
       "targets": [
         {
-          "expr": "rate(copykar_posts_collected_total[1m]) * 60",
-          "legendFormat": "Source: {{source_channel_id}}",
+          "expr": "sum by (title) (copykar_source_activity_total)",
+          "legendFormat": "Source: {{title}}",
           "refId": "A"
         }
       ]
     },
     {
       "collapsed": false,
-      "gridPos": { "h": 8, "w": 8, "x": 8, "y": 6 },
+      "gridPos": { "h": 8, "w": 12, "x": 12, "y": 6 },
       "id": 8,
-      "title": "Publishing Rate by Target (posts/min)",
+      "title": "Published Posts by Target Channel",
       "type": "timeseries",
       "targets": [
         {
-          "expr": "rate(copykar_posts_published_total[1m]) * 60",
-          "legendFormat": "Target: {{target_channel_id}}",
+          "expr": "sum by (title) (copykar_target_activity_total)",
+          "legendFormat": "Target: {{title}}",
           "refId": "A"
         }
       ]
     },
-    {
-      "collapsed": false,
-      "gridPos": { "h": 8, "w": 8, "x": 16, "y": 6 },
-      "id": 9,
-      "title": "Queue Depth Over Time",
-      "type": "timeseries",
-      "targets": [
-        {
-          "expr": "copykar_redis_queue_size",
-          "legendFormat": "Redis Incoming Queue (2m Pacing)",
-          "refId": "A"
-        },
-        {
-          "expr": "copykar_posts_queue_gauge",
-          "legendFormat": "State: {{status}}",
-          "refId": "B"
-        }
-      ]
-    },
     {
       "collapsed": false,
       "gridPos": { "h": 1, "w": 24, "x": 0, "y": 14 },
@@ -242,12 +204,12 @@
       "collapsed": false,
       "gridPos": { "h": 8, "w": 12, "x": 0, "y": 15 },
       "id": 10,
-      "title": "Duplicates Intercepted by Method",
+      "title": "AI Requests by Action & Status",
       "type": "timeseries",
       "targets": [
         {
-          "expr": "sum by (method) (rate(copykar_duplicates_detected_total[1m]) * 60)",
-          "legendFormat": "Method: {{method}}",
+          "expr": "sum by (action, status) (rate(copykar_ai_requests_total[1m]) * 60)",
+          "legendFormat": "{{action}} ({{status}})",
           "refId": "A"
         }
       ]
@@ -338,5 +300,5 @@
   "timezone": "browser",
   "title": "Copykar Telegram Fleet Executive Dashboard",
   "uid": "copykar-executive-dashboard",
-  "version": 3
+  "version": 4
 }

services/admin_bot.py

@@ -1,29 +1,30 @@
 import os
 import logging
-from typing import Optional, List
+from datetime import datetime, timezone
+from typing import Optional, List, Dict
 from telethon import TelegramClient, events, Button
-from db.models import Post, TargetChannel
+from db.models import Post, TargetChannel, SourceChannel
 from db.repository import Repository
-from bot.keyboards import get_review_keyboard
-from core.metrics import ADMIN_ACTIONS_TOTAL
+from core.metrics import ADMIN_ACTIONS_TOTAL, TARGET_ACTIVITY_TOTAL
 from core.proxy import get_telegram_proxy
 
 logger = logging.getLogger(__name__)
 
 SESSION_DIR = os.getenv("SESSION_DIR", "/app/sessions" if os.path.exists("/app") else "/projects/telegram-bots/copykar/sessions")
 
-def get_main_menu_keyboard():
+def get_persian_main_menu():
     return [
-        [Button.text("🔑 Request Login Code", resize=True), Button.text("📊 Fleet Statistics", resize=True)],
-        [Button.text("📡 Monitored Sources", resize=True), Button.text("🎯 Target Channels", resize=True)],
-        [Button.text("➕ Add Source Guide", resize=True), Button.text("➕ Add Target Guide", resize=True)],
-        [Button.text("❓ Help & Documentation", resize=True)]
+        [Button.text("📊 آمار و وضعیت ناوگان", resize=True), Button.text("🔑 درخواست کد لاگین", resize=True)],
+        [Button.text("📡 کانال‌های مبدا", resize=True), Button.text("🎯 کانال‌های مقصد", resize=True)],
+        [Button.text("➕ افزودن کانال مبدا", resize=True), Button.text("➕ افزودن کانال مقصد", resize=True)],
+        [Button.text("🎭 تنظیم شخصیت کانال‌ها", resize=True), Button.text("❓ راهنمای سیستم", resize=True)]
     ]
 
 class AdminBotService:
     def __init__(
         self,
         repo: Repository,
+        ai_processor = None,
         bot_token: Optional[str] = None,
         api_id: Optional[int] = None,
         api_hash: Optional[str] = None,
@@ -32,6 +33,7 @@ class AdminBotService:
         session_name: Optional[str] = None,
     ):
         self.repo = repo
+        self.ai_processor = ai_processor
         self.bot_token = bot_token or os.getenv("BOT_TOKEN", "")
         self.api_id = api_id or int(os.getenv("API_ID", "0"))
         self.api_hash = api_hash or os.getenv("API_HASH", "")
@@ -42,15 +44,20 @@ class AdminBotService:
         os.makedirs(os.path.dirname(self.session_name), exist_ok=True)
         self.client = TelegramClient(self.session_name, self.api_id, self.api_hash, proxy=get_telegram_proxy())
         self.collector = None
+        # In-memory store for pending rewritten previews: {f"{post_id}:{target_id}": rewritten_text}
+        self.preview_cache: Dict[str, str] = {}
 
     def set_collector(self, collector):
         self.collector = collector
 
+    def set_ai_processor(self, ai_processor):
+        self.ai_processor = ai_processor
+
     def is_admin(self, user_id: int) -> bool:
         return not self.admin_user_ids or user_id in self.admin_user_ids
 
     async def notify_admins(self, text: str):
-        """Broadcast message to review channel and all admin DMs."""
+        """Broadcast Persian message to review channel and admin DMs."""
         if self.review_channel_id:
             try:
                 await self.client.send_message(self.review_channel_id, text, parse_mode="html")
@@ -59,340 +66,65 @@ class AdminBotService:
 
         for admin_id in self.admin_user_ids:
             try:
-                await self.client.send_message(admin_id, text, parse_mode="html", buttons=get_main_menu_keyboard())
+                await self.client.send_message(admin_id, text, parse_mode="html", buttons=get_persian_main_menu())
             except Exception as e:
                 logger.debug(f"Could not send DM to admin {admin_id}: {e}")
 
     async def start(self):
-        logger.info("Starting Admin Review Bot...")
+        logger.info("Starting Admin Bot Service...")
         await self.client.start(bot_token=self.bot_token)
-        logger.info("Admin Review Bot connected successfully.")
+        logger.info("Admin Bot connected successfully.")
         self._register_handlers()
 
-    def _register_handlers(self):
-        # --- /start and Main Menu ---
-        @self.client.on(events.NewMessage(pattern=r"(?i)^(/start|/menu|menu)$"))
-        async def cmd_start(event: events.NewMessage.Event):
-            if not self.is_admin(event.sender_id):
-                await event.reply(f"⛔ Unauthorized user ID: <code>{event.sender_id}</code>. Please add this ID to <code>ADMIN_USER_IDS</code> in .env.", parse_mode="html")
-                return
+    def _build_raw_post_keyboard(self, post: Post, targets: List[TargetChannel]):
+        buttons = []
+        # Check which targets this post has already been sent to
+        sent_target_ids = set()
+        if post.published_to:
+            for item in post.published_to:
+                if isinstance(item, dict) and "target_id" in item:
+                    sent_target_ids.add(int(item["target_id"]))
 
-            userbot_status = "🔴 Not Authorized"
-            if self.collector and self.collector.client.is_connected() and await self.collector.client.is_user_authorized():
-                me = await self.collector.client.get_me()
-                userbot_status = f"🟢 Online ({me.first_name})"
+        row = []
+        for t in targets:
+            is_sent = t.id in sent_target_ids
+            label = f"✅ {t.title}" if is_sent else f"🎯 {t.title}"
+            row.append(Button.inline(label, data=f"sel_trg:{post.id}:{t.id}"))
+            if len(row) == 2:
+                buttons.append(row)
+                row = []
+        if row:
+            buttons.append(row)
 
