Oracle Gece Arastirma v3 - 2026-07-30

Curated by Mahsum Aktaş · Automated daily AI industry scan

Oracle Gece Arastirma v3 - 2026-07-30

Otomatik derleme | v3 pipeline | 7.289 raw item | 2.846 unique item | 2.484 raporlanabilir item | 105 benzersiz kaynak | 5/5 kaynak ailesi

Gunun Ozeti

Bugunun ana ekseni model verimliligi, agent guvenligi ve AI altyapisinin fiziksel/finansal sinirlari oldu. OpenAI GPT-5.6 icin "frontier intelligence + frontier efficiency" anlatimini one cekerken, akademik arastirmacilara 100.000 ChatGPT erisimi acarak bilim hattini buyuttu. Kaynak: https://openai.com/index/gpt-5-6-frontier-intelligence-efficiency ve https://openai.com/index/chatgpt-for-academic-researchers

Guvenlikte yeni sinyal: autonomous agent olaylari artik tek bir platform ihlali degil, credential propagation, Copilot worming, jailbreak kolayligi ve coding-agent supply-chain riski olarak genisliyor. Kaynak: https://www.bleepingcomputer.com/news/security/openai-agent-used-exposed-credentials-at-4-services-in-hugging-face-breach/ ve https://www.theregister.com/security/2026/07/29/word-worm-crawls-into-copilot-spreads-chaos/5280588 ve https://www.wired.com/story/jailbreaking-ai-models-google-anthropic-openai-spacexai/

Altyapida Microsoft Azure'un yillik 100 milyar dolar gelir esigini gecmesi, chip selloff ve SK Hynix memory pricing baskisi ayni dersi veriyor: AI oyunu model kalitesinden cok compute, memory, enerji ve sermaye disiplinine baglaniyor. Kaynak: https://www.cnbc.com/2026/07/29/microsoft-msft-q4-earnings-report-2026.html ve https://www.cnbc.com/2026/07/29/chip-selloff-sk-hynix-samsung-softbank.html ve https://www.theregister.com/systems/2026/07/29/big-tech-demanding-deals-that-smooth-out-memory-prices-says-sk-hynix/5280182

Top 7

1. OpenAI GPT-5.6'yi daha yuksek zeka/verimlilik oraniyla konumlandirdi; fiyat-performans ve agentic workflow maliyeti bugunun ana model anlatimi oldu. Kaynak: https://openai.com/index/gpt-5-6-frontier-intelligence-efficiency
2. OpenAI, 100.000 akademik arastirmaciya ileri modellerle ChatGPT erisimi verecegini duyurdu; AI-for-science hattinda dagitim capi buyuyor. Kaynak: https://openai.com/index/chatgpt-for-academic-researchers
3. NVIDIA, NeMo Guardrails ile self-host edilebilen validated AI coding assistant rehberi yayinladi; regulated ve source-sensitive kurumlar icin on-prem agent modeli gucleniyor. Kaynak: https://developer.nvidia.com/blog/how-to-self-host-a-validated-ai-coding-assistant-with-nvidia-nemo-guardrails/
4. AWS AgentCore Identity, Private Key JWT akislariyla agent kimlik dogrulamayi sertlestiriyor; MCP/agent sistemlerinde auth artik mimari katman. Kaynak: https://aws.amazon.com/blogs/machine-learning/authenticate-with-private-key-jwt-using-amazon-bedrock-agentcore-identity/
5. OpenAI, Codex Security CLI'yi acik kaynak yayinladi; agentic coding guvenligi CLI seviyesine iniyor. Kaynak: https://the-decoder.com/openai-open-sources-codex-security-cli-to-help-developers-find-and-fix-vulnerabilities-from-the-command-line/
6. Wired'in jailbreak haberi, frontier modellerde policy bypass'in halen pratik ve dusuk esikli oldugunu gosterdi; guardrail kalitesi model kalitesi kadar kritik. Kaynak: https://www.wired.com/story/jailbreaking-ai-models-google-anthropic-openai-spacexai/
7. Cyera'nin Oasis Security'yi 1 milyar dolara alma anlasmasi, AI agent kimlik/erisimi etrafinda enterprise security konsolidasyonunu hizlandirdi. Kaynak: https://techcrunch.com/2026/07/28/cyera-agrees-to-acquire-oasis-security-for-1b-to-safeguard-proliferating-ai-agents/

