improved pulse backend

.agents/rules/graphify.md

@@ -0,0 +1,15 @@
+---
+trigger: always_on
+description: Always consult the graphify knowledge graph at graphify-out/ before answering codebase or architecture questions.
+---
+
+## graphify
+
+This project has a graphify knowledge graph at graphify-out/.
+
+Rules:
+- Before answering architecture or codebase questions, read graphify-out/GRAPH_REPORT.md for god nodes and community structure
+- If graphify-out/wiki/index.md exists, navigate it instead of reading raw files
+- If the graphify MCP server is active, utilize tools like `query_graph`, `get_node`, and `shortest_path` for precise architecture navigation instead of falling back to `grep`
+- If the MCP server is not active, the CLI equivalents are `graphify query "<question>"`, `graphify path "<A>" "<B>"`, and `graphify explain "<concept>"` - prefer these over grep for cross-module questions
+- After modifying code files in this session, run `graphify update .` to keep the graph current (AST-only, no API cost)

.agents/workflows/graphify.md

@@ -0,0 +1,10 @@
+---
+name: graphify
+description: Turn any folder of files into a navigable knowledge graph
+---
+
+# Workflow: graphify
+
+Follow the graphify skill installed at ~/.agents/skills/graphify/SKILL.md to run the full pipeline.
+
+If no path argument is given, use `.` (current directory).

app/services/appwrite_db.py

@@ -293,7 +293,11 @@ class AppwriteDatabase:
                 queries=queries
             )
             
-            print(f"[DEBUG] Appwrite Raw Response: Total={_safe_get(response, 'total')}, Items={len(_safe_get(response, 'rows', []))}")
+            # WARN-005 fixed: was a raw print() that fired on every frontend request,
+            # leaking database response metadata to HF Spaces public container logs.
+            # Changed to logger.debug so it is suppressed at production INFO level.
+            logger.debug("[DB] Appwrite Raw Response: Total=%s, Items=%d",
+                         _safe_get(response, 'total'), len(_safe_get(response, 'rows', [])))
             
             # Convert Appwrite documents to Article dictionaries
             articles = []

app/services/news_aggregator.py

@@ -1,15 +1,16 @@
 import asyncio
 import httpx
+import random
+import logging
 from typing import List, Dict, Optional
 from datetime import datetime
 from app.models import Article
 from app.services.rss_parser import RSSParser
 from app.services.news_providers import (
-    NewsProvider, 
-    GNewsProvider, 
-    NewsAPIProvider, 
-    NewsDataProvider, 
-    NewsDataProvider, 
+    NewsProvider,
+    GNewsProvider,
+    NewsAPIProvider,
+    NewsDataProvider,  # WARN-003 fixed: removed duplicate import
     GoogleNewsRSSProvider,
     MediumRSSProvider,
     OfficialCloudProvider
@@ -17,6 +18,12 @@ from app.services.news_providers import (
 from app.config import settings
 from app.services.api_quota import get_quota_tracker
 from app.services.circuit_breaker import get_circuit_breaker
+from app.utils.custom_logger import get_logger
+
+# BUG-002 fixed: `random` and `logging` are now module-level imports.
+# Previously they were lazy-imported inside fetch_by_category(), which fired
+# 22 times per cycle and bypassed the AlignedColorFormatter logger.
+logger = get_logger(__name__)
 
 # ── Phases 3-11: New modular providers (Strangler Fig pattern) ──────────────
 # These live in providers/ folder. The legacy news_providers.py is NOT touched.
@@ -109,7 +116,9 @@ class NewsAggregator:
         # PAID_CHAIN: tried in order, stop after the first success (save credits)
         # FREE_SOURCES: always tried, always in parallel (no cost, no limits)
         self.PAID_CHAIN  = ['gnews', 'newsapi', 'newsdata', 'thenewsapi', 'worldnewsai', 'webz']
-        self.FREE_SOURCES = ['google_rss', 'medium', 'official_cloud', 'direct_rss', 'hacker_news', 'inshorts', 'saurav_static', 'openrss', 'wikinews']
+        # NOTE: 'inshorts' removed — 100% connection-reset failures on HF Spaces (geo-blocked).
+        # NOTE: 'wikinews' removed — returns stale 2009-era political articles (0 keyword matches).
+        self.FREE_SOURCES = ['google_rss', 'medium', 'official_cloud', 'direct_rss', 'hacker_news', 'saurav_static', 'openrss']
 
         # Medium only publishes articles for a small set of topics.
         # Calling it for 'data-centers' or 'cloud-oracle' would return nothing.
@@ -216,10 +225,7 @@ class NewsAggregator:
         # ── Task 4: Worker Start-up Jitter ────────────────────────────────────
         # Before the worker begins fetching the actual URLs for a popped category,
         # inject a randomized sleep to break up predictable robotic execution patterns.
-        import random
-        import logging
-        logger = logging.getLogger(__name__)
-        # Increased JITTER for Hugging Face Anti-Ban compliance
+        # BUG-002 fixed: random and logger are now module-level — no lazy import needed here.
         startup_jitter = random.uniform(3.0, 8.0)
         logger.info("🎲 [JITTER] Worker start-up jitter: sleeping for %.2fs...", startup_jitter)
         await asyncio.sleep(startup_jitter)
@@ -232,7 +238,15 @@ class NewsAggregator:
         # ======================================================================
         # STEP A: PAID WATERFALL — one successful call is all we need
         # ======================================================================
+        # BUG-001 fixed: replaced the inverted `paid_success` guard with an
+        # attempt counter. The old code checked `if paid_success:` before
+        # applying an intra-delay, but `paid_success` is False until a provider
+        # succeeds — at which point `break` fires immediately. The delay was
+        # therefore unreachable and NEVER executed. The correct check is
+        # `if paid_attempts > 0:` — i.e. "have we already tried at least one
+        # provider that failed?" — which fires on providers #2, #3 onwards.
         paid_success = False
+        paid_attempts = 0  # BUG-001: counts actual attempt iterations
         for provider_name in self.PAID_CHAIN:
             provider = self.providers.get(provider_name)
 
@@ -242,19 +256,19 @@ class NewsAggregator:
 
             # Guard 1 ─ Circuit Breaker
             if self.circuit.should_skip(provider_name):
-                print(f"[CIRCUIT] [{provider_name.upper()}] Circuit OPEN — skipping this run.")
+                logger.debug("[CIRCUIT] [%s] Circuit OPEN — skipping this run.", provider_name.upper())
                 async with self._lock:
                     self.stats['failover_count'] += 1
                 continue
 
             # Guard 2 ─ Quota Check (paid only)
             if not await self.quota.async_can_make_call(provider_name):
-                print(f"[QUOTA]   [{provider_name.upper()}] Daily limit reached — skipping.")
+                logger.warning("[QUOTA]   [%s] Daily limit reached — skipping.", provider_name.upper())
                 continue
 
             # Guard 3 ─ Provider's own 429 flag
             if not provider.is_available():
-                print(f"[SKIP]    [{provider_name.upper()}] Provider reported 429 — recording and skipping.")
+                logger.warning("[SKIP]    [%s] Provider reported 429 — recording and skipping.", provider_name.upper())
                 self.circuit.record_failure(provider_name, error_type="rate_limit", status_code=429)
                 async with self._lock:
                     self.stats['failover_count'] += 1
@@ -262,14 +276,16 @@ class NewsAggregator:
 
             try:
                 # ── Task 4: Intra-Category Rate Limiting (Sequential Chain) ───
-                # If this isn't the first provider in the loop, wait a bit
-                # to avoid hitting multiple paid providers in rapid succession.
-                if paid_success: # only if we are still in the loop after a fail
-                   # Increased for HF anti-ban
-                   intra_delay = random.uniform(1.5, 3.5)
-                   await asyncio.sleep(intra_delay)
-
-                print(f"[PAID]    [{provider_name.upper()}] Fetching '{category}'...")
+                # BUG-001 fixed: delay fires on providers #2, #3 onwards (when
+                # a previous provider was attempted but failed). Previously this
+                # checked `paid_success` which is always False at this point.
+                if paid_attempts > 0:
+                    intra_delay = random.uniform(1.5, 3.5)
+                    logger.debug("[PAID] Intra-chain delay: %.2fs before %s", intra_delay, provider_name)
+                    await asyncio.sleep(intra_delay)
+
+                logger.info("[PAID]    [%s] Fetching '%s'...", provider_name.upper(), category)
+                paid_attempts += 1
                 articles = await provider.fetch_news(category, limit=20)
 
                 if articles:
@@ -280,20 +296,20 @@ class NewsAggregator:
                             self.stats['provider_usage'].get(provider_name, 0) + 1
                     combined_articles.extend(articles)
                     paid_success = True
-                    print(f"[PAID]    [{provider_name.upper()}] Got {len(articles)} articles — stopping paid chain.")
+                    logger.info("[PAID]    [%s] Got %d articles — stopping paid chain.", provider_name.upper(), len(articles))
                     break  # ← KEY: one success is enough, protect our credits
                 else:
-                    print(f"[PAID]    [{provider_name.upper()}] No articles — trying next paid provider.")
+                    logger.info("[PAID]    [%s] No articles — trying next paid provider.", provider_name.upper())
 
             except Exception as e:
-                print(f"[ERROR]   [{provider_name.upper()}] Fetch failed: {e} — recording failure.")
+                logger.error("[PAID]    [%s] Fetch failed: %s — recording failure.", provider_name.upper(), e)
                 self.circuit.record_failure(provider_name, error_type="exception")
                 async with self._lock:
                     self.stats['failover_count'] += 1
                 continue  # try next paid provider
 
         if not paid_success:
-            print(f"[PAID]    No paid provider delivered articles for '{category}'.")
+            logger.info("[PAID]    No paid provider delivered articles for '%s'.", category)
 
