Oracle Gece Arastirma v3 - 2026-07-23

Curado por Mahsum Aktaş · Escaneo diario automatizado del sector de IA

Oracle Gece Arastirma v3 - 2026-07-23

Otomatik derleme | v3 pipeline | 7.320 raw item | 6.657 merged item | 4.844 yeni unique | 4.485 raporlanabilir item | 110 benzersiz kaynak | 5/5 kaynak ailesi

Gunun Ozeti

Bugunun ana ekseni "agent uretime giriyor, ama guvenlik ve gozlemlenebilirlik arkadan yetismeye calisiyor": monday.com Bedrock uzerinde production AI teammates anlatirken, Docker ve Anthropic agent guardrail/containment katmanini daha deterministik sinirlarla tarif ediyor. Kaynak: https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/ ve https://www.docker.com/blog/agentic-ai-security-ciso-panel/ ve https://www.infoq.com/news/2026/07/anthropic-claude-containment/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=AI%2C+ML+%26+Data+Engineering

Ikinci eksen AI-for-science'in kurumsal fonlama kanalina donusmesi: OpenAI DOE/national labs hattini, Google DeepMind ve Microsoft ise Genesis Mission desteklerini one cikardi. Kaynak: https://openai.com/index/advancing-the-next-era-of-national-science ve https://deepmind.google/blog/accelerating-the-frontiers-of-scientific-discovery-googles-40m-commitment-to-the-genesis-mission/ ve https://news.google.com/rss/articles/CBMivgFBVV95cUxONnZIM1pqOWV6bU5IMXRHUkpIak95bUFEUjAtUy1jYmdVUGYyZklDMVI3RUg0WmtYMEVIN2JKODh6bXI5cU5NZmJuYW4zckg5N3p2M1laUXJtWENlNzdDZXd5bVh0MDFadFJhaVpnRVJQam13UDVfYTJWX2pYaUN0c2duWk5PSy1BWFFTSVl3TnRGY0hZZE9wS2FMeGlERi01cWZKM0p0UXVCVnB6UG9VRWgzWFk4UDNBd0VzbDF3?oc=5

Ucuncu eksen is modeli baskisi: Amazon AGI biriminde kesinti, monday.com'da 20% isgucu azaltimi, OpenAI Presence ve Project Camellia ile enterprise/infra genislemesi ayni akista. Kaynak: https://www.cnbc.com/2026/07/22/amazon-lays-off-some-employees-in-its-agi-unit.html ve https://techcrunch.com/2026/07/22/monday-com-lays-off-hundreds-to-focuses-on-ai/ ve https://openai.com/index/introducing-openai-presence ve https://openai.com/index/building-ai-infrastructure-with-the-effingham-county-community

TRENDS

• Spike listesinde Flux, Hugging Face, Inflection AI, Llama 4 ve Midjourney var; ama bugunku yeni agirlik daha cok agent safety, AI-for-science ve enterprise deployment tarafina kaydi. Kaynak: pipeline trend metadata ve https://arxiv.org/abs/2607.18366
• Yukselis listesinde AI Agents, AI Regulation, AI Safety, Amazon ve Anthropic gorunuyor; Amazon kesintisi ve Anthropic containment pratikleri bu yukselisin iki farkli yuzu. Kaynak: https://www.cnbc.com/2026/07/22/amazon-lays-off-some-employees-in-its-agi-unit.html ve https://www.infoq.com/news/2026/07/anthropic-claude-containment/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=AI%2C+ML+%26+Data+Engineering
• Azalis listesinde Mixtral ve Perplexity var; bugunku acik model sinyali daha cok Microsoft Mage-Flow, PyTorch Foundation projeleri ve yerel RAG/agent tool'lari uzerinden geldi. Kaynak: https://huggingface.co/microsoft/Mage-Flow ve https://pytorch.org/blog/driving-the-future-of-open-source-ai-an-update-from-pytorch-foundation-projects/ ve https://arxiv.org/abs/2607.18756