TRENDS

• 7 gunluk pencerede AI Agents 908 toplam sinyalle yukseliste; bugunku kaynaklarda AgentCore, NeMo Guardrails, MinIO persistent memory ve onlarca agent benchmark'i bu trendi destekliyor. Kaynak: https://aws.amazon.com/blogs/machine-learning/generate-autonomous-business-insights-with-ai-agent-and-mcp-servers/ ve https://www.theregister.com/storage/2026/07/29/minio-pitches-persistent-memory-for-agents-with-work-to-finish/5280407
• AI Safety 109 toplam sinyalle yukseliste; jailbreak, credential propagation, value generalisation ve multi-agent uncertainty papers ayni risk ailesini isaret ediyor. Kaynak: https://www.wired.com/story/jailbreaking-ai-models-google-anthropic-openai-spacexai/ ve https://www.alignmentforum.org/posts/58zFSWp8Tmxij6ckK/value-generalisation-1-a-research-and-deployment-program
• Opus/Claude 4 anlatimi azalista gorunurken Anthropic kurumsal guvenlik ve bug-finding hattinda yukseliyor; model markasindan guvenlik kapasitesine kayis var. Kaynak: https://arstechnica.com/security/2026/07/anthropic-is-finding-bugs-faster-than-microsoft-can-fix-them/

KAT-1 - Meta, Piyasa ve Ekosistem

• Microsoft Azure'un yillik gelirinin 100 milyar dolari gecmesi, AI cloud talebinin artik "opsiyonel buyume" degil ana finansal motor oldugunu gosteriyor. Kaynak: https://www.cnbc.com/2026/07/29/microsoft-msft-q4-earnings-report-2026.html
• Chip hisselerinde 1 trilyon dolari asan selloff, AI boom'un piyasa beklentileri ile memory/chip gercegi arasinda sert repricing yasadigini gosterdi. Kaynak: https://www.cnbc.com/2026/07/29/chip-selloff-sk-hynix-samsung-softbank.html
• MIT Technology Review "Unsexy AI" temasiyla hype'in sessiz operasyonel AI kullanimlarina kaydigini isaretledi. Kaynak: https://www.technologyreview.com/2026/07/29/1140795/the-ai-hype-index-unsexy-ai/

KAT-2 - LLM ve Model Guncellemeleri

• GPT-5.6 duyurusu model kalitesini verimlilikle birlikte pazarladi; token ekonomisi ve agent runtime maliyeti yeni rekabet metriği. Kaynak: https://openai.com/index/gpt-5-6-frontier-intelligence-efficiency
• Together AI, Moonshot AI ile Kimi modellerini native serve etmek icin stratejik ortaklik duyurdu; Kimi hattinin batili inference pazarina girisi hizlaniyor. Kaynak: https://www.together.ai/blog/together-ai-announces-strategic-partnership-with-moonshot-ai-to-natively-serve-kimi-models
• Google DeepMind Lyria 3.5'i Flow Music icinde yayinladi; music generation tarafinda lyrics, vocals ve bolum bazli kontrol one cikiyor. Kaynak: https://deepmind.google/blog/were-launching-lyria-35-in-google-flow-music-with-advances-across-musicality-lyrics-vocals-and-creative-control/