         # ======================================================================
         # STEP B: FREE PARALLEL RUN — always fires, no cost
@@ -337,14 +353,14 @@ class NewsAggregator:
                     free_names.append('hacker_news')
 
         # ── Phase 6: Inshorts Guardrail ─────────────────────────────────────
-        # Same rule as Hacker News: only fire for broad tech categories.
-        # Inshorts covers general tech, not niche cloud or governance topics.
-        if category in self.GENERAL_TECH_CATEGORIES:
-            inshorts = self.providers.get('inshorts')
-            if inshorts and not self.circuit.should_skip('inshorts'):
-                if inshorts.is_available():
-                    free_tasks.append(inshorts.fetch_news(category, limit=20))
-                    free_names.append('inshorts')
+        # DISABLED: Inshorts — geo-blocked on HF Spaces (RemoteProtocolError on every call).
+        # Provider is registered but NOT dispatched. Re-enable when/if hosting changes.
+        # if category in self.GENERAL_TECH_CATEGORIES:
+        #     inshorts = self.providers.get('inshorts')
+        #     if inshorts and not self.circuit.should_skip('inshorts'):
+        #         if inshorts.is_available():
+        #             free_tasks.append(inshorts.fetch_news(category, limit=20))
+        #             free_names.append('inshorts')
 
         # ── Phase 7: SauravKanchan Guardrail ─────────────────────────────────
         # Static JSON files (IN + US). Same guardrail as Hacker News and Inshorts.
@@ -356,15 +372,16 @@ class NewsAggregator:
                     free_tasks.append(saurav.fetch_news(category, limit=50))
                     free_names.append('saurav_static')
 
-        # ── Phase 11: Wikinews Guardrail ──────────────────────────────────
-        # Wikinews searches broad tech categories (Computing + Internet).
-        # No value for niche collections like cloud-alibaba or data-governance.
-        if category in self.GENERAL_TECH_CATEGORIES:
-            wikinews = self.providers.get('wikinews')
-            if wikinews and not self.circuit.should_skip('wikinews'):
-                if wikinews.is_available():
-                    free_tasks.append(wikinews.fetch_news(category, limit=20))
-                    free_names.append('wikinews')
+        # DISABLED: Wikinews — returns stale political/social articles from 2009-2015.
+        # Searching incategory:Computing and incategory:Internet returns zero relevant
+        # tech news. All articles fail keyword validation (0 matches). Wastes ~22 HTTP
+        # calls per category with no output. Re-evaluate if Wikinews improves recency.
+        # if category in self.GENERAL_TECH_CATEGORIES:
+        #     wikinews = self.providers.get('wikinews')
+        #     if wikinews and not self.circuit.should_skip('wikinews'):
+        #         if wikinews.is_available():
+        #             free_tasks.append(wikinews.fetch_news(category, limit=20))
+        #             free_names.append('wikinews')
 
         if free_tasks:
             # ── Task 4: Intra-Category Rate Limiting (Parallel Launch Jitter) ──
@@ -393,12 +410,12 @@ class NewsAggregator:
 
             for name, result in zip(free_names, free_results):
                 if isinstance(result, Exception):
-                    print(f"[ERROR]   [{name.upper()}] Free fetch error: {result}")
+                    logger.error("[FREE]    [%s] Free fetch error: %s", name.upper(), result)
                     self.circuit.record_failure(name, error_type="exception")
                 elif isinstance(result, list) and result:
                     self.circuit.record_success(name)
                     combined_articles.extend(result)
-                    print(f"[FREE]    [{name.upper()}] Got {len(result)} articles.")
+                    logger.info("[FREE]    [%s] Got %d articles.", name.upper(), len(result))
                     async with self._lock:
                         self.stats['provider_usage'][name] = \
                             self.stats['provider_usage'].get(name, 0) + 1
@@ -409,9 +426,9 @@ class NewsAggregator:
         # Return everything we collected. Duplicates are expected and welcome —
         # the in-batch dedup in scheduler.py (Phase 1) will strip them cleanly.
         if combined_articles:
-            print(f"[DONE]    '{category}': {len(combined_articles)} total articles from all sources.")
+            logger.info("[DONE]    '%s': %d total articles from all sources.", category, len(combined_articles))
         else:
-            print(f"[WARN]    '{category}': No articles from any source this run.")
+            logger.warning("[WARN]    '%s': No articles from any source this run.", category)
 
         return combined_articles
 
@@ -420,12 +437,11 @@ class NewsAggregator:
         provider = self.providers.get(provider_name)
         if not provider or not provider.is_available():
             return []
-        
+
         try:
-            # print(f"📡 [{provider_name.upper()}] Fetching specific '{category}' news...")
             return await provider.fetch_news(category)
         except Exception as e:
-            print(f"[ERROR] [{provider_name.upper()}] Specific fetch error: {e}")
+            logger.error("[PROVIDER] [%s] Specific fetch error: %s", provider_name.upper(), e)
             return []
     
     async def fetch_rss(self, provider: str) -> List[Article]:

app/services/scheduler.py

@@ -74,104 +74,46 @@ def _get_adaptive():
 
 async def fetch_all_news():
     """
-    Background Job: Parallel news fetching for all categories
-    
-    Performance Improvements:
-    - Parallel (NEW): All categories at once = ~30 seconds
-    
-    Runs every 1 hour to keep database fresh with latest articles.
+    Background Job: Bulk enqueue all categories to the worker queue.
+
+    This job is the PRODUCER. It does NOT fetch news directly — it pushes all
+    22 category names into the Redis queue. The worker consumer then processes
+    them one by one with proper pacing.
+
+    BUG-003 fixed: removed zero-initialized tracking variables (total_fetched,
+    total_saved, etc.) and the ingestion_metrics.record_run() call that was
+    reporting 0-0-0 to monitoring on every single run. Metrics are now the
+    worker's responsibility (it is the one doing the actual work).
     """
     start_time = datetime.now()
-    
+
     logger.info("═" * 80)
-    logger.info("📰 [NEWS FETCHER] Starting PARALLEL news fetch...")
+    logger.info("💰 [NEWS FETCHER] Starting bulk category enqueue...")
     logger.info("🕐 Start Time: %s", start_time.strftime('%Y-%m-%d %H:%M:%S'))
-    logger.info("🚀 Mode: Concurrent (asyncio.gather)")
     logger.info("═" * 80)
-    
-    # Tracking for observability
-    total_fetched = 0
-    total_saved = 0
-    total_duplicates = 0
-    total_errors = 0
-    total_invalid = 0
-    total_irrelevant = 0
-    category_stats = {}
-    
-    # Parallel fetch all categories at once.
-    # We create ONE shared aggregator here so all 22 category tasks share
-    # the same provider state (quota counts, circuit states, etc.).
-    # Fix #3 (Phase 7): Use the permanent module-level singleton instead of
-    # creating a fresh instance here. This ensures that even manual triggers
-    # respect the live quota counts and circuit-breaker state from the
-    # adaptive jobs that may already be running.
-    shared_aggregator = _get_shared_aggregator()
-    
-    # Producer Pattern: Instead of executing the fetch here, we push categories to the Redis queue.
-    # The dedicated worker process will then consume them one by one.
+
+    # Ensure shared aggregator singleton exists (circuit breaker, quota state).
+    _get_shared_aggregator()
+
+    # Producer Pattern: push categories to Redis. Worker consumes one by one.
     upstash = get_upstash_cache()
-    
-    # Check queue length to prevent flooding
+
+    # Guard: check queue depth to prevent flooding
     queue_len = await upstash.llen("segmento:pending_news_queue")
     if queue_len > 50:
         logger.warning("🚨 [PRODUCER] Queue is flooded (%d items). Skipping bulk enqueue.", queue_len)
         return
 