-            welcome_text = (
-                "👋 <b>Welcome to Copykar Admin Console!</b>\n\n"
-                f"• 🤖 <b>Userbot Status:</b> {userbot_status}\n"
-                f"• 📋 <b>Review Channel:</b> <code>{self.review_channel_id}</code>\n\n"
-                "Use the interactive menu buttons below to manage the fleet:"
-            )
-            await event.reply(welcome_text, parse_mode="html", buttons=get_main_menu_keyboard())
+        buttons.append([Button.inline("❌ رد و بایگانی پست", data=f"rej:{post.id}")])
+        return buttons
 
-        # --- Interactive Userbot Authentication Commands ---
-        @self.client.on(events.NewMessage(pattern=r"(?i)^(/request_code|🔑 Request Login Code)$"))
-        async def cmd_request_code(event: events.NewMessage.Event):
-            if not self.is_admin(event.sender_id):
-                return
-            if not self.collector:
-                await event.reply("Collector service not linked.")
-                return
-            msg = await event.reply("⏳ Contacting Telegram to request login code...")
-            try:
-                sent = await self.collector.client.send_code_request(self.collector.phone)
-                self.collector.phone_code_hash = sent.phone_code_hash
-                await msg.edit(
-                    f"📩 <b>Code Sent!</b>\n\n"
-                    f"Telegram sent a verification code to <code>{self.collector.phone}</code>.\n\n"
-                    f"Please reply with:\n"
-                    f"<code>/code &lt;your_code&gt;</code>\n\n"
-                    f"<i>Example:</i> <code>/code 12345</code>",
-                    parse_mode="html"
-                )
-            except Exception as e:
-                await msg.edit(f"❌ Could not request code: {e}")
+    def _format_raw_post_caption(self, post: Post) -> str:
+        published_lines = ""
+        if post.published_to:
+            published_lines = "📤 <b>ارسال شده به کانال‌های:</b>\n"
+            for item in post.published_to:
+                if isinstance(item, dict):
+                    t_title = item.get("target_title", "کانال مقصد")
+                    published_lines += f"  • <b>{t_title}</b>\n"
+            published_lines += "➖➖➖➖➖➖➖➖➖➖\n\n"
 
-        @self.client.on(events.NewMessage(pattern=r"^/code\s+(\S+)"))
-        async def cmd_code(event: events.NewMessage.Event):
-            if not self.is_admin(event.sender_id):
-                return
-            if not self.collector:
-                await event.reply("Collector service not linked.")
-                return
-            code = event.pattern_match.group(1).strip()
-            status_msg = await event.reply("⏳ Submitting code to Telegram...")
-            result = await self.collector.submit_code(code)
-            await status_msg.edit(result, parse_mode="html", buttons=get_main_menu_keyboard())
+        caption = (
+            f"📥 <b>پست جدید از مبدا (<code>{post.source_channel_id}</code>):</b>\n\n"
+            f"{published_lines}"
+            f"{post.raw_text or ''}\n\n"
+            f"<i>👇 کانال مقصد مورد نظر را برای بازنویسی هوشمند انتخاب کنید:</i>"
+        )
+        return caption
 