KAT-3 - Araclar ve Framework'ler

• NVIDIA NeMo Guardrails rehberi, coding assistant'i regulated ortamda self-host etme ihtiyacini dogrudan hedefliyor. Kaynak: https://developer.nvidia.com/blog/how-to-self-host-a-validated-ai-coding-assistant-with-nvidia-nemo-guardrails/
• GitHub CodeQL 2.26.1, framework coverage ve analiz dogrulugunu gelistirdi; AI coding artarken statik analiz kalitesi daha stratejik hale geliyor. Kaynak: https://github.blog/changelog/2026-07-29-codeql-2-26-1-improves-analysis-accuracy-and-framework-coverage
• Simon Willison, Claude ve ChatGPT'ye custom MCP server ekleme notu yayinladi; MCP pratik entegrasyon ekosistemi genisliyor. Kaynak: https://simonwillison.net/2026/Jul/29/mcp-in-claude-and-chatgpt/#atom-everything

KAT-4 - Arastirma ve Paper'lar

• "Memory for Large Language Models" LLM memory tasarimini derliyor; agent sistemleri icin external/episodic/parametric memory ayrimi kritik hale geliyor. Kaynak: https://arxiv.org/abs/2607.25380
• Agent Retrieval Bench, coding agent'lar icin repository context retrieval kalitesini olcmeye odaklaniyor; "dogru dosya, dogru an" problemi ayri benchmark oluyor. Kaynak: https://arxiv.org/abs/2607.24882
• WorkSurface-Bench, enterprise agent'larin cok yuzeyli knowledge routing kabiliyetini olcuyor; chat penceresinden operasyonel workspace'e gecis basliyor. Kaynak: https://arxiv.org/abs/2607.25765
• CodeNib, repository context'i coding agent'lara cok gorunumlu veri sistemiyle servis etmeyi oneriyor; long-context yerine curated context kontrolu gucleniyor. Kaynak: https://arxiv.org/abs/2607.25431

KAT-5 - Reguelasyon ve Politika

• xAI, Minnesota'nin "nudification" app yasagina karsi dava acti; AI-generated sexual abuse duzenlemeleri ilk buyuk platform/eyalet catismalarindan birine donustu. Kaynak: https://www.theverge.com/policy/972850/xai-grok-minnesota-nudification-lawsuit
• Brookings, ABD icin yeni federal AI governance yasasi gerektigini savundu; eyalet bazli parcali duzenleme baskisi artiyor. Kaynak: https://news.google.com/rss/articles/CBMikwFBVV95cUxPdExaNTNwRTRMZGFIZDRZaEI0OFFQdEZNX0MxejJHWkNFcFg1TmFaMDBCZnBoMTRIemZKVzU0LW5VTmdibFY3ZGFkZmxKQ3RsVGlwOUNENGREb3hYLVNLUlFPYnNhZUFkS0tfTjZpZWVDY3gyT29zLURQTUdZZFFjS0RqX3V5LXhEV3RhMUxKX24xa00?oc=5
• Public-sector AI governance paper'i, genel amacli AI cagini mevcut kamu cercevelerinin tasiyamayabilecegini polislik ornegiyle anlatiyor. Kaynak: https://arxiv.org/abs/2607.25648

KAT-6 - Endustri ve Sirketler

• Encore AI, musteri gorusmelerinden sales playbook cikaran agent'lar icin 30 milyon dolar topladi; AI agents satis operasyonunda davranis modellemeye iniyor. Kaynak: https://techcrunch.com/2026/07/29/encore-ai-raises-30m-to-build-ai-agents-that-learn-from-customer-calls/
• Lilian Weng'in Thinking Machines'ten ayrilip OpenAI'ye donmesi, safety/research talent savasinin devam ettigini gosteriyor. Kaynak: https://techcrunch.com/2026/07/29/thinking-machines-co-founder-lilian-weng-left-the-company-citing-health-reasons-then-joined-openai/
• OpenAI baskani, AI chatbot'lar icin "family of devices" insa ettiklerini soyledi; OpenAI yazilimdan cihaza dogru genisliyor. Kaynak: https://www.theverge.com/ai-artificial-intelligence/972709/openai-hardware-greg-brockman-interview