Top 7

1. monday.com, production olcekte AI teammates calistirma deneyimini Bedrock uzerinden anlatti; bu, agent'larin demo degil operasyonel ekip arkadasi olarak konumlandigini gosteriyor. Kaynak: https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/
2. OpenAI Presence, voice/chat agent platformu olarak enterprise customer/internal workflow segmentine giriyor. Kaynak: https://openai.com/index/introducing-openai-presence
3. Amazon AGI biriminde isten cikarmalar, buyuk lab'larda "her AI yatirimi buyumuyor; odak ve maliyet disiplini geri geldi" sinyali. Kaynak: https://www.cnbc.com/2026/07/22/amazon-lays-off-some-employees-in-its-agi-unit.html
4. Genesis Mission, OpenAI/Google/Microsoft ve DOE cevresinde AI-for-science fonlama yarisina donustu. Kaynak: https://openai.com/index/advancing-the-next-era-of-national-science ve https://deepmind.google/blog/accelerating-the-frontiers-of-scientific-discovery-googles-40m-commitment-to-the-genesis-mission/
5. CISA, aktif istismar edilen Langflow RCE acigi icin acil patch emri verdi; AI workflow araci artik klasik uygulama guvenligi disiplinine tabi. Kaynak: https://www.bleepingcomputer.com/news/security/cisa-orders-feds-to-patch-actively-exploited-langflow-rce-flaw/
6. Mage-Flow, 4B olcekli native-resolution image generation/editing stack'i ve MIT lisansli HF modeliyle gorsel uretimde verimlilik temasini guclendirdi. Kaynak: https://arxiv.org/abs/2607.19064 ve https://huggingface.co/microsoft/Mage-Flow
7. AgentDebugX, Binding Drift ve Operational Hallucination paper'lari agent failure observability alaninin yeni benchmark/tool ihtiyacini netlestirdi. Kaynak: https://arxiv.org/abs/2607.18754 ve https://arxiv.org/abs/2607.18316 ve https://arxiv.org/abs/2607.18366

KAT-1: LLM & Model Guncellemeleri

• OpenAI Presence, kurumsal voice/chat agent deployment icin hazir platform anlatimi getiriyor; model lansmanindan cok agent operasyon platformu. Kaynak: https://openai.com/index/introducing-openai-presence
• Mage-Flow, native-resolution image generation/editing icin 4B olcekli daha kompakt stack oneriyor. Kaynak: https://arxiv.org/abs/2607.19064
• MUX, chain-of-thought'u metin tokenlari yerine multiplexed continuous reasoning tokenlariyla maliyet/latency azaltma hattina tasiyor. Kaynak: https://arxiv.org/abs/2607.18264

KAT-2: Arastirma & Paper'lar

• Prompt Design at Scale, format, instruction sayisi ve context uzunlugunun hallucination/instruction adherence uzerindeki etkisini kontrollu olcmeye calisiyor. Kaynak: https://arxiv.org/abs/2607.19257
• GAMUT, uzun cevaplarda factual completeness'i iki seviyeli meta-rubric ile degerlendiren benchmark olarak one cikiyor. Kaynak: https://arxiv.org/abs/2607.19322
• Structured Output Collapses Answer Diversity, "JSON only" gibi format kurallarinin cevap cesitliligini daralttigini 44 model uzerinden inceliyor. Kaynak: https://arxiv.org/abs/2607.18476

KAT-3: Araclar & Framework'ler

• AgentDebugX, agent failure trace'lerinde hata nerede gorundu / nerede dogdu ayrimini kurmaya calisan acik kaynak debugging toolkit'i. Kaynak: https://arxiv.org/abs/2607.18754
• GitHub Copilot usage metrics impact dashboard, AI coding araclarinda benimseme/etki olcumunu org seviyesine tasiyor. Kaynak: https://github.blog/changelog/2026-07-22-new-copilot-usage-metrics-impact-dashboard
• Docker, agentic AI icin "runtime advice" yerine runtime enforcement ve guardrail pratiklerini one cikardi. Kaynak: https://www.docker.com/blog/runtime-enforcement-not-runtime-advice/ ve https://www.docker.com/blog/agentic-ai-security-ciso-panel/

KAT-4: Acik Kaynak

• PyTorch Foundation projeleri icin acik kaynak AI yol haritasi guncellendi; ekosistem sadece framework degil, governance ve proje sagligi olarak da anlatiliyor. Kaynak: https://pytorch.org/blog/driving-the-future-of-open-source-ai-an-update-from-pytorch-foundation-projects/
• RAGAL, hassas kamu verisini disari cikarmadan calisan yerel/frugal RAG assistant yaklasimi sunuyor. Kaynak: https://arxiv.org/abs/2607.18756
• LikeC4, architecture-as-code diyagramlariyla GitHub trending'de gorundu; AI code review ve sistem anlama akislari icin faydali sinyal. Kaynak: https://github.com/likec4/likec4