-        @self.client.on(events.NewMessage(pattern=r"^/password\s+(.+)"))
-        async def cmd_password(event: events.NewMessage.Event):
-            if not self.is_admin(event.sender_id):
-                return
-            if not self.collector:
-                await event.reply("Collector service not linked.")
-                return
-            pwd = event.pattern_match.group(1).strip()
-            status_msg = await event.reply("⏳ Verifying 2FA password...")
-            result = await self.collector.submit_password(pwd)
-            await status_msg.edit(result, parse_mode="html", buttons=get_main_menu_keyboard())
-
-        # --- Direct History Scraper Command ---
-        @self.client.on(events.NewMessage(pattern=r"^/scrape_history\s+(-?\d+)(?:\s+(\d+))?"))
-        async def cmd_scrape_history(event: events.NewMessage.Event):
-            if not self.is_admin(event.sender_id):
-                return
-            if not self.collector:
-                await event.reply("Collector service not linked.")
-                return
-            ch_id = int(event.pattern_match.group(1))
-            limit = int(event.pattern_match.group(2)) if event.pattern_match.group(2) else 20
-
-            status_msg = await event.reply(f"⏳ Scraping the last <b>{limit}</b> posts from <code>{ch_id}</code> in the background...", parse_mode="html")
-
-            async def progress_notify(txt: str):
-                await status_msg.edit(txt, parse_mode="html", buttons=get_main_menu_keyboard())
-
-            await self.collector.scrape_channel_history(channel_id=ch_id, limit=limit, progress_callback=progress_notify)
-
-        # --- Statistics ---
-        @self.client.on(events.NewMessage(pattern=r"(?i)^(/stats|📊 Fleet Statistics)$"))
-        async def cmd_stats(event: events.NewMessage.Event):
-            if not self.is_admin(event.sender_id):
-                return
-            pending_ai = len(await self.repo.get_posts_by_status("pending_ai", limit=1000))
-            pending_review = len(await self.repo.get_posts_by_status("pending_review", limit=1000))
-            approved = len(await self.repo.get_posts_by_status("approved", limit=1000))
-            published = len(await self.repo.get_posts_by_status("published", limit=1000))
-            rejected = len(await self.repo.get_posts_by_status("rejected", limit=1000))
-            redis_q = await self.collector.queue.qsize() if (self.collector and self.collector.queue) else 0
-
-            text = (
-                "📊 <b>Copykar Fleet Metrics</b>\n\n"
-                f"• 📥 <b>Redis Incoming Queue:</b> {redis_q} (Pacing: 1 post / 2m)\n"
-                f"• ⏳ <b>Pending AI:</b> {pending_ai}\n"
-                f"• 📋 <b>Pending Review:</b> {pending_review}\n"
-                f"• 🚀 <b>Approved (In Queue):</b> {approved}\n"
-                f"• ✅ <b>Published:</b> {published}\n"
-                f"• ❌ <b>Rejected:</b> {rejected}\n\n"
-                "📈 <i>Grafana Dashboard:</i> http://localhost:3000"
-            )
-            await event.reply(text, parse_mode="html", buttons=get_main_menu_keyboard())
-
-        # --- Sources Management with Interactive Scrape Buttons ---
-        @self.client.on(events.NewMessage(pattern=r"(?i)^(/sources|📡 Monitored Sources)$"))
-        async def cmd_sources(event: events.NewMessage.Event):
-            if not self.is_admin(event.sender_id):
-                return
-            sources = await self.repo.get_active_sources()
-            if not sources:
-                await event.reply("No active source channels configured.\nTap <b>➕ Add Source Guide</b> below to add one.", parse_mode="html", buttons=get_main_menu_keyboard())
-                return
-
-            await event.reply(f"📡 <b>Monitored Sources ({len(sources)} Active):</b>\nTap any button below to scrape past posts:", parse_mode="html")
-
-            for s in sources:
-                card = (
-                    f"📢 <b>{s.title or 'Channel'}</b>\n"
-                    f"• ID: <code>{s.channel_id}</code>\n"
-                    f"• Username: @{s.username or 'none'}"
-                )
-                buttons = [
-                    [
-                        Button.inline(f"📥 Scrape 20 Posts", data=f"hist:{s.channel_id}:20"),
-                        Button.inline(f"📥 Scrape 50 Posts", data=f"hist:{s.channel_id}:50"),
-                    ]
-                ]
-                await event.reply(card, parse_mode="html", buttons=buttons)
-
-        @self.client.on(events.NewMessage(pattern=r"(?i)^(➕ Add Source Guide)$"))
-        async def cmd_add_source_guide(event: events.NewMessage.Event):
-            if not self.is_admin(event.sender_id):
-                return
-            guide = (
-                "➕ <b>How to Add a Source Channel:</b>\n\n"
-                "Send the command in this format:\n"
-                "<code>/add_source &lt;channel_id&gt; &lt;title&gt; [username]</code>\n\n"
-                "<i>Example:</i>\n"
-                "<code>/add_source -1001234567890 TechNews technews_chan</code>"
-            )
-            await event.reply(guide, parse_mode="html")
-
-        @self.client.on(events.NewMessage(pattern=r"^/add_source\s+(-?\d+)\s+([^\s]+)(?:\s+([^\s]+))?"))
-        async def cmd_add_source(event: events.NewMessage.Event):
-            if not self.is_admin(event.sender_id):
-                return
-            ch_id = int(event.pattern_match.group(1))
-            title = event.pattern_match.group(2)
-            username = event.pattern_match.group(3)
-            await self.repo.add_source(channel_id=ch_id, title=title, username=username)
-
-            buttons = [
-                [
-                    Button.inline(f"📥 Scrape 20 Posts Now", data=f"hist:{ch_id}:20"),
-                    Button.inline(f"📥 Scrape 50 Posts Now", data=f"hist:{ch_id}:50")
-                ]
-            ]
-            await event.reply(
-                f"✅ Added source channel <b>{title}</b> (<code>{ch_id}</code>).\n\nWould you like to scrape past posts now?",
-                parse_mode="html",
-                buttons=buttons
-            )
-
-        # --- Targets Management ---
-        @self.client.on(events.NewMessage(pattern=r"(?i)^(/targets|🎯 Target Channels)$"))
-        async def cmd_targets(event: events.NewMessage.Event):
-            if not self.is_admin(event.sender_id):
-                return
-            targets = await self.repo.get_active_targets()
-            if not targets:
-                await event.reply("No target channels configured.\nUse <code>➕ Add Target Guide</code> to add one.", parse_mode="html")
-                return
-            lines = ["<b>🎯 Target Publishing Channels:</b>\n"]
-            for t in targets:
-                lines.append(f"• ID: <code>{t.id}</code> (Channel: <code>{t.channel_id}</code>)\n  Title: <b>{t.title}</b> | Interval: <b>{t.post_interval_min}m</b>")
-            await event.reply("\n".join(lines), parse_mode="html", buttons=get_main_menu_keyboard())
-
-        @self.client.on(events.NewMessage(pattern=r"(?i)^(➕ Add Target Guide)$"))
-        async def cmd_add_target_guide(event: events.NewMessage.Event):
-            if not self.is_admin(event.sender_id):
-                return
-            guide = (
-                "🎯 <b>How to Add a Target Channel:</b>\n\n"
-                "Send the command in this format:\n"
-                "<code>/add_target &lt;channel_id&gt; &lt;title&gt; &lt;interval_minutes&gt; [username]</code>\n\n"
-                "<i>Example (posts every 30 minutes):</i>\n"
-                "<code>/add_target -1009876543210 MyMainChannel 30 my_main_chan</code>"
-            )
-            await event.reply(guide, parse_mode="html")
-
-        @self.client.on(events.NewMessage(pattern=r"^/add_target\s+(-?\d+)\s+([^\s]+)\s+(\d+)(?:\s+([^\s]+))?"))
-        async def cmd_add_target(event: events.NewMessage.Event):
-            if not self.is_admin(event.sender_id):
-                return
-            ch_id = int(event.pattern_match.group(1))
-            title = event.pattern_match.group(2)
-            interval_min = int(event.pattern_match.group(3))
-            username = event.pattern_match.group(4)
-            await self.repo.add_target(channel_id=ch_id, title=title, username=username, post_interval_min=interval_min)
-            await event.reply(f"✅ Added target channel <b>{title}</b> with interval <b>{interval_min}m</b>.", parse_mode="html", buttons=get_main_menu_keyboard())
-
-        @self.client.on(events.NewMessage(pattern=r"^/set_interval\s+(\d+)\s+(\d+)"))
-        async def cmd_set_interval(event: events.NewMessage.Event):
-            if not self.is_admin(event.sender_id):
-                return
-            target_id = int(event.pattern_match.group(1))
-            new_interval = int(event.pattern_match.group(2))
-            target = await self.repo.get_target_by_id(target_id)
-            if not target:
-                await event.reply("Target channel not found.")
-                return
-            await self.repo.add_target(
-                channel_id=target.channel_id,
-                title=target.title,
-                username=target.username,
-                post_interval_min=new_interval
-            )
-            await event.reply(f"✅ Updated interval for <b>{target.title}</b> to <b>{new_interval} minutes</b>.", parse_mode="html", buttons=get_main_menu_keyboard())
-
-        @self.client.on(events.NewMessage(pattern=r"(?i)^(/help|❓ Help & Documentation)$"))
-        async def cmd_help(event: events.NewMessage.Event):
-            if not self.is_admin(event.sender_id):
-                return
-            help_text = (
-                "📖 <b>Copykar Bot Quick Help</b>\n\n"
-                "1. <b>Monitored Sources:</b> Tap <code>📡 Monitored Sources</code> to view channels and click <code>[📥 Scrape Posts]</code> on any channel.\n"
-                "2. <b>Review Flow:</b> AI scans posts, checks duplicates, and sends drafts to the review channel with inline approval buttons.\n"
-                "3. <b>Publishing:</b> Approved posts are published to your target channels strictly according to their interval minutes."
-            )
-            await event.reply(help_text, parse_mode="html", buttons=get_main_menu_keyboard())
-
-        # --- Inline Callback Queries ---
-        @self.client.on(events.CallbackQuery)
-        async def on_callback(event: events.CallbackQuery.Event):
-            if not self.is_admin(event.sender_id):
-                await event.answer("⛔ You are not authorized.", alert=True)
-                return
-
-            data = event.data.decode("utf-8")
-
-            # 1. Historical Scraping Callbacks
-            if data.startswith("hist:"):
-                _, ch_id_str, limit_str = data.split(":")
-                ch_id = int(ch_id_str)
-                limit = int(limit_str)
-
-                if not self.collector:
-                    await event.answer("Collector service not linked.", alert=True)
-                    return
-
-                await event.edit(f"⏳ <b>Scraping the last {limit} posts</b> from <code>{ch_id}</code>...", parse_mode="html", buttons=None)
-
-                async def progress_notify(txt: str):
-                    await event.edit(txt, parse_mode="html")
-
-                await self.collector.scrape_channel_history(channel_id=ch_id, limit=limit, progress_callback=progress_notify)
-                await event.answer(f"Started scraping {limit} posts!")
-
-            # 2. Approval Callbacks
-            elif data.startswith("appr:"):
-                _, post_id_str, target_id_str = data.split(":")
-                post_id = int(post_id_str)
-                target_id = int(target_id_str)
-
-                target = await self.repo.get_target_by_id(target_id)
-                target_title = target.title if target else f"Target #{target_id}"
-
-                await self.repo.approve_post(post_id, target_id)
-                ADMIN_ACTIONS_TOTAL.labels(action="approved").inc()
-
-                await event.edit(
-                    f"{event.text}\n\n✅ <b>Approved for {target_title}</b> by admin.",
-                    parse_mode="html",
-                    buttons=None
-                )
-                await event.answer(f"Approved for {target_title}!")
-
-            # 3. Reject Callbacks
-            elif data.startswith("rej:"):
-                _, post_id_str = data.split(":")
-                post_id = int(post_id_str)
-
-                await self.repo.reject_post(post_id)
-                ADMIN_ACTIONS_TOTAL.labels(action="rejected").inc()
-
-                await event.edit(
-                    f"{event.text}\n\n❌ <b>Rejected</b> by admin.",
-                    parse_mode="html",
-                    buttons=None
-                )
-                await event.answer("Post rejected.")
-
-    async def send_review_post(self, post_id: int):
+    async def send_raw_review_post(self, post_id: int):
         post = await self.repo.get_post_by_id(post_id)
         if not post or not self.review_channel_id:
             return
 
         targets = await self.repo.get_active_targets()
-        keyboard = get_review_keyboard(post.id, targets)
-
-        tags_str = ", ".join(post.tags) if post.tags else "None"
-        dup_warning = ""
-        if post.is_duplicate:
-            dup_warning = (
-                f"⚠️ <b>[DUPLICATE DETECTED]</b>\n"
-                f"<b>Reason:</b> {post.similarity_reason or 'Similar story already published'}\n"
-                f"<b>Matched Post ID:</b> #{post.duplicate_of_id}\n\n"
-            )
-
-        caption = (
-            f"📌 <b>Subject:</b> {post.subject or 'N/A'}\n"
-            f"🏷 <b>Tags:</b> <code>{tags_str}</code>\n\n"
-            f"{dup_warning}"
-            f"📝 <b>Generated Post Draft:</b>\n"
-            f"{post.ai_text or post.raw_text}\n\n"
-            f"<i>Source: Channel <code>{post.source_channel_id}</code> | Msg #{post.source_message_id}</i>"
-        )
+        keyboard = self._build_raw_post_keyboard(post, targets)
+        caption = self._format_raw_post_caption(post)
 