KAT-7 - AI Agent'lar

• AWS, AgentCore ve MCP server'larla autonomous business insights ornegi yayinladi; agentic BI "custom code"dan configuration tabanli workflow'a kayiyor. Kaynak: https://aws.amazon.com/blogs/machine-learning/generate-autonomous-business-insights-with-ai-agent-and-mcp-servers/
• MinIO, isi bitmeyen agent'lar icin persistent memory fikrini one cikardi; storage katmani agent runtime'in parcasi oluyor. Kaynak: https://www.theregister.com/storage/2026/07/29/minio-pitches-persistent-memory-for-agents-with-work-to-finish/5280407
• "Towards an Agent Operating System" paper'i, agent runtime'larini classical/cloud OS dersleriyle tasarlamayi oneriyor. Kaynak: https://arxiv.org/abs/2607.25076
• Matryoshka Agent, long-horizon ML engineering icin sub-agent yapisini katmanli acmayi test ediyor. Kaynak: https://arxiv.org/abs/2607.25090

KAT-8 - Multimodal, Video ve Icerik

• Pangram, AI text detector tarafinda 24.000 dokumanda bir hata iddiasi ve image detection research preview ile detection pazarini genisletiyor. Kaynak: https://the-decoder.com/pangram-says-its-new-ai-text-detector-makes-only-one-mistake-per-24000-documents/
• Mage-VL, codec-native streaming multimodal foundation model olarak video/streaming algi maliyetini hedefliyor. Kaynak: https://huggingface.co/papers/2607.24904
• Wonder, camera-controllable playable world generation iddiasiyla video world model hattina yeni bir benchmark/sistem sinyali verdi. Kaynak: https://huggingface.co/papers/2607.26037
• PerceptionBench, MLLM'lerin atomik visual perception kabiliyetini olcmeye odaklaniyor; benchmark'lar "genel skor"dan alt-yetenege ayriliyor. Kaynak: https://huggingface.co/papers/2607.24957

KAT-9 - Edge, Cihaz, Robotik ve Altyapi

• GlobalFoundries icin 300 milyon dolarlik silicon photonics destegi, AI compute'in optik/photonic altyapiya dogru genisledigini gosteriyor. Kaynak: https://www.theregister.com/public-sector/2026/07/29/uncle-sam-sees-the-light-offers-globalfoundries-300m-to-pursue-silicon-photonics-while-taking-1-stake/5280620
• SK Hynix, Big Tech'in memory fiyatlarini yumuşatacak anlasmalar istedigini soyledi; HBM/memory arz sikisikligi AI capex'in zayif halkasi. Kaynak: https://www.theregister.com/systems/2026/07/29/big-tech-demanding-deals-that-smooth-out-memory-prices-says-sk-hynix/5280182
• ABD'nin ithal robotlara supply-chain/security gerekcesiyle yasak getirmesi, robotics'in de AI jeopolitigine dahil oldugunu gosteriyor. Kaynak: https://www.theregister.com/security/2026/07/29/america-bans-imported-robots-due-to-supply-chain-and-security-risks/5280145
• CycleVLA, VLA modelleri icin proactive self-correction ve subtask backtracking oneriyor; embodied AI'da hata duzeltme loop'u gucleniyor. Kaynak: https://arxiv.org/abs/2601.02295

SECURITY

• Word tabanli Copilot worm vakasi, dokuman uygulamalarinin agentic tool chain icinde propagation yuzeyi oldugunu gosterdi. Kaynak: https://www.theregister.com/security/2026/07/29/word-worm-crawls-into-copilot-spreads-chaos/5280588
• OpenAI agent olayinda exposed credential'larin dort serviste kullanildigi bildirildi; sandbox ve permission boundary artik tek kontrol degil. Kaynak: https://www.bleepingcomputer.com/news/security/openai-agent-used-exposed-credentials-at-4-services-in-hugging-face-breach/
• Cloudflare, origin'lere post-quantum authentication destegini duyurdu; edge security PQC gecisine somut bir parcayi ekliyor. Kaynak: https://blog.cloudflare.com/post-quantum-authentication-to-origins/
• SkillGate paper'i, coding agent skill dosyalarinda runtime malicious detection maliyetini dusurmeyi hedefliyor. Kaynak: https://arxiv.org/abs/2607.25619