     logger.info("⚡ Enqueueing %d categories to 'segmento:pending_news_queue'...", len(CATEGORIES))
-    
+
     for category in CATEGORIES:
         await upstash.lpush("segmento:pending_news_queue", category)
-    
-    logger.info("✅ Bulk enqueue completed. Outbound traffic is now managed by the worker.")
-    
-    # Job Report and Metrics logic is now handled in the Worker or globally via IngestionMetrics.
-    # The scheduler's role for this job is now pure enqueueing.
-    
-    # End-of-run report
-    end_time = datetime.now()
-    duration = (end_time - start_time).total_seconds()
-    
-    logger.info("")
-    logger.info("═" * 80)
-    logger.info("🎉 [NEWS FETCHER] RUN COMPLETED")
+
+    duration = (datetime.now() - start_time).total_seconds()
     logger.info("═" * 80)
-    logger.info("📊 SUMMARY STATISTICS:")
-    logger.info("   🔹 Total Fetched: %d articles", total_fetched)
-    logger.info("   🔹 Total Saved (New): %d articles", total_saved)
-    logger.info("   🔹 Total Duplicates Skipped: %d articles", total_duplicates)
-    logger.info("   🔹 Total Invalid Rejected: %d articles", total_invalid)
-    logger.info("   🔹 Total Irrelevant Rejected: %d articles", total_irrelevant)
-    logger.info("   🔹 Total Errors: %d categories", total_errors)
-    logger.info("   🔹 Categories Processed: %d/%d", len(CATEGORIES) - total_errors, len(CATEGORIES))
-    logger.info("   🔹 Deduplication Rate: %.1f%%", (total_duplicates / total_fetched * 100) if total_fetched > 0 else 0)
-    logger.info("")
-    logger.info("⏱️  PERFORMANCE:")
-    logger.info("   🔹 Start: %s", start_time.strftime('%H:%M:%S'))
-    logger.info("   🔹 End: %s", end_time.strftime('%H:%M:%S'))
-    logger.info("   🔹 Duration: %.2f seconds", duration)
-    logger.info("   🔹 Throughput: %.1f articles/second", total_fetched / duration if duration > 0 else 0)
+    logger.info("✅ [NEWS FETCHER] Bulk enqueue completed in %.2fs.", duration)
+    logger.info("   %d categories queued. Worker will process them with 8-18s pacing.", len(CATEGORIES))
     logger.info("═" * 80)
-    
-    # Record ingestion metrics for monitoring
-    from app.services.ingestion_metrics import get_ingestion_metrics
-    
-    ingestion_metrics = get_ingestion_metrics()
-    ingestion_metrics.record_run(
-        fetched=total_fetched,
-        saved=total_saved,
-        duplicates=total_duplicates,
-        errors=total_errors,
-        categories_processed=len(CATEGORIES) - total_errors
-    )
-    
-    # Update adaptive scheduler intervals
-    # (kept for backward compat — manual trigger may still call this)
-    adaptive = _get_adaptive()
-    if adaptive:
-        for cat, stats in category_stats.items():
-            if 'fetched' in stats:
-                adaptive.update_category_velocity(cat, stats['fetched'])
-        adaptive.print_summary()
 
 
 async def fetch_single_category_job(category: str):
@@ -206,42 +148,34 @@ async def fetch_single_category_job(category: str):
 async def update_adaptive_intervals_from_redis():
     """
     Background Job: Sync internal triggers with Redis-stored velocity data.
-    
+
     Why?
     The Worker process calculates new intervals and saves them to Redis.
     The Scheduler process (this one) needs to read those values and update
     its IntervalTriggers so the next "Push to Queue" happens at the right time.
+
+    WARN-001: The rescheduling logic body is currently a no-op (pass).
+    The job fires every 5 minutes and reads Redis velocity data but does NOT
+    yet call scheduler.reschedule_job() to update the actual APScheduler
+    IntervalTriggers. Adaptive intervals are therefore fixed at their boot-time
+    values. TODO: implement trigger rescheduling here in the next sprint.
     """
     adaptive = _get_adaptive()
     if not adaptive:
         return
 
-    logger.info("🔄 [SYNC] Synchronizing adaptive intervals from Redis...")
-    
+    logger.debug("🔄 [SYNC] Reading adaptive intervals from Redis (rescheduling not yet implemented)...")
+
     # Load fresh data from Redis
-    # Note: _load_velocity_data is sync in adaptive_scheduler.py
-    # We offload to thread to keep the loop moving.
     new_data = await asyncio.to_thread(adaptive._load_velocity_data)
     if not new_data:
         return
 
     adaptive.velocity_data = new_data
-    
-    for category in CATEGORIES:
-        new_interval = adaptive.get_interval(category)
-        job_id = f"fetch_{category}"
-        
-        job = scheduler.get_job(job_id)
-        if job:
-            # Check if current trigger interval matches the new one from Redis
-            # We use minutes=... for IntervalTrigger
-            try:
-                # IntervalTrigger maintains 'minutes' in its settings or through trigger.interval_length
-                # For safety and responsiveness, if Redis says a number different from our current
-                # local interval, we reschedule.
-                pass 
-            except Exception:
-                pass
+
+    # TODO (WARN-001): Call scheduler.reschedule_job(job_id, trigger=IntervalTrigger(minutes=new_interval))
+    # for each category when its velocity-based interval differs from the current trigger.
+    # Until this is implemented, all 22 category jobs run at their boot-time intervals.
 
 
 async def fetch_daily_research():
@@ -763,16 +697,21 @@ async def background_image_enricher_job():
                 try:
                     # Robust doc attributes extraction
                     doc_copy = dict(doc) if isinstance(doc, dict) else {k: getattr(doc, k) for k in dir(doc) if not k.startswith('_')}
-                    
+
                     # Ensure ID mapping fits Article model
                     doc_id = _safe_get(doc, '$id')
                     if doc_id:
                         doc_copy['id'] = doc_id
-                        
+
                     art = Article(**doc_copy)
                     articles_to_enrich.append(art)
                 except Exception as e:
-                    pass
+                    # WARN-006 fixed: was a silent `pass`. Now logs at debug level so
+                    # failed Article() construction is visible without flooding INFO logs.
+                    logger.debug(
+                        "[ENRICHER] Could not parse doc '%s' into Article: %s",
+                        _safe_get(doc, '$id', 'unknown'), e
+                    )
                     
             if not articles_to_enrich:
                 continue

app/services/upstash_cache.py

@@ -89,51 +89,42 @@ class UpstashCache:
             }
         }
     
-    # Dedicated executor to avoid Python 3.14 asyncio shutdown crashes
-    executor = __import__('concurrent.futures').futures.ThreadPoolExecutor(max_workers=10)
-    
+
     async def _execute_command(self, command: list) -> Optional[Any]:
         """
-        Execute Redis command via REST API
-        
+        Execute Redis command via REST API.
+
+        WARN-002 fixed: was using blocking requests.post() inside
+        loop.run_in_executor(), which consumed one of 10 ThreadPoolExecutor
+        slots per Redis call. Under load (22 categories × multiple Redis calls
+        each) all 10 threads could be saturated, stalling the event loop.
+
+        Now uses httpx.AsyncClient directly — a true async HTTP request with
+        zero thread overhead, correct for an asyncio-native codebase.
+
         Args:
             command: Redis command as list, e.g. ["GET", "key"]
-            
+
         Returns:
             Command result or None on error
         """
         if not self.enabled:
             return None
-        
+
         try:
-            import asyncio
-            import requests
-            
-            def _sync_request():
-                response = requests.post(
-                    self.rest_url,
-                    json=command,
-                    headers={
-                        "Authorization": f"Bearer {self.rest_token}",
-                        "Content-Type": "application/json"
-                    },
-                    timeout=5.0
-                )
-                return response
-            
-            loop = asyncio.get_running_loop()
-            response = await loop.run_in_executor(self.executor, _sync_request)
-            
+            async with httpx.AsyncClient(**self._get_client_kwargs()) as client:
+                response = await client.post(self.rest_url, json=command)
+
             if response.status_code == 200:
                 result = response.json()
                 return result.get("result")
             else:
-                logger.warning(f"⚠️  Upstash error: {response.status_code} - {response.text}")
+                logger.warning("⚠️  Upstash error: %s - %s", response.status_code, response.text)
                 self.stats['errors'] += 1
                 return None
-                
+
         except Exception as e:
-            logger.error(f"❌ Upstash request failed: {e}")
+            logger.error("❌ Upstash request failed: %s", e)
             self.stats['errors'] += 1
             return None
     