         try:
             if post.media_path and os.path.exists(post.media_path):
@@ -410,12 +142,441 @@ class AdminBotService:
                     parse_mode="html",
                     buttons=keyboard
                 )
-
             await self.repo.update_review_message_id(post.id, msg.id)
         except Exception as e:
-            logger.error(f"Failed to send review post {post.id} to review channel: {e}", exc_info=True)
+            logger.error(f"Failed to send raw post {post.id} to review channel: {e}", exc_info=True)
+
+    def _register_handlers(self):
+        # --- Start / Menu ---
+        @self.client.on(events.NewMessage(pattern=r"(?i)^(/start|/menu|منو)$"))
+        async def cmd_start(event: events.NewMessage.Event):
+            if not self.is_admin(event.sender_id):
+                await event.reply(f"⛔ دسترسی غیرمجاز. شناسه عددی شما: <code>{event.sender_id}</code>", parse_mode="html")
+                return
+
+            userbot_status = "🔴 قطع / نیاز به لاگین"
+            if self.collector and self.collector.client.is_connected() and await self.collector.client.is_user_authorized():
+                me = await self.collector.client.get_me()
+                userbot_status = f"🟢 آنلاین ({me.first_name})"
+
+            welcome_text = (
+                "👋 <b>به پنل مدیریت سیستم هوشمند کپی‌کار خوش آمدید!</b>\n\n"
+                f"• 🤖 <b>وضعیت ربات جمع‌آوری‌کننده:</b> {userbot_status}\n"
+                f"• 📋 <b>شناسه کانال ادمین‌ها:</b> <code>{self.review_channel_id}</code>\n\n"
+                "از دکمه‌های زیر برای مدیریت کانال‌ها، تنظیم شخصیت و آمار استفاده کنید:"
+            )
+            await event.reply(welcome_text, parse_mode="html", buttons=get_persian_main_menu())
+
+        # --- Statistics ---
+        @self.client.on(events.NewMessage(pattern=r"(?i)^(/stats|📊 آمار و وضعیت ناوگان)$"))
+        async def cmd_stats(event: events.NewMessage.Event):
+            if not self.is_admin(event.sender_id):
+                return
+            pending_review = len(await self.repo.get_posts_by_status("pending_review", limit=5000))
+            published = len(await self.repo.get_posts_by_status("published", limit=5000))
+            rejected = len(await self.repo.get_posts_by_status("rejected", limit=5000))
+            redis_q = await self.collector.queue.qsize() if (self.collector and self.collector.queue) else 0
+
+            text = (
+                "📊 <b>آمار زنده سیستم کپی‌کار:</b>\n\n"
+                f"• 📥 <b>پست‌های موجود در صف ردیس:</b> <b>{redis_q}</b>\n"
+                f"• 📋 <b>پست‌های در انتظار بررسی ادمین:</b> <b>{pending_review}</b>\n"
+                f"• 🚀 <b>پست‌های منتشر شده:</b> <b>{published}</b>\n"
+                f"• ❌ <b>پست‌های رد شده:</b> <b>{rejected}</b>\n\n"
+                "📈 <i>داشبورد مانیتورینگ گرانافا:</i> http://localhost:3000"
+            )
+            await event.reply(text, parse_mode="html", buttons=get_persian_main_menu())
+
+        # --- Userbot Authentication ---
+        @self.client.on(events.NewMessage(pattern=r"(?i)^(/request_code|🔑 درخواست کد لاگین)$"))
+        async def cmd_request_code(event: events.NewMessage.Event):
+            if not self.is_admin(event.sender_id):
+                return
+            if not self.collector:
+                await event.reply("سرویس کالکتور متصل نیست.")
+                return
+            msg = await event.reply("⏳ در حال ارسال درخواست کد لاگین به تلگرام...")
+            try:
+                sent = await self.collector.client.send_code_request(self.collector.phone)
+                self.collector.phone_code_hash = sent.phone_code_hash
+                await msg.edit(
+                    f"📩 <b>کد تایید ارسال شد!</b>\n\n"
+                    f"کد ارسال شده به شماره <code>{self.collector.phone}</code> را به این صورت ارسال کنید:\n"
+                    f"<code>/code 12345</code>",
+                    parse_mode="html"
+                )
+            except Exception as e:
+                await msg.edit(f"❌ خطا در درخواست کد: {e}")
+
+        @self.client.on(events.NewMessage(pattern=r"^/code\s+(\S+)"))
+        async def cmd_code(event: events.NewMessage.Event):
+            if not self.is_admin(event.sender_id):
+                return
+            if not self.collector:
+                return
+            code = event.pattern_match.group(1).strip()
+            msg = await event.reply("⏳ در حال بررسی کد تایید...")
+            result = await self.collector.submit_code(code)
+            await msg.edit(result, parse_mode="html", buttons=get_persian_main_menu())
+
+        @self.client.on(events.NewMessage(pattern=r"^/password\s+(.+)"))
+        async def cmd_password(event: events.NewMessage.Event):
+            if not self.is_admin(event.sender_id):
+                return
+            if not self.collector:
+                return
+            pwd = event.pattern_match.group(1).strip()
+            msg = await event.reply("⏳ در حال تایید رمز دو مرحله‌ای...")
+            result = await self.collector.submit_password(pwd)
+            await msg.edit(result, parse_mode="html", buttons=get_persian_main_menu())
+
+        # --- Sources Management ---
+        @self.client.on(events.NewMessage(pattern=r"(?i)^(/sources|📡 کانال‌های مبدا)$"))
+        async def cmd_sources(event: events.NewMessage.Event):
+            if not self.is_admin(event.sender_id):
+                return
+            sources = await self.repo.get_active_sources()
+            if not sources:
+                await event.reply("هیچ کانال مبدایی ثبت نشده است. از دکمه <b>➕ افزودن کانال مبدا</b> استفاده کنید.", parse_mode="html")
+                return
+
+            await event.reply(f"📡 <b>کانال‌های مبدا فعال ({len(sources)} کانال):</b>", parse_mode="html")
+            for s in sources:
+                card = (
+                    f"📢 <b>{s.title or 'کانال'}</b>\n"
+                    f"• شناسه: <code>{s.channel_id}</code>\n"
+                    f"• یوزرنیم: @{s.username or 'ندارد'}"
+                )
+                buttons = [
+                    [
+                        Button.inline("📥 استخراج ۲۰ پست گذشته", data=f"hist:{s.channel_id}:20"),
+                        Button.inline("📥 استخراج ۵۰ پست گذشته", data=f"hist:{s.channel_id}:50"),
+                    ]
+                ]
+                await event.reply(card, parse_mode="html", buttons=buttons)
+
+        @self.client.on(events.NewMessage(pattern=r"(?i)^(➕ افزودن کانال مبدا)$"))
+        async def cmd_add_source_guide(event: events.NewMessage.Event):
+            if not self.is_admin(event.sender_id):
+                return
+            guide = (
+                "➕ <b>راهنمای افزودن کانال مبدا:</b>\n\n"
+                "دستور را با فرمت زیر ارسال کنید:\n"
+                "<code>/add_source &lt;شناسه_عددی_کانال&gt; &lt;عنوان&gt; [یوزرنیم]</code>\n\n"
+                "<i>مثال:</i>\n"
+                "<code>/add_source -1001234567890 اخبار_فوری fouri_news</code>"
+            )
+            await event.reply(guide, parse_mode="html")
+
+        @self.client.on(events.NewMessage(pattern=r"^/add_source\s+(-?\d+)\s+([^\s]+)(?:\s+([^\s]+))?"))
+        async def cmd_add_source(event: events.NewMessage.Event):
+            if not self.is_admin(event.sender_id):
+                return
+            ch_id = int(event.pattern_match.group(1))
+            title = event.pattern_match.group(2)
+            username = event.pattern_match.group(3)
+            await self.repo.add_source(channel_id=ch_id, title=title, username=username)
+
+            buttons = [
+                [