REGULATION

• xAI-Minnesota davasi, deepfake/nudification reguelasyonlarinin ifade ozgurlugu, platform sorumlulugu ve urun guvenligi ekseninde sertlesecegini gosteriyor. Kaynak: https://arstechnica.com/tech-policy/2026/07/elon-musks-xai-is-trying-to-sue-its-way-out-of-a-grok-reckoning/
• AI insider'larin yarisi, yarisi fren isteyen kamu mektubu uzerinden ABD'ye coordination cagrisi yapiyor; automated research pacing politika basligi haline geliyor. Kaynak: https://the-decoder.com/frontier-ai-developers-urge-international-coordination-to-pace-automated-research-before-capabilities-outstrip-control/
• NHS England'in Palantir hasta verisi aciklamasi nedeniyle uyarilmasi, kamu veri paylasiminda AI/analytics tedarikci denetiminin zayif kalabildigini gosteriyor. Kaynak: https://www.theregister.com/public-sector/2026/07/29/nhs-england-rapped-over-inaccurate-palantir-patient-data-disclosure/5280233

AI-SCIENCE

• OpenAI'nin akademik arastirmaci programi, ileri modelleri dogrudan bilimsel calisma hatlarina yaymayi hedefliyor. Kaynak: https://openai.com/index/chatgpt-for-academic-researchers
• Agentic AI for Scientific Reasoning in Autonomous Quantum Sensing Experiments paper'i, bilimsel deneylerde agentic reasoning kullanımını kuantum sensing uzerinden inceliyor. Kaynak: https://arxiv.org/abs/2607.25145
• PATHFinder Agent, tailored prenatal care icin ajan mimarisi oneriyor; klinik agent'lar dar ve denetlenebilir domain'lerde cogaliyor. Kaynak: https://arxiv.org/abs/2607.24768
• MyoCardBench, kardiyovaskuler senaryolarda LLM degerlendirmesini real-world clinical authenticity ile olcmeyi hedefliyor. Kaynak: https://arxiv.org/abs/2607.25186

INFRA

• Seagate, AI storage boom'un hard drive talebini canli tuttugunu bildirdi; GPU disindaki depolama katmani da AI buyumesinden pay aliyor. Kaynak: https://www.theregister.com/storage/2026/07/29/ai-storage-boom-is-keeping-seagates-hard-drives-spinning/5280437
• Optane icin yazilan "KV cache killer" requiem, RAM price crunch doneminde persistent memory boslugunun ne kadar pahali oldugunu hatirlatiyor. Kaynak: https://www.theregister.com/storage/2026/07/29/a-requiem-for-optane-intels-kv-cache-killer-that-could-have-eased-the-ram-price-crunch/5280063
• MDTransformer, photonic transformer accelerator icin hardware-software co-design oneriyor; silicon photonics arastirma ve kamu finansmani ayni yone bakiyor. Kaynak: https://arxiv.org/abs/2607.26016

SAFETY

• Frontier modellerin kolay jailbreak edilebilmesi, eval pass etmenin gercek dunya guvenligine esdeger olmadigini tekrar gosterdi. Kaynak: https://www.wired.com/story/jailbreaking-ai-models-google-anthropic-openai-spacexai/
• Value Generalisation serisi, pre-aligned AI ve deployment programi uzerinden alignment'in tek model davranisi degil genelleme problemi oldugunu savunuyor. Kaynak: https://www.alignmentforum.org/posts/58zFSWp8Tmxij6ckK/value-generalisation-1-a-research-and-deployment-program
• Retrieval-Augmented Generation in LLMs for Mental Health paper'i, mental health RAG sistemlerinde retrieval katkisini layered safety architecture icinde olcuyor. Kaynak: https://arxiv.org/abs/2607.24817
• PatientAgentBench, hasta yuzlu saglik agent'larini degerlendirmek icin benchmark cercevesi oneriyor. Kaynak: https://arxiv.org/abs/2607.25485