KAT-5: Endustri & Sirketler

• monday.com 20% isgucu azaltip AI Work Platform'a odaklanacagini soyledi; "AI efficiency" artik dogrudan org tasarimina yansiyor. Kaynak: https://techcrunch.com/2026/07/22/monday-com-lays-off-hundreds-to-focuses-on-ai/
• Amazon AGI birimindeki kesinti, Nova/silicon/quantum hattinda kaynak onceliklendirmesinin sertlestigini gosteriyor. Kaynak: https://www.cnbc.com/2026/07/22/amazon-lays-off-some-employees-in-its-agi-unit.html
• Travis Kalanick'in robotics sirketi Atoms, a16z liderliginde 1.7B dolar yatirim aldi; embodied/industrial AI sermaye ilgisi yuksek. Kaynak: https://techcrunch.com/2026/07/22/travis-kalanicks-robotics-company-raises-1-7b-led-by-a16z/

KAT-6: AI Agent'lar

• AI Teammates/monday.com vakasi, production agent'larda workflow ownership, monitoring ve rol tasariminin model secimi kadar kritik oldugunu gosteriyor. Kaynak: https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/
• Binding Drift, tool-augmented agent'in bir entity'yi ilk adimda dogru cozumleyip sonraki adimlarda yanlis baglama kaymasini tanimliyor. Kaynak: https://arxiv.org/abs/2607.18316
• Operational Hallucination and Safety Drift, planner olarak kullanilan LLM'lerde multi-turn execution sirasinda dinamik guvenilirlik riski oldugunu savunuyor. Kaynak: https://arxiv.org/abs/2607.18366

KAT-7: Multimodal

• Fusion Embedding, text/image/video/audio icin tek embedding uzayi hedefliyor; multimodal RAG ve cross-modal search icin dogrudan kullanisli. Kaynak: https://arxiv.org/abs/2607.18666
• OmniReasoner, uzun audio-video reasoning icin native tool use kullaniyor; sparse cross-modal kanit problemine odaklaniyor. Kaynak: https://arxiv.org/abs/2607.19339
• PathAgentBench, whole-slide pathology image uzerinde evidence-seeking VLM degerlendirmesi yapiyor. Kaynak: https://arxiv.org/abs/2607.19261

KAT-8: Robotik & Embodied AI

• RoboInter1.5, embodied world modeling ve manipulation icin ara temsil suite'i oneriyor. Kaynak: https://arxiv.org/abs/2607.18709
• WorldScape Policy 2.0, reasoning-augmented memory ile steerable world action modeling'i robot manipulasyonuna tasiyor. Kaynak: https://arxiv.org/abs/2607.18840
• Agentic Real2Sim, real-to-sim donusumunu vision-language agent'larla fizik temelli world modeling'e bagliyor. Kaynak: https://arxiv.org/abs/2607.19190

KAT-9: Edge & Cihaz

• Google'in Galaxy Unpacked guncellemeleri, camera/context tabanli Android AI deneyimlerini gozluk ve telefon arayuzlerine gomuyor. Kaynak: https://blog.google/products-and-platforms/platforms/android/galaxy-unpacked-2026/
• MAX modellerinin Apple silicon GPU'larda calisabilmesi, local inference icin gelistirici deneyimi sinyali veriyor. Kaynak: https://forum.modular.com/t/max-models-can-now-run-on-apple-silicon-gpus/3283
• LG'nin smart TV residential proxy uygulamalarini yasaklama hamlesi, edge cihazlarin "AI/data economy" icin gizli altyapiya donusme riskini gosteriyor. Kaynak: https://krebsonsecurity.com/2026/07/lg-to-ban-residential-proxies-from-smart-tv-apps/

INFRA

• Project Camellia, OpenAI'nin AI infrastructure anlatimini yerel istihdam, enerji ve community investment ile paketliyor. Kaynak: https://openai.com/index/building-ai-infrastructure-with-the-effingham-county-community
• Notion'un vector search deneyimi, 10x scale ve 1/10 maliyet iddiasiyla production retrieval mimarisinde optimizasyon sinyali. Kaynak: https://www.notion.com/blog/two-years-of-vector-search-at-notion
• InfraTrust, altyapi zafiyetlerini admin patch onceligi icin knowledge base olarak paketliyor. Kaynak: https://www.bleepingcomputer.com/news/security/new-infratrust-report-reveals-infrastructure-flaws-admins-should-patch-first/