+                    Button.inline("📥 استخراج ۲۰ پست گذشته این کانال", data=f"hist:{ch_id}:20"),
+                    Button.inline("📥 استخراج ۵۰ پست گذشته این کانال", data=f"hist:{ch_id}:50")
+                ]
+            ]
+            await event.reply(
+                f"✅ کانال مبدا <b>{title}</b> (<code>{ch_id}</code>) با موفقیت افزوده شد.\nآیا می‌خواهید پست‌های قبلی این کانال را هم دریافت کنید؟",
+                parse_mode="html",
+                buttons=buttons
+            )
+
+        # --- Targets Management ---
+        @self.client.on(events.NewMessage(pattern=r"(?i)^(/targets|🎯 کانال‌های مقصد)$"))
+        async def cmd_targets(event: events.NewMessage.Event):
+            if not self.is_admin(event.sender_id):
+                return
+            targets = await self.repo.get_active_targets()
+            if not targets:
+                await event.reply("هیچ کانال مقصدی ثبت نشده است. از دکمه <b>➕ افزودن کانال مقصد</b> استفاده کنید.", parse_mode="html")
+                return
+            lines = ["<b>🎯 کانال‌های مقصد برای انتشار:</b>\n"]
+            for t in targets:
+                lines.append(
+                    f"• <b>{t.title}</b> (شناسه: <code>{t.channel_id}</code> | ID دیتابیس: <code>{t.id}</code>)\n"
+                    f"  🎭 <b>شخصیت و لحن:</b> {t.personality or 'پیش‌فرض'}\n"
+                    f"  🏷 <b>فوتر / تگ‌ها:</b> <code>{t.custom_footer or 'ندارد'}</code>\n"
+                )
+            await event.reply("\n".join(lines), parse_mode="html", buttons=get_persian_main_menu())
+
+        @self.client.on(events.NewMessage(pattern=r"(?i)^(➕ افزودن کانال مقصد)$"))
+        async def cmd_add_target_guide(event: events.NewMessage.Event):
+            if not self.is_admin(event.sender_id):
+                return
+            guide = (
+                "🎯 <b>راهنمای افزودن کانال مقصد:</b>\n\n"
+                "دستور را با فرمت زیر ارسال کنید:\n"
+                "<code>/add_target &lt;شناسه_کانال&gt; &lt;عنوان&gt; [یوزرنیم]</code>\n\n"
+                "<i>مثال:</i>\n"
+                "<code>/add_target -1009876543210 دنیای_هوش_مصنوعی ai_world_chan</code>"
+            )
+            await event.reply(guide, parse_mode="html")
+
+        @self.client.on(events.NewMessage(pattern=r"^/add_target\s+(-?\d+)\s+([^\s]+)(?:\s+([^\s]+))?"))
+        async def cmd_add_target(event: events.NewMessage.Event):
+            if not self.is_admin(event.sender_id):
+                return
+            ch_id = int(event.pattern_match.group(1))
+            title = event.pattern_match.group(2)
+            username = event.pattern_match.group(3)
+            tid = await self.repo.add_target(channel_id=ch_id, title=title, username=username)
+            await event.reply(
+                f"✅ کانال مقصد <b>{title}</b> افزوده شد (ID دیتابیس: <code>{tid}</code>).\n\n"
+                f"اکنون می‌توانید با دکمه <b>🎭 تنظیم شخصیت کانال‌ها</b> لحن و تگ‌های آن را تنظیم کنید.",
+                parse_mode="html",
+                buttons=get_persian_main_menu()
+            )
+
+        # --- Channel Personality & Tags Configuration ---
+        @self.client.on(events.NewMessage(pattern=r"(?i)^(/personality|🎭 تنظیم شخصیت کانال‌ها)$"))
+        async def cmd_personality(event: events.NewMessage.Event):
+            if not self.is_admin(event.sender_id):
+                return
+            targets = await self.repo.get_active_targets()
+            if not targets:
+                await event.reply("ابتدا با استفاده از <b>➕ افزودن کانال مقصد</b> یک کانال مقصد اضافه کنید.", parse_mode="html")
+                return
+
+            text = (
+                "🎭 <b>تنظیم شخصیت، لحن و تگ‌های کانال‌های مقصد:</b>\n\n"
+                "برای تغییر لحن و استایل نگارش کانال از دستور زیر استفاده کنید:\n"
+                "<code>/set_personality &lt;شناسه_دیتابیس_کانال&gt; &lt;توضیحات لحن&gt;</code>\n\n"
+                "<i>مثال:</i>\n"
+                "<code>/set_personality 1 لحن جذاب و ژورنالیستی، استفاده از تیترهای بولد و ایموجی‌های مرتبط</code>\n\n"
+                "برای تنظیم فوتر و هشتگ‌های اختصاصی انتهای پست:\n"
+                "<code>/set_footer &lt;شناسه_دیتابیس_کانال&gt; &lt;تگ‌ها یا آیدی کانال&gt;</code>\n\n"
+                "<i>مثال:</i>\n"
+                "<code>/set_footer 1 🆔 @my_tech_chan\n#تکنولوژی #هوش_مصنوعی</code>\n\n"
+                "<b>کانال‌های موجود و شخصیت فعلی:</b>\n"
+            )
+            for t in targets:
+                text += (
+                    f"• ID: <code>{t.id}</code> | <b>{t.title}</b>\n"
+                    f"  🎭 لحن: <i>{t.personality or 'پیش‌فرض'}</i>\n"
+                    f"  🏷 فوتر: <code>{t.custom_footer or 'ندارد'}</code>\n\n"
+                )
+            await event.reply(text, parse_mode="html", buttons=get_persian_main_menu())
+
+        @self.client.on(events.NewMessage(pattern=r"^/set_personality\s+(\d+)\s+(.+)"))
+        async def cmd_set_personality(event: events.NewMessage.Event):
+            if not self.is_admin(event.sender_id):
+                return
+            target_id = int(event.pattern_match.group(1))
+            personality = event.pattern_match.group(2).strip()
+            target = await self.repo.get_target_by_id(target_id)
+            if not target:
+                await event.reply(f"❌ کانال مقصد با شناسه {target_id} یافت نشد.")
+                return
+            await self.repo.update_target_personality(target_id, personality)
+            await event.reply(
+                f"✅ شخصیت و لحن کانال <b>{target.title}</b> با موفقیت به روز شد:\n\n<i>{personality}</i>",
+                parse_mode="html",
+                buttons=get_persian_main_menu()
+            )
+
+        @self.client.on(events.NewMessage(pattern=r"^/set_footer\s+(\d+)\s+([\s\S]+)"))
+        async def cmd_set_footer(event: events.NewMessage.Event):
+            if not self.is_admin(event.sender_id):
+                return
+            target_id = int(event.pattern_match.group(1))
+            footer = event.pattern_match.group(2).strip()
+            target = await self.repo.get_target_by_id(target_id)
+            if not target:
+                await event.reply(f"❌ کانال مقصد با شناسه {target_id} یافت نشد.")
+                return
+            await self.repo.update_target_footer(target_id, footer)
+            await event.reply(
+                f"✅ فوتر اختصاصی کانال <b>{target.title}</b> به روز شد:\n\n<code>{footer}</code>",
+                parse_mode="html",
+                buttons=get_persian_main_menu()
+            )
+
+        # --- Help ---
+        @self.client.on(events.NewMessage(pattern=r"(?i)^(/help|❓ راهنمای سیستم)$"))
+        async def cmd_help(event: events.NewMessage.Event):
+            if not self.is_admin(event.sender_id):
+                return
+            help_text = (
+                "📖 <b>راهنمای فرآیند کاری سیستم کپی‌کار:</b>\n\n"
+                "1. 📥 <b>دریافت خام پست‌ها:</b> پست‌ها بدون پردازش هوش مصنوعی مستقیماً به کانال ادمین‌ها ارسال می‌شوند.\n"
+                "2. 🎯 <b>انتخاب کانال مقصد:</b> با لمس دکمه هر کانال، هوش مصنوعی پست را متناسب با شخصیت، استایل و فوتر اختصاصی همان کانال بازنویسی کرده و تمام تگ‌ها و لینک‌های مبدا را حذف می‌کند.\n"
+                "3. 👁 <b>پیش‌نمایش زنده:</b> پیش‌نمایش بازنویسی شده به همراه دکمه تایید نهایی نمایش داده می‌شود.\n"
+                "4. 🚀 <b>انتشار و ارسال مجدد:</b> پس از انتشار، پست اصلی در کانال ادمین بازگردانده شده و سابقه انتشار نمایش می‌یابد تا بتوانید آن را به سایر کانال‌ها نیز ارسال کنید."
+            )
+            await event.reply(help_text, parse_mode="html", buttons=get_persian_main_menu())