app/services/worker_manager.py

@@ -11,7 +11,6 @@ import gc
 from datetime import datetime
 
 from app.services.upstash_cache import get_upstash_cache
-from app.services.news_aggregator import NewsAggregator
 from app.services.news_processor import process_category
 from app.utils.custom_logger import get_logger
 from app.config import CATEGORIES
@@ -21,13 +20,26 @@ logger = get_logger(__name__)
 class WorkerManager:
     def __init__(self):
         self.running = False
-        self.aggregator = NewsAggregator()
+        # NOTE: Do NOT create a new NewsAggregator here.
+        # We must use the process-wide singleton from scheduler.py so that
+        # circuit breaker failure counts accumulate correctly across tasks.
+        # A fresh NewsAggregator() resets all in-memory state and defeats
+        # the circuit breaker pattern entirely.
+        self._aggregator = None
         self.upstash = get_upstash_cache()
         self.pending_queue = "segmento:pending_news_queue"
         self.processing_queue = "segmento:processing_news_queue"
         self.dlq = "segmento:dead_letter_queue"
         self.visibility_map = "segmento:worker_visibility_tracker"
         self.visibility_timeout = 600  # 10 minutes
+
+    @property
+    def aggregator(self):
+        """Lazy-load the shared aggregator singleton from scheduler."""
+        if self._aggregator is None:
+            from app.services.scheduler import _get_shared_aggregator
+            self._aggregator = _get_shared_aggregator()
+        return self._aggregator
         
     async def start(self):
         """Main consumer loop"""
@@ -81,29 +93,15 @@ class WorkerManager:
                     else:
                         logger.warning("⚠️ [WORKER] Task cleaned from queue after failure: %s", category.upper())
 
-                # 5. Mandatory spacing + Adaptive Backoff
-                # We check if many providers are currently "Open" (tripped)
-                # If they are, we sleep longer to allow them to recover.
-                backoff_multiplier = 1.0
-                try:
-                    from app.services.circuit_breaker import ProviderCircuitBreaker
-                    # Simple heuristic: if any major provider is open, slow down.
-                    open_breakers = 0
-                    for provider in ["google", "serper", "bing"]:
-                        breaker = ProviderCircuitBreaker(provider)
-                        state = await breaker.get_state()
-                        if state == "open":
-                            open_breakers += 1
-                    
-                    if open_breakers > 0:
-                        backoff_multiplier = 1.5 + (0.5 * open_breakers)
-                        logger.warning("🐌 [WORKER] %d circuit breakers are OPEN. Applying backoff multiplier: %.1f", open_breakers, backoff_multiplier)
-                except Exception:
-                    pass
-
-                # Normal spacing: ~60s average. With backoff: can go up to 3-5 mins.
-                base_wait = random.uniform(30, 90)
-                wait_time = base_wait * backoff_multiplier
+                # 5. Mandatory inter-task spacing (HF-safe pacing)
+                # Production logs show zero 429s from any free provider (Google RSS,
+                # Medium, HackerNews all return 200). Inshorts fails with connection
+                # reset (geo-block), not rate limit. No banning risk detected.
+                #
+                # Previous 30-90s was causing a 40+ minute full cycle time.
+                # 8-18s provides enough jitter to avoid burst patterns while
+                # keeping a full 22-category cycle under ~7 minutes.
+                wait_time = random.uniform(8, 18)
                 logger.info("💤 [WORKER] Pacing: sleeping for %.1fs...", wait_time)
                 await asyncio.sleep(wait_time)
                 

graphify-out/.graphify_labels.json

@@ -0,0 +1,109 @@
+{
+  "0": "Community 0",
+  "1": "Community 1",
+  "2": "Community 2",
+  "3": "Community 3",
+  "4": "Community 4",
+  "5": "Community 5",
+  "6": "Community 6",
+  "7": "Community 7",
+  "8": "Community 8",
+  "9": "Community 9",
+  "10": "Community 10",
+  "11": "Community 11",
+  "12": "Community 12",
+  "13": "Community 13",
+  "14": "Community 14",
+  "15": "Community 15",
+  "16": "Community 16",
+  "17": "Community 17",
+  "18": "Community 18",
+  "19": "Community 19",
+  "20": "Community 20",
+  "21": "Community 21",
+  "22": "Community 22",
+  "23": "Community 23",
+  "24": "Community 24",
+  "25": "Community 25",
+  "26": "Community 26",
+  "27": "Community 27",
+  "28": "Community 28",
+  "29": "Community 29",
+  "30": "Community 30",
+  "31": "Community 31",
+  "32": "Community 32",
+  "33": "Community 33",
+  "34": "Community 34",
+  "35": "Community 35",
+  "36": "Community 36",
+  "37": "Community 37",
+  "38": "Community 38",
+  "39": "Community 39",
+  "40": "Community 40",
+  "41": "Community 41",
+  "42": "Community 42",
+  "43": "Community 43",
+  "44": "Community 44",
+  "45": "Community 45",
+  "46": "Community 46",
+  "47": "Community 47",
+  "48": "Community 48",
+  "49": "Community 49",
+  "50": "Community 50",
+  "51": "Community 51",
+  "52": "Community 52",
+  "53": "Community 53",
+  "54": "Community 54",
+  "55": "Community 55",
+  "56": "Community 56",
+  "57": "Community 57",
+  "58": "Community 58",
+  "59": "Community 59",
+  "60": "Community 60",
+  "61": "Community 61",
+  "62": "Community 62",
+  "63": "Community 63",
+  "64": "Community 64",
+  "65": "Community 65",
+  "66": "Community 66",
+  "67": "Community 67",
+  "68": "Community 68",
+  "69": "Community 69",
+  "70": "Community 70",
+  "71": "Community 71",
+  "72": "Community 72",
+  "73": "Community 73",
+  "74": "Community 74",
+  "75": "Community 75",
+  "76": "Community 76",
+  "77": "Community 77",
+  "78": "Community 78",
+  "79": "Community 79",
+  "80": "Community 80",
+  "81": "Community 81",
+  "82": "Community 82",
+  "83": "Community 83",
+  "84": "Community 84",
+  "85": "Community 85",
+  "86": "Community 86",
+  "87": "Community 87",
+  "88": "Community 88",
+  "89": "Community 89",
+  "90": "Community 90",
+  "91": "Community 91",
+  "92": "Community 92",
+  "93": "Community 93",
+  "94": "Community 94",
+  "95": "Community 95",
+  "96": "Community 96",
+  "97": "Community 97",
+  "98": "Community 98",
+  "99": "Community 99",
+  "100": "Community 100",
+  "101": "Community 101",
+  "102": "Community 102",
+  "103": "Community 103",
+  "104": "Community 104",
+  "105": "Community 105",
+  "106": "Community 106"
+}

graphify-out/.graphify_root

@@ -0,0 +1 @@
+C:\Users\Dell\Desktop\Segmento-app-website-dev\SegmentoPulse-Backend\SegmentoPulse\backend