SECURITY

• Langflow RCE acigi aktif istismar edildigi icin CISA acil aksiyon istedi; AI workflow builder'lar icin patch SLA'i kritik. Kaynak: https://www.bleepingcomputer.com/news/security/cisa-orders-feds-to-patch-actively-exploited-langflow-rce-flaw/
• Adobe Acrobat Chrome extension acigi, WhatsApp Web'de render edilen ozel mesajlara site tarafindan erisim riskini gosterdi. Kaynak: https://www.bleepingcomputer.com/news/security/adobe-chrome-extension-flaw-let-sites-access-private-whatsapp-chats/
• FakeGit operasyonu, 7.600 GitHub repo uzerinden SmartLoader/StealC dagitimi ile developer supply chain riskini buyuttu. Kaynak: https://www.bleepingcomputer.com/news/security/fakegit-campaign-uses-7-600-github-repos-to-push-smartloader-malware/

SAFETY

• SciHazard, bilimsel bilgi kullanan LLM'lerde hazardous guidance riskini decomposed harm scoring ile olcmeye calisiyor. Kaynak: https://arxiv.org/abs/2607.18665
• Anthropic containment yazisi, agent safety icin filesystem, network ve exec sinirlarinin deterministik olmasi gerektigini vurguluyor. Kaynak: https://www.infoq.com/news/2026/07/anthropic-claude-containment/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=AI%2C+ML+%26+Data+Engineering
• Fence, closed-source LLM app'leri icin specialized SLM guardrails fikrini oneriyor. Kaynak: https://arxiv.org/abs/2607.18268

REGULATION

• Georgia appeals court, AI-generated sahte legal citation riskine karsi uyardi; hukukta AI kullanimi icin dogrulama zorunlulugu sertlesiyor. Kaynak: https://news.google.com/rss/articles/CBMi2AFBVV95cUxQNVp0SjVKb1ItNzYtcXpPbGpxMFp2NGt6LUFlRDFXZHJrSGdoQlUyNkp2OTZROEREZmZNRTJrUElFdUlNWHQwTFAzZnNwTVZ2Smg3YlY2NUFwbWdFckEtbG1nZ0FFeWxFeWZJalZ1d1dNTTFmSS11Ym8xYzd3Y1FsdFR1VWdEUU1RTjJfTEplcEh4NWpKOEt4RGN4WVlJS21tY1FSTXhNUlpJZVhBbVlNZXZKWnEzemhERUNsRXBBemFqaVVKRXItVVpNb3BtR2lKTGFIbk1Ua0M?oc=5
• Louisiana'da yeni AI yasalari 1 Agustos'ta yururluge giriyor; ozellikle AI-generated images etrafinda cezai kapsam genisliyor. Kaynak: http://www.bing.com/news/apiclick.aspx?ref=FexRss&aid=&tid=6a6136a554db4d94b9124fe2255cea01&url=https%3a%2f%2fthehayride.com%2f2026%2f07%2fnew-louisiana-artificial-intelligence-laws-take-effect-aug-1%2f&c=18137293128147096191&mkt=tr-tr
• HHS/OSTP ve kamu kurumlari AI-for-science programlarini kurumlar arasi politika aracina ceviriyor. Kaynak: https://news.google.com/rss/articles/CBMisgFBVV95cUxPOFJlYVR0VnYwSFA4NmhmWTNQelFCSDlCNUx6Mk5aZTlkUmc5LWlTdzZZeWtkTUtibGZCbWh1amlKeFhYTGFDTHlhNEtqRi1Pb1NJaWJfMU15ckRRdjc0U2JnQzFoVldJeThUd0V6ZGhMMmZIUGxTUkN1R25DdHpBd1pWVnQ5dHVzeGxqU3dXbkRkbjJwYTVkdGhBYm0tSXF0Q3ZSdmhZa1lTUkx4MkJMVGdn?oc=5