+
+        # --- Interactive Inline Callbacks for Reviews & Target Rewrites ---
+        @self.client.on(events.CallbackQuery)
+        async def on_callback(event: events.CallbackQuery.Event):
+            if not self.is_admin(event.sender_id):
+                await event.answer("⛔ دسترسی غیرمجاز.", alert=True)
+                return
+
+            data = event.data.decode("utf-8")
+
+            # 1. Historical Scraping Callback
+            if data.startswith("hist:"):
+                _, ch_id_str, limit_str = data.split(":")
+                ch_id = int(ch_id_str)
+                limit = int(limit_str)
+
+                if not self.collector:
+                    await event.answer("کالکتور در دسترس نیست.", alert=True)
+                    return
+
+                await event.edit(f"⏳ <b>در حال دریافت {limit} پست گذشته</b> از کانال <code>{ch_id}</code>...", parse_mode="html")
+
+                async def progress_notify(txt: str):
+                    await event.edit(txt, parse_mode="html")
+
+                await self.collector.scrape_channel_history(channel_id=ch_id, limit=limit, progress_callback=progress_notify)
+                await event.answer("فرآیند دریافت آغاز شد.")
+
+            # 2. Target Selected -> Trigger On-Demand AI Rewrite for that Target
+            elif data.startswith("sel_trg:"):
+                _, post_id_str, target_id_str = data.split(":")
+                post_id = int(post_id_str)
+                target_id = int(target_id_str)
+
+                post = await self.repo.get_post_by_id(post_id)
+                target = await self.repo.get_target_by_id(target_id)
+                if not post or not target:
+                    await event.answer("پست یا کانال مقصد یافت نشد.", alert=True)
+                    return
+
+                await event.answer(f"در حال بازنویسی برای {target.title}...")
+
+                # Show loading placeholder
+                loading_caption = (
+                    f"🤖 <b>در حال بازنویسی هوشمند برای کانال:</b> <b>{target.title}</b>...\n"
+                    f"<i>(اعمال لحن اختصاصی و حذف تگ‌های مبدا)</i>"
+                )
+                try:
+                    await event.edit(loading_caption, parse_mode="html", buttons=None)
+                except Exception:
+                    pass
+
+                # Run AI Rewrite
+                rewritten_text = await self.ai_processor.rewrite_for_target(post.raw_text or "", target)
+                cache_key = f"{post_id}:{target_id}"
+                self.preview_cache[cache_key] = rewritten_text
+
+                # Build Preview Card
+                preview_caption = (
+                    f"🎯 <b>پیش‌نمایش بازنویسی شده برای: {target.title}</b>\n"
+                    f"🎭 <b>شخصیت و لحن:</b> <i>{target.personality or 'پیش‌فرض'}</i>\n"
+                    f"➖➖➖➖➖➖➖➖➖➖\n\n"
+                    f"{rewritten_text}\n\n"
+                    f"➖➖➖➖➖➖➖➖➖➖\n"
+                    f"<i>آیا این متن مورد تایید است؟</i>"
+                )
+
+                preview_buttons = [
+                    [
+                        Button.inline(f"✅ تایید و ارسال به {target.title}", data=f"pub:{post_id}:{target_id}"),
+                    ],
+                    [
+                        Button.inline("🔙 انصراف / بازگشت به پست اصلی", data=f"cancel:{post_id}")
+                    ]
+                ]
+
+                await event.edit(preview_caption, parse_mode="html", buttons=preview_buttons)
+
+            # 3. Publish to Target Confirmed
+            elif data.startswith("pub:"):
+                _, post_id_str, target_id_str = data.split(":")
+                post_id = int(post_id_str)
+                target_id = int(target_id_str)
+
+                post = await self.repo.get_post_by_id(post_id)
+                target = await self.repo.get_target_by_id(target_id)
+                if not post or not target:
+                    await event.answer("اطلاعات یافت نشد.", alert=True)
+                    return
+
+                cache_key = f"{post_id}:{target_id}"
+                text_to_publish = self.preview_cache.get(cache_key) or post.raw_text or ""
+
+                await event.answer(f"در حال ارسال به {target.title}...")
+
+                try:
+                    # Publish via userbot or bot
+                    client_to_use = self.collector.client if (self.collector and self.collector.client.is_connected()) else self.client
+                    if post.media_path and os.path.exists(post.media_path):
+                        await client_to_use.send_file(
+                            target.channel_id,
+                            file=post.media_path,
+                            caption=text_to_publish,
+                            parse_mode="html"
+                        )
+                    else:
+                        await client_to_use.send_message(
+                            target.channel_id,
+                            text_to_publish,
+                            parse_mode="html"
+                        )
+
+                    # Record publication in database
+                    await self.repo.record_post_published_to_target(post_id, target.id, target.title or "Target")
+                    await self.repo.update_target_last_post(target.id)
+                    ADMIN_ACTIONS_TOTAL.labels(action="approved").inc()
+                    TARGET_ACTIVITY_TOTAL.labels(channel_id=str(target.channel_id), title=target.title or '').inc()
+
+                    # Reload updated post with publication history
+                    updated_post = await self.repo.get_post_by_id(post_id)
+                    targets = await self.repo.get_active_targets()
+                    new_caption = self._format_raw_post_caption(updated_post)
+                    new_buttons = self._build_raw_post_keyboard(updated_post, targets)
+
+                    await event.edit(
+                        f"✅ <b>با موفقیت در {target.title} منتشر شد!</b>\n\n{new_caption}",
+                        parse_mode="html",
+                        buttons=new_buttons
+                    )
+                except Exception as e:
+                    logger.error(f"Failed to publish to {target.channel_id}: {e}", exc_info=True)
+                    await event.answer(f"❌ خطا در ارسال به کانال: {e}", alert=True)
+
+            # 4. Cancel Preview & Restore Original Card
+            elif data.startswith("cancel:"):
+                _, post_id_str = data.split(":")
+                post_id = int(post_id_str)
+
+                post = await self.repo.get_post_by_id(post_id)
+                if not post:
+                    return
+
+                targets = await self.repo.get_active_targets()
+                caption = self._format_raw_post_caption(post)
+                buttons = self._build_raw_post_keyboard(post, targets)
+
+                await event.edit(caption, parse_mode="html", buttons=buttons)
+                await event.answer("پیش‌نمایش لغو شد.")
+
+            # 5. Reject Post
+            elif data.startswith("rej:"):
+                _, post_id_str = data.split(":")
+                post_id = int(post_id_str)
+
+                await self.repo.reject_post(post_id)
+                ADMIN_ACTIONS_TOTAL.labels(action="rejected").inc()
+
+                await event.edit(
+                    f"{event.text}\n\n❌ <b>این پست توسط ادمین رد و بایگانی شد.</b>",
+                    parse_mode="html",
+                    buttons=None
+                )
+                await event.answer("پست بایگانی شد.")
 
