Recent Changes — v2 Architecture Migration

v2 Mimari Degisiklikler

Brain Agent (Otonom Karar Motoru)

• app/agents/brain.py — Her 2 saatte Claude API ile karar verir
• content_opportunities havuzundan en uygun firsati secer
• Creative parametreler: model_id, visual_style, hook_type, carousel_style
• Dry-run mode: BRAIN_DRY_RUN=true (uretim yapilmaz, loglanir)
• main.py'de dogrudan import edilir (agents/__init__.py'den degil)

Feed System (10 RSS Feed)

• app/sources/feed_aggregator.py — RSS → enrich → score → pool
• app/sources/feed_config.py — 10 feed (IoT Now, RAKwireless, Hackaday, LoRa Alliance, Embedded Computing, TechCrunch AI, MIT Tech Review, CleanTechnica, Renewable Energy World, AgFunder)
• Opportunity lifecycle: discovered → enriched → scored → ready → producing → used/expired

v2 Engine Layer

• app/engine/scheduler.py — V2Scheduler (feed 30m, brain 120m, expiry 6h)
• app/engine/state.py — SystemState (production tracking, pause state)
• app/engine/event_bus.py — EventBus (async pub/sub)

7 Production Pipelines

• app/production/ — post, reels, carousel, voice_reels, long_video, news_reels, conversational
• Brain Agent PIPELINE_MAP ile dinamik tetikleme
• BasePipeline temel sinif

Kling via fal.ai

• fal.ai queue API (fal-ai/kling-video/v3/pro/text-to-video)
• Auth: FAL_API_KEY (shared with nano-banana and lip-sync)
• app/kling_helper.py — KlingHelper sinifi (same class, fal.ai backend)
• Model: kling-v3 (Kling 3.0 Pro), 5/10/15s, native audio

Nano Banana (HTML Template Yerine)

• 11 HTML template → fal-ai/nano-banana-pro (via fal.ai) ile infographic uretimi
• app/nano_banana_helper.py — generate_infographic, generate_carousel_slides
• %94 text rendering dogrulugu
• renderer.py hala carousel slide rendering icin mevcut (template dosyalari olmadan)

Veo 3.1 Kaldirildi

• app/veo_helper.py — Google Veo video uretimi kaldirildi
• google-generativeai SDK bagimliligi kaldirildi
• GEMINI_API_KEY env var artik gerekli degil
• Kalan video modelleri: sora-2, sora-2-pro, kling-3.0-pro (3 model)

Silinen Dosyalar

• app/veo_helper.py — Google Veo video uretimi (kaldirildi)
• app/fal_helper.py — Kling fal.ai'ye geri dondu, eski fal_helper gereksiz
• app/gemini_helper.py — Nano banana ile degistirildi
• templates/*.html — 11 HTML template silindi
• 5 olü video model (minimax, wan, hailuo, kling-2, kling_2)

Yeni Telegram Komutlari

• /pool — Icerik firsati havuzu durumu
• /brain — Brain Agent son kararlari
• /feeds — Feed aggregator durumu
• /pause — Sistemi duraklat
• /resume — Sistemi devam ettir
• /force — Belirli bir firsati hemen uret

Yeni Veritabani Tablolari

• content_opportunities — v2 icerik firsatlari havuzu (11. tablo)
• story_boosts — Story promosyon takibi (12. tablo)

Onemli Dosyalar

Dosya	Aciklama
app/main.py	v2 entry point
app/agents/brain.py	Brain Agent
app/engine/scheduler.py	V2Scheduler
app/sources/feed_aggregator.py	Feed pipeline
app/kling_helper.py	Kling via fal.ai
app/nano_banana_helper.py	fal.ai nano-banana-pro infographic
app/video_models.py	3 video model config
app/video_styles.py	10 gorsel stil

Deep Links

• ARCHITECTURE.md — Sistem mimarisi
• API_INTEGRATIONS.md — API detaylari
• TROUBLESHOOTING.md — Sorun giderme