AI-SCIENCE

• OpenAI, DOE ve national labs ile frontier AI'i bilimsel kesif hizlandirma hattina yerlestiriyor. Kaynak: https://openai.com/index/advancing-the-next-era-of-national-science
• Google DeepMind, Genesis Mission icin 40M dolar AI token/kredi taahhudu verdi. Kaynak: https://deepmind.google/blog/accelerating-the-frontiers-of-scientific-discovery-googles-40m-commitment-to-the-genesis-mission/
• USDA, crop innovation icin AI cozumleri gelistirecek partner cagrisi yapti. Kaynak: https://news.google.com/rss/articles/CBMiyAFBVV95cUxPa3JaVXVXZjA5R3BNa3ZnVnl1cUNHS3h6RlFiMlNibWdaSTZrQ3B2bGdRa0FQTU95d1Z5TGo5MEpsdnNtaFB0M1FKb3gtQ2lsUHR2dVFaLWVYT1VYY1kybHRpZndEWGYweGtZZjFjLVcyTHh3YjlCSjlKMGhuXzVydy1WcGtNdjJrTzVyT21yOUR5blpoOXJwdC16bXVzQ3VjTElrS1NoM1d2RzJSbVgxWnBCV1FQYk5udGVMQjMtay1qSXRiS0xQdA?oc=5

WATCHLIST

• Agent observability: AgentDebugX, CodeRescue ve Binding Drift ayni trendi soyluyor; failure attribution pipeline'lara girmeli. Kaynak: https://arxiv.org/abs/2607.18754 ve https://arxiv.org/abs/2607.19338 ve https://arxiv.org/abs/2607.18316
• Scientific misuse eval: SciHazard, AI-for-science fonlamasi buyurken safety benchmark ihtiyacini kritik hale getiriyor. Kaynak: https://arxiv.org/abs/2607.18665
• Developer supply chain: FakeGit ve Langflow RCE, AI gelistirici ekosisteminin klasik malware/patch riskleriyle ayni anda buyudugunu gosteriyor. Kaynak: https://www.bleepingcomputer.com/news/security/fakegit-campaign-uses-7-600-github-repos-to-push-smartloader-malware/ ve https://www.bleepingcomputer.com/news/security/cisa-orders-feds-to-patch-actively-exploited-langflow-rce-flaw/

CikCik Paketi

• Harrison Chase cephesinde internal cloud coding agents ve OSS agent altyapisi tartismasi gorundu; enterprise engineering org'lari kendi agent bulutlarini kuruyor. Kaynak: https://news.google.com/rss/articles/CBMiX0FVX3lxTE53aEYyQmEtWkg5Qjd2ZVZldW0zcHRBMXMxUXRVV3dJLWJtc3lQbkFpT3dxaDVZSlo1M2dkbjhMUWRxUWJ6M1VQVXRIbU9ESXA5Yi1tT3gzZU1GRHdUODlv?oc=5
• Clem Delangue, kamu kurumlarinin kendi agirliklarini sahiplenmesini olumlu sinyal olarak isaretledi; public-sector model ownership temasi buyuyor. Kaynak: https://news.google.com/rss/articles/CBMiZ0FVX3lxTE5TbDMzU1N2cEpKX1VicmVCa2VjamhzbDhfWWgwOTBTdWFkc3MtVTRuQ01UckZiRnlFOXNJc1Z0R2t2azg5Qkswb3FPTEFlcmFDS1JPVXR5Ti0tdE9wZFpiOFQyamI2bjA?oc=5
• Hamel Husain, mobile terminal + VPN + tmux ile remote coding agent ergonomisini paylasti; "agent isletim sistemi" pratikleri mobil calismaya da kayiyor. Kaynak: https://news.google.com/rss/articles/CBMiYkFVX3lxTE9LdTJZYm15SGRUOGg2MVZoNGE0d1V1ZjNoaE1KcDcybGJvMEt6S1lJa0hwc255QW5pZXFwaEY2dnk3TGtlZ19PVHl0Tnp4VHY4N3VkS3BrV3ozcVFFY1VXdHJB?oc=5
• Andrew Ng ve sosyal akista business user/coding agent benimsemesi one cikti; no-code ile coding-agent cizgisi zayifliyor. Kaynak: https://news.google.com/rss/articles/CBMiYkFVX3lxTE5yb19sUDNJd1JNaGFIZ3RKT3VlTV9SZmVmcGNuMm1CdGc0Y0pBSlI4MTNjTDFlZFVGYUNibTlwSUJRYk1RVF9ueDVYbzJ0RFhVbGpudDZfNW53NGlUS2F2T0xn?oc=5
• Fei-Fei Li tarafindan World Labs/SceniX sinyali gorundu; spatial intelligence ve world-model ekosistemi watchlist'te kalmali. Kaynak: https://news.google.com/rss/articles/CBMiZ0FVX3lxTFBZNzg4S1NxRkd5TGk1b0x5dlNJVU4wSHItWTI4WHBDcnB6SW90U0ZRbU54LWZWczQ4dm9JWWxSVEJpYTlzSHQ5aGIyRGRCdWs2cVJVaGREVkJBWHpYZjBLZUxQVVlrQ3c?oc=5