     async def stop(self):
         if self.client.is_connected():
             await self.client.disconnect()
-            logger.info("Admin Review Bot disconnected.")
+            logger.info("Admin Bot disconnected.")

services/ai_processor.py

@@ -1,47 +1,30 @@
 import logging
+import json
 from typing import List, Optional, Dict, Any
 from db.models import Post, TargetChannel
 from db.repository import Repository
 from core.llm import LLMClient
-from core.dedup import compute_content_hash
 from core.metrics import DUPLICATES_DETECTED_TOTAL
 
 logger = logging.getLogger(__name__)
 
-TAG_EXTRACTION_SYSTEM_PROMPT = """
-You are an AI news analyst and classifier.
-Given a social media/channel post, extract:
-1. "subject": A brief, specific headline/subject (3-8 words).
-2. "tags": A JSON array of 3 to 6 lowercase keywords/topics/entities (e.g. ["ai", "nvidia", "gpus", "hardware"]).
-Respond ONLY in JSON format:
+CHANNEL_REWRITE_SYSTEM_PROMPT = """
+You are a professional Persian Telegram copywriter and editor.
+Your job is to rewrite the provided raw post specifically for the target channel: "{channel_title}".
+
+CHANNEL PERSONALITY & TONE GUIDELINES:
+{personality}
+
+CRITICAL RULES:
+1. Completely REMOVE all original channel usernames (e.g. @source_channel), sponsor tags, author watermarks, and source links.
+2. Translate or rewrite into natural, highly engaging, and fluent Persian (فارسی روان، جذاب و حرفه‌ای).
+3. Use appropriate emojis and clear paragraph spacing.
+4. If a custom footer/tag is provided below, append it cleanly at the very end of the post:
+{custom_footer}
+
+Respond ONLY in valid JSON format:
 {
-  "subject": "...",
-  "tags": ["tag1", "tag2", "tag3"]
-}
-"""
-
-DUPLICATE_CHECK_SYSTEM_PROMPT = """
-You are an expert news editor checking for duplicate news stories.
-Given a NEW POST and a list of PREVIOUS POSTS, determine if the NEW POST is covering the same exact event, news item, or story as any of the previous posts.
-
-Respond ONLY in JSON format:
-{
-  "is_duplicate": true/false,
-  "duplicate_of_id": <id of matched previous post or null>,
-  "similarity_reason": "<short explanation of why it is or is not a duplicate>"
-}
-"""
-
-POST_REWRITE_SYSTEM_PROMPT = """
-You are an expert Telegram content creator and copywriter.
-Rewrite the provided post to make it engaging, well-formatted, professional, and clear.
-Use appropriate emojis, clear paragraphs, and markdown formatting.
-Remove any original promotional links, author credits, or watermarks.
-
-Respond ONLY in JSON format:
-{
-  "ai_text": "...",
-  "suggested_target_id": <optional id of best matching target channel or null>
+  "rewritten_text": "..."
 }
 """
 
@@ -50,89 +33,34 @@ class AIProcessor:
         self.repo = repo
         self.llm = llm or LLMClient()
 
-    async def process_post(self, post_id: int) -> Optional[Post]:
-        post = await self.repo.get_post_by_id(post_id)
-        if not post or not post.raw_text:
-            return post
+    async def rewrite_for_target(self, raw_text: str, target: TargetChannel) -> str:
+        """Rewrite raw text according to a specific target channel's personality and custom footer."""
+        if not raw_text:
+            return ""
 
-        raw_text = post.raw_text
-        is_dup = False
-        dup_of_id = None
-        sim_reason = None
+        personality_text = target.personality.strip() if target.personality else "لحن رسمی، جذاب و روان به همراه ایموجی‌های مرتبط و پاراگراف‌بندی مرتب."
+        footer_text = target.custom_footer.strip() if target.custom_footer else (f"@{target.username}" if target.username else "")
 
-        # 1. Exact hash duplicate check
-        content_hash = post.content_hash or compute_content_hash(raw_text)
-        if content_hash:
-            exact_dup = await self.repo.find_duplicate_post_by_hash(content_hash)
-            if exact_dup and exact_dup.id != post.id:
-                is_dup = True
-                dup_of_id = exact_dup.id
-                sim_reason = "Exact match on normalized text/media hash"
-                DUPLICATES_DETECTED_TOTAL.labels(method="hash").inc()
-
-        # 2. Extract Tags and Subject via AI
-        tags = []
-        subject = "General News"
-        try:
-            tag_res = await self.llm.generate_json(
-                prompt=f"Post content:\n\n{raw_text}",
-                system_prompt=TAG_EXTRACTION_SYSTEM_PROMPT,
-                action_name="extract_tags"
-            )
-            subject = tag_res.get("subject", subject)
-            tags = [t.lower().strip() for t in tag_res.get("tags", []) if isinstance(t, str)]
-            await self.repo.update_post_tags(post.id, tags, subject)
-        except Exception as e:
-            logger.error(f"Tag extraction failed for post {post.id}: {e}")
-
-        # 3. Candidate search & Semantic AI Deduplication check (if not already exact dup)
-        if not is_dup and tags:
-            candidates = await self.repo.find_candidate_posts_by_tags(tags, exclude_post_id=post.id, hours_lookback=72, limit=5)
-            if candidates:
-                cand_texts = "\n---\n".join([f"ID {c.id} (Subject: {c.subject}):\n{c.raw_text}" for c in candidates if c.raw_text])
-                prompt = f"NEW POST:\n{raw_text}\n\nPREVIOUS CANDIDATE POSTS:\n{cand_texts}"
-                try:
-                    dup_res = await self.llm.generate_json(
-                        prompt=prompt,
-                        system_prompt=DUPLICATE_CHECK_SYSTEM_PROMPT,
-                        action_name="check_duplicate"
-                    )
-                    if dup_res.get("is_duplicate"):
-                        is_dup = True
-                        dup_of_id = dup_res.get("duplicate_of_id")
-                        sim_reason = dup_res.get("similarity_reason", "AI detected duplicate news topic")
-                        DUPLICATES_DETECTED_TOTAL.labels(method="ai_semantic").inc()
-                except Exception as e:
-                    logger.error(f"Semantic duplicate check failed for post {post.id}: {e}")
-
-        # 4. Rewrite post for our channels
-        ai_text = raw_text
-        suggested_target_id = None
-        targets = await self.repo.get_active_targets()
-        target_info = "\n".join([f"Target ID {t.id}: {t.title} (@{t.username or 'none'})" for t in targets])
-        rewrite_prompt = f"TARGET CHANNELS AVAILABLE:\n{target_info or 'None'}\n\nORIGINAL POST:\n{raw_text}"
-
-        try:
-            rewrite_res = await self.llm.generate_json(
-                prompt=rewrite_prompt,
-                system_prompt=POST_REWRITE_SYSTEM_PROMPT,
-                action_name="rewrite_post"
-            )
-            ai_text = rewrite_res.get("ai_text", raw_text)
-            suggested_target_id = rewrite_res.get("suggested_target_id")
-        except Exception as e:
-            logger.error(f"Post rewrite failed for post {post.id}: {e}")
-
-        # 5. Save AI results into database
-        await self.repo.update_ai_result(
-            post_id=post.id,
-            subject=subject,
-            ai_text=ai_text,
-            tags=tags,
-            suggested_target_id=suggested_target_id,
-            is_duplicate=is_dup,
-            duplicate_of_id=dup_of_id,
-            similarity_reason=sim_reason,
+        sys_prompt = CHANNEL_REWRITE_SYSTEM_PROMPT.format(
+            channel_title=target.title or "کانال تلگرام",
+            personality=personality_text,
+            custom_footer=footer_text
         )
 
-        return await self.repo.get_post_by_id(post.id)
+        try:
+            res = await self.llm.generate_json(
+                prompt=f"متن اصلی پست برای بازنویسی:\n\n{raw_text}",
+                system_prompt=sys_prompt,
+                action_name="rewrite_target_post"
+            )
+            rewritten = res.get("rewritten_text")
+            if rewritten:
+                return rewritten.strip()
+        except Exception as e:
+            logger.error(f"Failed to rewrite post for target {target.id} ({target.title}): {e}")
+
+        # Fallback if AI fails: clean basic @mentions and append footer
+        fallback = raw_text
+        if footer_text:
+            fallback = f"{fallback}\n\n{footer_text}"
+        return fallback

services/collector.py

@@ -6,9 +6,8 @@ from telethon.errors import SessionPasswordNeededError
 from telethon.tl.types import MessageMediaPhoto, MessageMediaDocument
 from db.repository import Repository
 from core.dedup import compute_content_hash, compute_file_hash
-from services.ai_processor import AIProcessor
 from core.queue import RedisQueue
-from core.metrics import COLLECTED_POSTS_TOTAL
+from core.metrics import COLLECTED_POSTS_TOTAL, SOURCE_ACTIVITY_TOTAL
 from core.proxy import get_telegram_proxy
 