graphify-out/GRAPH_REPORT.md

@@ -0,0 +1,482 @@
+# Graph Report - SegmentoPulse-Backend\SegmentoPulse\backend  (2026-05-22)
+
+## Corpus Check
+- 80 files · ~69,637 words
+- Verdict: corpus is large enough that graph structure adds value.
+
+## Summary
+- 1104 nodes · 1535 edges · 107 communities (96 shown, 11 thin omitted)
+- Extraction: 81% EXTRACTED · 19% INFERRED · 0% AMBIGUOUS · INFERRED: 294 edges (avg confidence: 0.73)
+- Token cost: 0 input · 0 output
+
+## Graph Freshness
+- Built from commit: `e3691a11`
+- Run `git rev-parse HEAD` and compare to check if the graph is stale.
+- Run `graphify update .` after code changes (no API cost).
+
+## Community Hubs (Navigation)
+- [[_COMMUNITY_Community 0|Community 0]]
+- [[_COMMUNITY_Community 1|Community 1]]
+- [[_COMMUNITY_Community 2|Community 2]]
+- [[_COMMUNITY_Community 3|Community 3]]
+- [[_COMMUNITY_Community 4|Community 4]]
+- [[_COMMUNITY_Community 5|Community 5]]
+- [[_COMMUNITY_Community 6|Community 6]]
+- [[_COMMUNITY_Community 7|Community 7]]
+- [[_COMMUNITY_Community 8|Community 8]]
+- [[_COMMUNITY_Community 9|Community 9]]
+- [[_COMMUNITY_Community 10|Community 10]]
+- [[_COMMUNITY_Community 11|Community 11]]
+- [[_COMMUNITY_Community 12|Community 12]]
+- [[_COMMUNITY_Community 13|Community 13]]
+- [[_COMMUNITY_Community 14|Community 14]]
+- [[_COMMUNITY_Community 15|Community 15]]
+- [[_COMMUNITY_Community 16|Community 16]]
+- [[_COMMUNITY_Community 17|Community 17]]
+- [[_COMMUNITY_Community 18|Community 18]]
+- [[_COMMUNITY_Community 19|Community 19]]
+- [[_COMMUNITY_Community 20|Community 20]]
+- [[_COMMUNITY_Community 21|Community 21]]
+- [[_COMMUNITY_Community 22|Community 22]]
+- [[_COMMUNITY_Community 23|Community 23]]
+- [[_COMMUNITY_Community 24|Community 24]]
+- [[_COMMUNITY_Community 25|Community 25]]
+- [[_COMMUNITY_Community 26|Community 26]]
+- [[_COMMUNITY_Community 27|Community 27]]
+- [[_COMMUNITY_Community 28|Community 28]]
+- [[_COMMUNITY_Community 29|Community 29]]
+- [[_COMMUNITY_Community 30|Community 30]]
+- [[_COMMUNITY_Community 31|Community 31]]
+- [[_COMMUNITY_Community 32|Community 32]]
+- [[_COMMUNITY_Community 33|Community 33]]
+- [[_COMMUNITY_Community 34|Community 34]]
+- [[_COMMUNITY_Community 35|Community 35]]
+- [[_COMMUNITY_Community 36|Community 36]]
+- [[_COMMUNITY_Community 37|Community 37]]
+- [[_COMMUNITY_Community 38|Community 38]]
+- [[_COMMUNITY_Community 39|Community 39]]
+- [[_COMMUNITY_Community 40|Community 40]]
+- [[_COMMUNITY_Community 41|Community 41]]
+- [[_COMMUNITY_Community 42|Community 42]]
+- [[_COMMUNITY_Community 43|Community 43]]
+- [[_COMMUNITY_Community 44|Community 44]]
+- [[_COMMUNITY_Community 45|Community 45]]
+- [[_COMMUNITY_Community 46|Community 46]]
+- [[_COMMUNITY_Community 47|Community 47]]
+- [[_COMMUNITY_Community 48|Community 48]]
+- [[_COMMUNITY_Community 49|Community 49]]
+- [[_COMMUNITY_Community 50|Community 50]]
+- [[_COMMUNITY_Community 51|Community 51]]
+- [[_COMMUNITY_Community 52|Community 52]]
+- [[_COMMUNITY_Community 53|Community 53]]
+- [[_COMMUNITY_Community 54|Community 54]]
+- [[_COMMUNITY_Community 55|Community 55]]
+- [[_COMMUNITY_Community 56|Community 56]]
+- [[_COMMUNITY_Community 57|Community 57]]
+- [[_COMMUNITY_Community 58|Community 58]]
+- [[_COMMUNITY_Community 59|Community 59]]
+- [[_COMMUNITY_Community 60|Community 60]]
+- [[_COMMUNITY_Community 61|Community 61]]
+- [[_COMMUNITY_Community 62|Community 62]]
+- [[_COMMUNITY_Community 63|Community 63]]
+- [[_COMMUNITY_Community 64|Community 64]]
+- [[_COMMUNITY_Community 65|Community 65]]
+- [[_COMMUNITY_Community 66|Community 66]]
+- [[_COMMUNITY_Community 67|Community 67]]
+- [[_COMMUNITY_Community 68|Community 68]]
+- [[_COMMUNITY_Community 69|Community 69]]
+- [[_COMMUNITY_Community 70|Community 70]]
+- [[_COMMUNITY_Community 71|Community 71]]
+- [[_COMMUNITY_Community 72|Community 72]]
+- [[_COMMUNITY_Community 73|Community 73]]
+- [[_COMMUNITY_Community 74|Community 74]]
+- [[_COMMUNITY_Community 75|Community 75]]
+- [[_COMMUNITY_Community 76|Community 76]]
+- [[_COMMUNITY_Community 77|Community 77]]
+- [[_COMMUNITY_Community 78|Community 78]]
+- [[_COMMUNITY_Community 79|Community 79]]
+- [[_COMMUNITY_Community 80|Community 80]]
+- [[_COMMUNITY_Community 81|Community 81]]
+- [[_COMMUNITY_Community 82|Community 82]]
+- [[_COMMUNITY_Community 83|Community 83]]
+- [[_COMMUNITY_Community 86|Community 86]]
+- [[_COMMUNITY_Community 87|Community 87]]
+- [[_COMMUNITY_Community 89|Community 89]]
+- [[_COMMUNITY_Community 90|Community 90]]
+- [[_COMMUNITY_Community 92|Community 92]]
+- [[_COMMUNITY_Community 104|Community 104]]
+- [[_COMMUNITY_Community 105|Community 105]]
+- [[_COMMUNITY_Community 106|Community 106]]
+
+## God Nodes (most connected - your core abstractions)
+1. `Article` - 44 edges
+2. `get_appwrite_db()` - 33 edges
+3. `NewsAggregator` - 29 edges
+4. `RSSParser` - 27 edges
+5. `AppwriteDatabase` - 26 edges
+6. `_safe_get()` - 25 edges
+7. `get_upstash_cache()` - 22 edges
+8. `UpstashCache` - 19 edges
+9. `NewsProvider` - 18 edges
+10. `ProviderCircuitBreaker` - 17 edges
+
+## Surprising Connections (you probably didn't know these)
+- `lifespan()` --calls--> `start_scheduler()`  [INFERRED]
+  app/main.py → app/services/scheduler.py
+- `lifespan()` --calls--> `run_worker()`  [INFERRED]
+  app/main.py → app/services/worker_manager.py
+- `root()` --calls--> `get_appwrite_db()`  [INFERRED]
+  app/main.py → app/services/appwrite_db.py
+- `TablesDBWrapper` --uses--> `Article`  [INFERRED]
+  app/services/appwrite_db.py → app/models.py
+- `AppwriteDatabase` --uses--> `Article`  [INFERRED]
+  app/services/appwrite_db.py → app/models.py
+
+## Communities (107 total, 11 thin omitted)
+
+### Community 0 - "Community 0"
+Cohesion: 0.06
+Nodes (34): Fetch articles from all OpenRSS feeds — but only if 60 minutes have         pas, Fetch technology articles from TheNewsAPI.com.          Args:             cat, _counter_key(), get_provider_counter(), get_provider_timestamp(), increment_provider_counter(), app/services/utils/provider_state.py ──────────────────────────────────────────, Save a provider's last-fetch timestamp to Redis.      Always call this BEFORE (+26 more)
+
+### Community 1 - "Community 1"
+Cohesion: 0.07
+Nodes (30): Manually trigger the cleanup job (Phase 3)          Deletes articles older tha, trigger_cleanup_job(), Transforms ArXiv result into our Appwrite Schema., Saves to Appwrite if not exists., Fetches research papers from ArXiv and stores them in Appwrite., Main entry point: Fetches papers for all mapped categories., ResearchAggregator, run() (+22 more)
+
+### Community 2 - "Community 2"
+Cohesion: 0.07
+Nodes (20): CacheService, Cache Service using Redis Provides caching layer to reduce external API calls w, Set cached articles with TTL, Unified Cache Service     Delegates to Upstash (if enabled) or Local Redis (if, Connect to Redis (if using local redis), Get cached articles by key, OptimizedRetrieval, Optimized Retrieval Service - UI Performance Enhancement ====================== (+12 more)
+
+### Community 3 - "Community 3"
+Cohesion: 0.07
+Nodes (31): fetch_and_validate_category(), Fetch and validate articles for a single category.      Args:         categor, _build_category_regex(), calculate_quality_score(), generate_slug(), is_relevant_to_category(), is_valid_article(), Data Validation and Sanitization Layer FAANG-Level Quality Control for News Art (+23 more)
+
+### Community 4 - "Community 4"
+Cohesion: 0.08
+Nodes (17): Get value from cache                  Args:             key: Cache key, Set value in cache with TTL                  Args:             key: Cache key, Delete key from cache                  Args:             key: Cache key to de, Push an item to the left of a Redis list (Producer action)                  Ar, REST-based Redis caching service for Upstash          Features:     - HTTP RE, Remove and return the rightmost item of a Redis list (Consumer action), Get the length of the queue to prevent flooding, Atomically move a task from pending to processing (Reliable Queue pattern) (+9 more)
+
+### Community 5 - "Community 5"
+Cohesion: 0.07
+Nodes (17): FirebaseService, get_firebase_service(), Increment view count for an article, Get view count for an article, Firebase Realtime Database service for analytics (optional), Add or Update subscriber in database         Now supports merging 'subscription, Get subscriber by email, Get subscriber by unsubscribe token (+9 more)
+
+### Community 6 - "Community 6"
+Cohesion: 0.1
+Nodes (17): AdaptiveScheduler, get_adaptive_scheduler(), Adaptive Scheduler for Dynamic Category Fetching  Automatically adjusts fetch, Update velocity tracking and calculate new interval                  Args:, # NOTE: We no longer call _save_velocity_data() here., Save velocity data to Redis using a non-blocking async HTTP call.          Why, Get current interval for a category, Get velocity statistics for all categories (+9 more)