Oracle Self-Improvement Sinyalleri

• Progressive disclosure ve long-context agent raporlarinda ayni ders var: context'i saklamak yetmez, state compression ve constraint preservation gerekir. Kaynak: https://arxiv.org/abs/2607.18265
• Verifiable Self-Evolution, skill gelistirme dongusunde future-feedback prediction ile validation sinyali uretme fikri veriyor; OpenClaw skill evolution icin takip edilmeli. Kaynak: https://arxiv.org/abs/2607.18973
• Supra Cognitive Modes, agent memory workload'larini lookup, relation-chain/current-state ve synthesis modlarina ayiriyor; Oracle memory routing icin dogrudan uygulanabilir. Kaynak: https://arxiv.org/abs/2607.19096

Kaynak Ozeti

• rss/news: 1.237 raw item, 254 unique; top kaynaklar DonanimHaber, Nikkei Asia, Technopat. Kaynak: pipeline coverage metadata
• search: 513 raw item, 377 unique; Google News aggregator agirligi yuksek, canonical URL cozumleme hala iyilestirme alani. Kaynak: pipeline coverage metadata
• community: 69 raw item, 91 unique; Lobsters, Reddit LocalLLaMA ve r/MachineLearning one cikti. Kaynak: pipeline coverage metadata
• social: 4.113 raw item, 2.995 unique; X fallback agirligi cok yuksek ve signal-only/low-confidence ayrimi korunmali. Kaynak: pipeline coverage metadata
• academic/api: 719 raw item, 768 unique; arXiv cs.LG, cs.CV ve cs.AI ana akademik kaynaklar. Kaynak: pipeline coverage metadata

Coverage / Blind Spots

• 5/5 kaynak ailesi kapandi: rss/news, search, community, social, academic/api. Kaynak: pipeline coverage metadata
• Eksik family yok, bos topic yok, ince topic yok; coverage teknik olarak temiz. Kaynak: pipeline coverage metadata
• Baskin kaynak riski social tarafinda: twitter_fallback kaynaklari 2.995 unique item uretti; raporda bunlar ana kanit degil, sinyal olarak kullanildi. Kaynak: pipeline coverage metadata
• Search tarafinda Google News aggregator linkleri baskin; bir sonraki run icin canonical URL resolve hala iyilestirme adayi. Kaynak: pipeline learning artifact

Bu Gece Sistem Ne Ogrendi

• Onceki artifact "Launches, Regulation, Models" yogunlugunu soyluyordu; bugun Launches 1.398, Models 1.255, Regulation 1.068 ile ayni ucgen devam etti. Kaynak: pipeline coverage metadata
• Yukselen varliklar Google, AI Agents, Anthropic, Claude, OpenAI ve RAG; bugun bu listeye pratik olarak agent observability ve AI-for-science fonlamasi eklendi. Kaynak: pipeline learning artifact ve https://arxiv.org/abs/2607.18754
• Tekrarlayan kor nokta yok; ama Google News canonical URL ve X fallback kalite filtresi halen operasyonel borc. Kaynak: pipeline learning artifact

Dedupe & Kalite Notu

Bu rapordaki ana maddeler onceki 3 gunun raporlarindaki tekrar basliklardan elendi. Merge: 5 dosya islendi, 7.320 giris -> 6.657 cikis, 663 tekrar atildi. Dedupe: 6.657 giris -> 4.844 yeni unique, 1.779 fingerprint tekrar, 34 semantik tekrar. Raporlanabilir item: 4.485; signal-only/blocked unique: 359.