 logger = logging.getLogger(__name__)
@@ -20,7 +19,7 @@ class CollectorService:
     def __init__(
         self,
         repo: Repository,
-        ai_processor: AIProcessor,
+        on_post_received: Optional[Callable[[int], Awaitable[None]]] = None,
         queue: Optional[RedisQueue] = None,
         api_id: Optional[int] = None,
         api_hash: Optional[str] = None,
@@ -28,7 +27,7 @@ class CollectorService:
         session_name: Optional[str] = None,
     ):
         self.repo = repo
-        self.ai_processor = ai_processor
+        self.on_post_received = on_post_received
         self.queue = queue
         self.api_id = api_id or int(os.getenv("API_ID", "0"))
         self.api_hash = api_hash or os.getenv("API_HASH", "")
@@ -56,14 +55,14 @@ class CollectorService:
                 sent = await self.client.send_code_request(self.phone)
                 self.phone_code_hash = sent.phone_code_hash
                 await notify_fn(
-                    f"🔐 <b>Collector Userbot Login Required</b>\n\n"
-                    f"A login code was sent to phone <code>{self.phone}</code>.\n\n"
-                    f"Please reply with: <code>/code &lt;your_code&gt;</code>\n"
-                    f"(Or <code>/password &lt;2fa_password&gt;</code> if 2FA is enabled)."
+                    f"🔐 <b>نیاز به ورود ربات جمع‌آوری‌کننده</b>\n\n"
+                    f"کد تایید تلگرام به شماره <code>{self.phone}</code> ارسال شد.\n\n"
+                    f"لطفا با دستور زیر پاسخ دهید:\n"
+                    f"<code>/code 12345</code>"
                 )
             except Exception as e:
                 logger.error(f"Failed to send login code request: {e}")
-                await notify_fn(f"❌ Failed to request login code: {e}")
+                await notify_fn(f"❌ خطا در ارسال کد ورود: {e}")
         return False
 
     async def submit_code(self, code: str) -> str:
@@ -75,20 +74,20 @@ class CollectorService:
             await self.client.sign_in(phone=self.phone, code=code, phone_code_hash=self.phone_code_hash)
             me = await self.client.get_me()
             self._register_handlers()
-            return f"✅ Logged in successfully as <b>{me.first_name}</b> (@{me.username or 'none'}). Collector is now active!"
+            return f"✅ ورود موفقیت‌آمیز بود! حساب فعال: <b>{me.first_name}</b> (@{me.username or 'ندارد'})."
         except SessionPasswordNeededError:
-            return "🔐 <b>Two-Factor Authentication (2FA) is enabled.</b> Please send: <code>/password &lt;your_2fa_password&gt;</code>"
+            return "🔐 <b>رمز دو مرحله‌ای فعال است.</b> لطفا با این دستور رمز را وارد کنید: <code>/password رمز_عبور</code>"
         except Exception as e:
-            return f"❌ Login failed: {e}"
+            return f"❌ خطا در ورود: {e}"
 
     async def submit_password(self, password: str) -> str:
         try:
             await self.client.sign_in(password=password)
             me = await self.client.get_me()
             self._register_handlers()
-            return f"✅ 2FA Verified! Logged in as <b>{me.first_name}</b> (@{me.username or 'none'}). Collector is now active!"
+            return f"✅ تایید دو مرحله‌ای موفق بود! حساب فعال: <b>{me.first_name}</b>."
         except Exception as e:
-            return f"❌ 2FA verification failed: {e}"
+            return f"❌ خطا در تایید رمز دو مرحله‌ای: {e}"
 
     def _register_handlers(self):
         if self._handlers_registered:
@@ -141,11 +140,13 @@ class CollectorService:
 
             if post_id:
                 COLLECTED_POSTS_TOTAL.labels(source_channel_id=str(chat_id)).inc()
-                logger.info(f"Collected new post ID {post_id} from channel {chat_id}")
+                SOURCE_ACTIVITY_TOTAL.labels(channel_id=str(chat_id), title=source.title or 'Unknown').inc()
+                logger.info(f"Collected raw post ID {post_id} from source channel {chat_id}")
+
                 if self.queue:
                     await self.queue.push(post_id)
-                else:
-                    await self.ai_processor.process_post(post_id)
+                elif self.on_post_received:
+                    await self.on_post_received(post_id)
         except Exception as e:
             logger.error(f"Error handling message from {event.chat_id}: {e}", exc_info=True)
 
@@ -158,9 +159,11 @@ class CollectorService:
         """Scrape historical messages from a source channel."""
         if not self.client.is_connected() or not await self.client.is_user_authorized():
             if progress_callback:
-                await progress_callback("❌ Collector Userbot is not authorized. Please log in first.")
+                await progress_callback("❌ ربات متصل نیست. لطفا ابتدا لاگین کنید.")
             return 0
 
+        source = await self.repo.get_source_by_channel_id(channel_id)
+        source_title = source.title if source else str(channel_id)
         collected_count = 0
         skipped_count = 0
 
@@ -210,23 +213,25 @@ class CollectorService:
                 if post_id:
                     collected_count += 1
                     COLLECTED_POSTS_TOTAL.labels(source_channel_id=str(channel_id)).inc()
-                    logger.info(f"Backfilled historical post ID {post_id} from {channel_id}")
+                    SOURCE_ACTIVITY_TOTAL.labels(channel_id=str(channel_id), title=source_title).inc()
+                    logger.info(f"Backfilled raw post ID {post_id} from {channel_id}")
+
                     if self.queue:
                         await self.queue.push(post_id)
-                    else:
-                        await self.ai_processor.process_post(post_id)
+                    elif self.on_post_received:
+                        await self.on_post_received(post_id)
                 else:
                     skipped_count += 1
 
             if progress_callback:
                 await progress_callback(
-                    f"✅ Scraped <b>{collected_count}</b> new posts from <code>{channel_id}</code> and queued in Redis! (Skipped {skipped_count} existing/empty)."
+                    f"✅ تعداد <b>{collected_count}</b> پست جدید از <code>{channel_id}</code> دریافت و در کانال ادمین قرار گرفت! (رد شده تکراری: {skipped_count})."
                 )
             return collected_count
         except Exception as e:
             logger.error(f"Error scraping history from {channel_id}: {e}", exc_info=True)
             if progress_callback:
-                await progress_callback(f"❌ Error scraping channel <code>{channel_id}</code>: {e}")
+                await progress_callback(f"❌ خطا در دریافت پست‌های کانال <code>{channel_id}</code>: {e}")
             return collected_count
 
     async def stop(self):

services/queue_consumer.py

@@ -3,7 +3,6 @@ import asyncio
 import logging
 from typing import Optional
 from core.queue import RedisQueue
-from services.ai_processor import AIProcessor
 from core.metrics import QUEUE_POSTS_GAUGE, REDIS_QUEUE_SIZE_GAUGE
 
 logger = logging.getLogger(__name__)
@@ -11,9 +10,9 @@ logger = logging.getLogger(__name__)
 FETCH_INTERVAL_SECONDS = int(os.getenv("AI_PROCESSING_INTERVAL_SECONDS", "120"))
 
 class QueueConsumerService:
-    def __init__(self, queue: RedisQueue, ai_processor: AIProcessor, fetch_interval: int = FETCH_INTERVAL_SECONDS):
+    def __init__(self, queue: RedisQueue, on_post_popped = None, fetch_interval: int = FETCH_INTERVAL_SECONDS):
         self.queue = queue
-        self.ai_processor = ai_processor
+        self.on_post_popped = on_post_popped
         self.fetch_interval = fetch_interval
         self._running = False
         self._task: Optional[asyncio.Task] = None
@@ -33,9 +32,9 @@ class QueueConsumerService:
 
                 if qsize > 0:
                     post_id = await self.queue.pop()
-                    if post_id:
-                        logger.info(f"Paced Consumer: processing post ID {post_id} from Redis queue (remaining: {qsize - 1})")
-                        await self.ai_processor.process_post(post_id)
+                    if post_id and self.on_post_popped:
+                        logger.info(f"Dispatching raw post ID {post_id} to Admin Review channel (remaining in Redis: {qsize - 1})")
+                        await self.on_post_popped(post_id)
                         new_qsize = await self.queue.qsize()
                         QUEUE_POSTS_GAUGE.labels(status="redis_incoming").set(new_qsize)
                         REDIS_QUEUE_SIZE_GAUGE.set(new_qsize)