+
+### Community 7 - "Community 7"
+Cohesion: 0.08
+Nodes (23): cache_health_check(), clear_cache(), get_cache_stats(), get_ingestion_alerts(), get_ingestion_stats(), get_quota_stats(), _get_recommendations(), Cache Monitoring and Metrics API =================================  Provides (+15 more)
+
+### Community 8 - "Community 8"
+Cohesion: 0.1
+Nodes (11): get_professional_logger(), IngestionStats, ProfessionalLogger, Professional Logging Module for Segmento Pulse Provides structured logging with, Log scheduler activity, Print comprehensive statistics summary, Get a professional logger instance, Track ingestion pipeline statistics (+3 more)
+
+### Community 9 - "Community 9"
+Cohesion: 0.12
+Nodes (22): dislike_article(), EngagementRequest, get_article_stats(), get_popular_cloud_articles(), get_trending_articles(), like_article(), Engagement API Endpoints Handles article likes, views tracking, and trending ar, Increment like count for an article. (+14 more)
+
+### Community 10 - "Community 10"
+Cohesion: 0.12
+Nodes (12): Article, GNewsProvider, NewsAPIProvider, NewsDataProvider, Fetch news from GNews API.          Why no 'from'/'to' date filter here?, Parse GNews API response, Fetch news from NewsAPI.          Phase 20 upgrade: The query string is now bu, Parse NewsAPI response (+4 more)
+
+### Community 11 - "Community 11"
+Cohesion: 0.11
+Nodes (12): URL Deduplication Service using Scalable Bloom Filter =========================, Create a new scalable bloom filter, Check if URL is new and add it to the filter                  Args:, Persist Scalable Bloom Filter to disk using pickle, Get deduplication statistics, Print deduplication statistics, Reset the filter (use with caution), Estimate current memory usage                  Note: ScalableBloomFilter memor (+4 more)
+
+### Community 12 - "Community 12"
+Cohesion: 0.11
+Nodes (12): ABC, Enum, NewsProvider, ProviderStatus, Check if this provider is ready to accept a fetch request.          Returns Fa, Task 4: Implement exponential backoff for 429 (Too Many Requests).         Inst, Call this when the API returns a 429 (Too Many Requests).         The status ch, Reset this provider's call counter back to zero.         Called once per day (m (+4 more)
+
+### Community 13 - "Community 13"
+Cohesion: 0.1
+Nodes (13): NewsProvider, OpenRSSProvider, providers/openrss/client.py ───────────────────────────────────────────────────, Fetches RSS feeds from dev.to, Hashnode, and GitHub Blog via OpenRSS.org., Fetch one OpenRSS feed URL and parse its XML into Article objects.          Ar, Parse raw XML from an OpenRSS feed into Article objects.          Uses feedpar, get_quota_tracker(), Get or create global quota tracker instance (+5 more)
+
+### Community 14 - "Community 14"
+Cohesion: 0.13
+Nodes (19): bloom_filter_health_check(), cleanup_old_articles(), clear_cache(), get_database_stats(), get_scheduler_status(), get_subscriber_analytics(), preview_newsletter_content(), Clear all cached news data          Useful for testing or forcing a fresh data (+11 more)
+
+### Community 15 - "Community 15"
+Cohesion: 0.13
+Nodes (10): BrevoEmailService, Brevo (Sendinblue) Email Service Handles email subscriptions, newsletters, and, Generate unique token for unsubscribe links, Generate unsubscribe URL with optional preference, Send welcome email to new subscriber, Email service using Brevo API, Send newsletter to subscribers with QUOTA-AWARE sending                  Args:, Get Brevo account information including email credits                  Returns (+2 more)
+
+### Community 16 - "Community 16"
+Cohesion: 0.15
+Nodes (10): Extract XML tag content, Remove HTML tags and decode entities, Parse Google News RSS feed with advanced XML parsing, Parse cloud provider RSS feed, Extract image URL from feed entry, Parse date string to datetime, Extract image from multiple XML sources with fallbacks, RSS feed parser for news sources (+2 more)
+
+### Community 17 - "Community 17"
+Cohesion: 0.16
+Nodes (16): alert_high_failure_rate(), alert_quota_exhausted(), alert_zero_articles(), Admin Alerting Service Sends real-time alerts via webhooks (Discord/Slack) for, Alert: Warning - Brevo API quota exhausted, Alert: Error - High email failure rate, Send alert to admin via webhook (Discord/Slack)          This converts passive, Alert: Critical - No articles available for newsletter (+8 more)
+
+### Community 18 - "Community 18"
+Cohesion: 0.14
+Nodes (11): estimate_tokens(), Text Chunking Service - Replacing LlamaIndex SentenceSplitter  This provides s, Get overlap text from previous chunk                  Args:             chunk, Split text and attach metadata to each chunk                  Args:, Intelligent text chunker that splits on sentence boundaries          Replaces, Rough estimate of token count          Args:         text: Input text, Initialize SentenceSplitter                  Args:             chunk_size: Ma, Split text into semantic chunks                  Args:             text: Text (+3 more)
+
+### Community 19 - "Community 19"
+Cohesion: 0.16
+Nodes (15): get_subscription_status(), Subscription API Routes Handles newsletter subscriptions and unsubscribe functi, Unsubscribe user via email link     Supports Granular Unsubscribe (e.g., 'Morni, Unsubscribe via email address (for forms/dashboard)     Supports Granular Unsub, Send newsletter to all subscribers (LEGACY ENDPOINT - Use scheduled newsletters, Get subscription status by email     Required for Dashboard to sync with Appwri, Subscribe a user to the newsletter          - Adds subscriber to Appwrite (Sol, send_newsletter() (+7 more)
+
+### Community 20 - "Community 20"
+Cohesion: 0.12
+Nodes (15): comma_separated_to_list(), detect_html(), extract_domain(), list_to_comma_separated(), normalize_url(), Utility Functions for Segmento Pulse Provides common helpers for text processin, Intelligently strip HTML only if HTML tags are detected.          This optimiz, Extract domain from URL.          Args:         url: Full URL (+7 more)
+
+### Community 21 - "Community 21"
+Cohesion: 0.15
+Nodes (8): APIQuotaTracker, API Quota Tracking Service Monitors API usage and prevents hitting rate limits, Get current quota usage statistics, Track API usage and enforce rate limits, Check if we can still call this paid provider today.          Reads the curren, Record that we just used one API credit for this provider.          Writes to, Check if approaching rate limits, Check if an API call can be made without exceeding quotas
+
+### Community 22 - "Community 22"
+Cohesion: 0.17
+Nodes (9): ProviderCircuitBreaker, Build the Redis key for a provider's circuit state., On server boot, check Redis for any circuit states that were open         befor, Delete 'circuit:{provider}:state' from Redis.         Called whenever a circuit, Record successful request          Args:             provider: Provider name, Circuit breaker for news API providers      Prevents repeatedly calling provid, Reset circuit breaker          Args:             provider: Provider to reset, Delete all circuit state keys from Redis. Called by reset(). (+1 more)
+
+### Community 23 - "Community 23"
+Cohesion: 0.14
+Nodes (9): create_document_from_rss_entry(), Document, Custom Document Class - Replacing LlamaIndex Document  This provides the same, Helper function to create Document from RSS feed entry          Args:, Custom Document class that standardizes data structure          Replaces Llama, Initialize a Document                  Args:             text: The document c, Generate unique document ID from URL or content hash                  Returns:, Convert Document to dictionary for serialization                  Returns: (+1 more)
+
+### Community 24 - "Community 24"
+Cohesion: 0.17
+Nodes (8): HackerNewsProvider, providers/hackernews/client.py ────────────────────────────────────────────────, Step 1: Ask Hacker News for the IDs of its top stories.          Returns a lis, Step 2 (single unit): Fetch the details for one Hacker News story.          Ar, Convert raw Hacker News JSON items into Segmento Pulse Article objects., For every article that has an empty image_url, visit its URL and         try to, Fetches top stories from the Hacker News API.      No API key needed. No rate, Fetch the top stories from Hacker News.          Args:             category (
+
+### Community 25 - "Community 25"
+Cohesion: 0.14
+Nodes (8): AppwriteDatabase, Appwrite Database service for persistent article storage (L2 cache), Initialize Appwrite client and database connection, Generate a unique hash for an article URL                  **INTEGRATION UPDAT, Generic list_rows wrapper for any table, Generic delete_row wrapper for any table, Generic update_row wrapper for any table, Update article with audio URL and optional text summary
+
+### Community 26 - "Community 26"
+Cohesion: 0.16
+Nodes (11): ErrorResponse, Response model for search endpoints, Request model for view count increment, SearchResponse, ViewCountRequest, BaseModel, AudioGenerationRequest, Search news articles by keyword (Direct Aggregation) (+3 more)
+
+### Community 27 - "Community 27"
+Cohesion: 0.18
+Nodes (8): providers/wikinews/client.py ──────────────────────────────────────────────────, Fetches technology news from Wikinews using the MediaWiki search API.      Fre, Fetch tech articles from Wikinews's Computing and Internet categories., Run one MediaWiki search query for articles in a given Wikinews category., # NOTE: MediaWiki does NOT expose canonicalurl through srprop directly., Convert MediaWiki search result items into Segmento Pulse Article objects., For every article that has an empty image_url, visit its Wikinews         curid, WikinewsProvider
+
+### Community 28 - "Community 28"
+Cohesion: 0.15
+Nodes (6): AudioService, Synchronous wrapper for Groq API, Generate a concise audio-friendly summary using Groq (Threaded), Helper to run edge-tts in a separate process for stability, Generate audio file from text using Edge TTS (Subprocess), Upload audio file to Appwrite Storage and return view URL
+
+### Community 29 - "Community 29"
+Cohesion: 0.15
+Nodes (7): NewsAggregator, Fetch news from ALL available sources for a category.          Strategy (Phase, Service for aggregating news from multiple sources with automatic failover, Fetch news specifically from a named provider (bypassing priority/failover), Fetch RSS from cloud providers, Search news articles using hybrid approach         Currently uses Google News R, Get usage statistics for monitoring
+
+### Community 30 - "Community 30"
+Cohesion: 0.17
+Nodes (10): format_datetime(), generate_id(), Sanitize filename for safe storage, Format datetime to ISO string, Truncate text to max length, Remove HTML tags from text if present.          Args:         text: Input tex, Generate unique ID from text, sanitize_filename() (+2 more)
+
+### Community 31 - "Community 31"
+Cohesion: 0.17
+Nodes (6): Create a new subscriber in Appwrite (Dual-Write)         Uses Boolean Flags sch, Get subscriber by email, Update subscriber preferences, Update specific subscription preference (Granular Unsubscribe), Update global subscription status (Global Unsubscribe), Update lastSentAt timestamp for a subscriber
+
+### Community 32 - "Community 32"
+Cohesion: 0.17
+Nodes (7): Get all subscribers (Source of Truth)         Used by admin analytics., Get database statistics                  Returns:             Dictionary with, Robust attribute/key getter for Appwrite SDK responses.     Handles:     1. Pl, Delete articles older than specified days                  Args:, Get subscriber by unsubscribe token, Get all subscribers filtered by newsletter preference         Directly from App, _safe_get()
+
+### Community 33 - "Community 33"
+Cohesion: 0.17
+Nodes (8): process_category(), News Processor Service Handles the heavy lifting of fetching, validating, and sa, Core logic: Fetch -> Validate -> Save -> Update Adaptive Interval, fetch_single_category_job(), Per-category background job (Phase 6).      This is what each of the 22 adapti, get_upstash_cache(), Upstash Redis Cache Service (REST API) ======================================, Get or create global Upstash cache instance          Returns:         Upstash
+
+### Community 34 - "Community 34"
+Cohesion: 0.17
+Nodes (7): NewsProvider, OfficialCloudProvider, Abstract base class for news providers, Check if provider is available, Mark provider as rate limited, Official Cloud Provider RSS     Strictly maps categories to specific official b, Fetch news specifically for the requested category
+
+### Community 35 - "Community 35"
+Cohesion: 0.2
+Nodes (7): Stale-While-Revalidate Caching Pattern  Prevents the "Thundering Herd" problem, Refresh cache in background (doesn't block user request), Fetch fresh data and store in cache, Cache with stale-while-revalidate pattern          When cache expires:     -, Initialize cache manager                  Args:             redis_client: Opt, Get data with stale-while-revalidate pattern                  Args:, StaleWhileRevalidate
+
+### Community 36 - "Community 36"
+Cohesion: 0.18
+Nodes (4): Appwrite Database Service - Phase 2 Provides persistent storage for news articl, Future-Proofing Wrapper (Migration Phase)     Wraps legacy 'documents' API into, # NOTE: Cloud collection DOES accept 'published_at' (snake_case), TablesDBWrapper
+
+### Community 37 - "Community 37"
+Cohesion: 0.18
+Nodes (10): health_check(), lifespan(), Live Health Dashboard — Phase 23      What this shows:         Instead of a h, Enhanced health check endpoint with scheduler status     Used by external monit, Application lifespan manager          Handles startup and shutdown events for, root(), Load saved circuit states from Redis on server startup.      This function is, startup_circuit_breaker() (+2 more)
+
+### Community 38 - "Community 38"
+Cohesion: 0.22
+Nodes (6): DirectRSSProvider, providers/direct_rss/client.py ────────────────────────────────────────────────, Fetch articles from all premium tech RSS feeds concurrently.          Args:, Fetch one RSS feed URL and parse it into Article objects.          Args:, Parse raw XML text from a feed into a list of Article objects.          Uses f, Fetches articles directly from the RSS feeds of premium tech publications.
+
+### Community 39 - "Community 39"
+Cohesion: 0.22
+Nodes (6): InshortsProvider, providers/inshorts/client.py ──────────────────────────────────────────────────, Fetch technology articles from the Inshorts community API.          Args:, Solve the split date/time problem.          Inshorts gives us date and time as, Convert raw Inshorts JSON items into Segmento Pulse Article objects., Fetches 60-word technology summaries from the Inshorts community API.      Fre
+
+### Community 40 - "Community 40"
+Cohesion: 0.22
+Nodes (6): providers/sauravkanchan/client.py ─────────────────────────────────────────────, Fetch tech headlines from the India and US static JSON files.          Both fi, Download one regional JSON file and parse its articles.          Args:, Convert raw NewsAPI-format JSON items into Segmento Pulse Article objects., Reads top tech headlines from two static JSON files on GitHub Pages.      Cove, SauravKanchanProvider
+
+### Community 41 - "Community 41"
+Cohesion: 0.2
+Nodes (4): BrowserManager, Initialize the global browser instance, Gracefully close the global browser instance, Fetch dynamic content using a fresh context from the shared browser.         Co
+
+### Community 42 - "Community 42"
+Cohesion: 0.2
+Nodes (9): Emergency Circuit Breaker Reset      Run this endpoint right after any redeplo, reset_circuit_breakers(), CircuitState, get_circuit_breaker(), Provider Circuit Breaker ========================  Prevents wasting time/band, # NOTE: We deliberately do NOT try to load Redis state here., Circuit breaker states, Get or create global circuit breaker instance.      This is a lazy singleton — (+1 more)
+
+### Community 43 - "Community 43"
+Cohesion: 0.22
+Nodes (8): API Endpoints, code:bash (# Fetch AI news), code:bash (pip install -r requirements.txt), Configuration, Features, Local Development, SegmentoPulse Backend API, Usage
+
+### Community 44 - "Community 44"
+Cohesion: 0.25
+Nodes (8): NewsResponse, Response model for news endpoints, get_news_by_category(), get_provider_stats(), get_rss_feed(), Get RSS feed from cloud providers          Providers: aws, gcp, azure, ibm, or, Get statistics about news provider usage and health          Returns informati, Get news articles by category with cursor pagination and stale-while-revalidate
+
+### Community 45 - "Community 45"
+Cohesion: 0.31
+Nodes (5): Worker Manager Service Consumer process that pulls categories from Redis and exe, The Reaper: Scans the processing queue for tasks that timed out.         If a wo, Main entry point for the worker process, run_worker(), WorkerManager
+
+### Community 46 - "Community 46"
+Cohesion: 0.31
+Nodes (5): MediumRSSProvider, Medium RSS Provider     Fetches latest 10 articles per tag. Handles CDATA image, Fetch and parse Medium RSS feed, Extracts the first valid image URL from Medium's HTML content.         Medium u, Removes HTML tags for a clean description
+
+### Community 47 - "Community 47"
+Cohesion: 0.39
+Nodes (7): AudioResponse, _find_article(), generate_audio_summary(), get_audio_status(), Generate audio summary for an article by URL, Helper to find an article across multiple collections.     Returns (article, co, Check if audio/text summary exists for an article.
+
+### Community 48 - "Community 48"
+Cohesion: 0.25
+Nodes (7): get_bloom_filter_stats(), Reset Scalable Bloom Filter - Integration Sync Mechanism          **USE CASE**, Get Scalable Bloom Filter statistics - Observability Endpoint          Shows:, reset_bloom_filter(), Save articles to Appwrite database with TRUE parallel writes, get_url_filter(), Get or create global URL filter instance          Returns:         URLFilter:
+
+### Community 49 - "Community 49"
+Cohesion: 0.25
+Nodes (8): get_cache_stats(), populate_database(), Populate Appwrite database by fetching fresh articles for all categories, The actual cache-warming work — runs in the background so the HTTP     request, Get cache statistics          Returns information about:         - Which cate, _warm_cache_background(), _get_shared_aggregator(), Return (creating if needed) the one shared NewsAggregator instance.
+
+### Community 50 - "Community 50"
+Cohesion: 0.25
+Nodes (7): generate_article_id(), generate_article_id_uuid(), Article ID Generation Utilities ================================  Generates A, Generate Appwrite-compatible ID from URL          **INTEGRATION FIX #2**: Matc, Generate Appwrite-compatible UUID from URL          Alternative method using U, Validate that document ID meets Appwrite requirements          Appwrite docume, validate_appwrite_id()
+
+### Community 51 - "Community 51"
+Cohesion: 0.25
+Nodes (7): apply_engagement_boost(), apply_time_decay(), filter_by_recency(), Ranking Utilities - Time Decay & Relevance ====================================, Filter out articles older than max_hours.          Args:         results: Lis, Apply time decay ranking to search results.          Formula: Final Score = (1, Boost articles with high engagement (likes, views).          Formula: Engageme
+
+### Community 52 - "Community 52"
+Cohesion: 0.29
+Nodes (5): AlignedColorFormatter, get_logger(), backend/app/utils/custom_logger.py ────────────────────────────────────────────, Get a logger that flows into the root logger configured in main.py.      How t, Custom log formatter that produces perfectly aligned, ANSI-colored output.
+
+### Community 53 - "Community 53"
+Cohesion: 0.29
+Nodes (6): business-intelligence, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 54 - "Community 54"
+Cohesion: 0.33
+Nodes (6): Response model for view count, ViewCountResponse, get_view_count(), increment_view_count(), Increment view count for an article, Get view count for an article
+
+### Community 55 - "Community 55"
+Cohesion: 0.33
+Nodes (6): extract_top_image(), _fetch_and_extract(), app/services/utils/image_enricher.py ──────────────────────────────────────────, Internal helper: download the HTML and pull out the og:image tag.      Separat, # NOTE: We pass only the first 10,000 characters to avoid processing huge, Visit an article URL and extract its main (top) image.      Looks for the imag
+
+### Community 56 - "Community 56"
+Cohesion: 0.33
+Nodes (6): ai, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 57 - "Community 57"
+Cohesion: 0.33
+Nodes (6): business-analytics, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 58 - "Community 58"
+Cohesion: 0.33
+Nodes (6): cloud-alibaba, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 59 - "Community 59"
+Cohesion: 0.33
+Nodes (6): cloud-aws, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 60 - "Community 60"
+Cohesion: 0.33
+Nodes (6): cloud-azure, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 61 - "Community 61"
+Cohesion: 0.33
+Nodes (6): cloud-cloudflare, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 62 - "Community 62"
+Cohesion: 0.33
+Nodes (6): cloud-computing, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 63 - "Community 63"
+Cohesion: 0.33
+Nodes (6): cloud-digitalocean, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 64 - "Community 64"
+Cohesion: 0.33
+Nodes (6): cloud-gcp, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 65 - "Community 65"
+Cohesion: 0.33
+Nodes (6): cloud-huawei, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 66 - "Community 66"
+Cohesion: 0.33
+Nodes (6): cloud-ibm, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 67 - "Community 67"
+Cohesion: 0.33
+Nodes (6): cloud-oracle, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 68 - "Community 68"
+Cohesion: 0.33
+Nodes (6): customer-data-platform, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 69 - "Community 69"
+Cohesion: 0.33
+Nodes (6): data-centers, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 70 - "Community 70"
+Cohesion: 0.33
+Nodes (6): data-engineering, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 71 - "Community 71"
+Cohesion: 0.33
+Nodes (6): data-governance, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 72 - "Community 72"
+Cohesion: 0.33
+Nodes (6): data-laws, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 73 - "Community 73"
+Cohesion: 0.33
+Nodes (6): data-management, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 74 - "Community 74"
+Cohesion: 0.33
+Nodes (6): data-privacy, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 75 - "Community 75"
+Cohesion: 0.33
+Nodes (6): data-security, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 76 - "Community 76"
+Cohesion: 0.33
+Nodes (6): magazines, history, interval, last_fetch, total_articles, total_fetches
+
+### Community 77 - "Community 77"
+Cohesion: 0.33
+Nodes (3): Phase 4: Strict Routing Algorithm (Vertical Architecture), Get articles by category with pagination and projection (FAANG-Level), Get articles with custom query filters (for cursor pagination)
+
+### Community 78 - "Community 78"
+Cohesion: 0.33
+Nodes (3): Write 'circuit:{provider}:state = open' to Redis with a 1-hour TTL.         Cal, Check if provider should be skipped          Args:             provider: Prov, Record failed request          Args:             provider: Provider name
+
+### Community 79 - "Community 79"
+Cohesion: 0.4
+Nodes (3): GoogleNewsRSSProvider, Google News RSS provider (no API key needed), Fetch news from Google News RSS
+
+### Community 81 - "Community 81"
+Cohesion: 0.5
+Nodes (4): Manually trigger newsletter for specific preference group          Useful for, send_newsletter_now(), Manually trigger newsletter, trigger_newsletter_now()
+
+## Knowledge Gaps
+- **545 isolated node(s):** `Parse comma-separated string into list (for HF Spaces secrets)`, `Application lifespan manager          Handles startup and shutdown events for`, `Live Health Dashboard — Phase 23      What this shows:         Instead of a h`, `Enhanced health check endpoint with scheduler status     Used by external monit`, `Parse datetime from various formats including RFC 2822 (RSS feeds)` (+540 more)
+  These have ≤1 connection - possible missing edges or undocumented components.
+- **11 thin communities (<3 nodes) omitted from report** — run `graphify query` to explore isolated nodes.
+
+## Suggested Questions
+_Questions this graph is uniquely positioned to answer:_
+
+- **Why does `Article` connect `Community 10` to `Community 0`, `Community 1`, `Community 2`, `Community 3`, `Community 12`, `Community 13`, `Community 16`, `Community 24`, `Community 25`, `Community 26`, `Community 27`, `Community 29`, `Community 34`, `Community 36`, `Community 38`, `Community 39`, `Community 40`, `Community 46`, `Community 79`?**
+  _High betweenness centrality (0.188) - this node is a cross-community bridge._
+- **Why does `get_appwrite_db()` connect `Community 9` to `Community 33`, `Community 2`, `Community 1`, `Community 36`, `Community 37`, `Community 14`, `Community 47`, `Community 49`, `Community 17`, `Community 19`, `Community 25`, `Community 28`?**
+  _High betweenness centrality (0.107) - this node is a cross-community bridge._
+- **Why does `process_category()` connect `Community 33` to `Community 2`, `Community 3`, `Community 6`, `Community 9`, `Community 45`?**
+  _High betweenness centrality (0.080) - this node is a cross-community bridge._
+- **Are the 56 inferred relationships involving `str` (e.g. with `list_to_comma_separated()` and `get_database_stats()`) actually correct?**
+  _`str` has 56 INFERRED edges - model-reasoned connections that need verification._
+- **Are the 42 inferred relationships involving `Article` (e.g. with `TablesDBWrapper` and `AppwriteDatabase`) actually correct?**
+  _`Article` has 42 INFERRED edges - model-reasoned connections that need verification._
+- **Are the 29 inferred relationships involving `get_appwrite_db()` (e.g. with `root()` and `get_database_stats()`) actually correct?**
+  _`get_appwrite_db()` has 29 INFERRED edges - model-reasoned connections that need verification._
+- **Are the 21 inferred relationships involving `NewsAggregator` (e.g. with `Article` and `RSSParser`) actually correct?**
+  _`NewsAggregator` has 21 INFERRED edges - model-reasoned connections that need verification._

graphify-out/cache/ast/038c6e84e3d98a1411264a9b3f615b31c9b9eace061618b402a280767b16dd81.json

@@ -0,0 +1 @@
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