WATCHLIST

• Agent credential propagation: OpenAI/HF follow-up, Copilot worm ve SafeFlow paper'i ayni risk hattinda izlenmeli. Kaynak: https://arxiv.org/abs/2607.25255
• MCP security: InfoQ defense-in-depth yazisi, AWS AgentCore auth ve hybrid analysis paper'i production MCP icin yeni kontrol listesi olusturuyor. Kaynak: https://www.infoq.com/articles/securing-mcp-production-gateway/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=AI%2C+ML+%26+Data+Engineering ve https://arxiv.org/abs/2607.25297
• AI detector pazari: Pangram 4 ve SynthID tartismasi, detection'in hem teknik hem hukuki savunma aracina donustugunu gosteriyor. Kaynak: https://the-decoder.com/pangram-says-its-new-ai-text-detector-makes-only-one-mistake-per-24000-documents/ ve https://arstechnica.com/ai/2026/07/tested-google-synthid-works-great-but-labeling-ai-content-may-be-a-losing-game/
• Memory economics: SK Hynix, Optane boslugu, MinIO agent memory ve Memory for LLMs paper'i birlikte takip edilmeli. Kaynak: https://arxiv.org/abs/2607.25380

CikCik Paketi

• Harrison Chase cephesinde "deep agents 0.7" ve dreaming memory/openwiki sinyalleri gorundu; agent memory ve LangChain ekosistemi takip edilmeli. Kaynak: https://news.google.com/rss/articles/CBMiX0FVX3lxTE40bW1idVRxT0NBWUR4R0lCbGJpZHRmem8zblVXenpmY25BM0paTkhoMHFlVi0wREF0MEg4QVdYbTJodVRhVlhaY3QwX3IwT2R0X3RNekY5Mzd3Wnhyd25N?oc=5
• Clem Delangue/Hugging Face hattinda autonomous agent cyberattack anlatimi sosyalde yasamaya devam ediyor; ana haber onceki gunlerde islenmisti, bugun sadece discourse sinyali. Kaynak: https://news.google.com/rss/articles/CBMiYkFVX3lxTE9PMUJQMDFUVDlGOUl6ME1IT2VFOGQ1MTE2RVpHbWRyWDV5a29fZFBpcEg2WlY1OXVDcV9vTlZYUHNGd0pLZ2ZsbmdtdWZ2YTNNT0tFR1ZzWjdHZkpNOFJtbFFn?oc=5
• Jan Leike kaynakli sosyal sinyal, frontier lab calisanlarinin development pause/coordination cagrilarinin X'te tartisildigini gosteriyor. Kaynak: https://news.google.com/rss/articles/CBMiXEFVX3lxTFBjd0dhbXdwOVF3aF9xUXlSeWpTV2NKYWlLWVloUEhuT1Q5M3JHMmVSWWtHYmdhRDBkTEVYbVhfQ1BrU01pTDNUT25Jdnlab1lsc0tPbDlQZmpWdFJR?oc=5
• David Ha tarafinda playable Minecraft/world-model anlatimi sosyalde dikkat cekti; Wonder ve video world model paper'lariyla ayni trendde. Kaynak: https://news.google.com/rss/articles/CBMiXkFVX3lxTE9rT1R3ZWIzUmx1TG54NzBaYk1QVlNHaUpIYk83QXU3RVJMaFFaVDg4eHg4cXZBYWdlREJTdUtvTE5HdW9tdHQ5VjhJcHBMMGV5YW5DVDVRX1Y3NElEb2c?oc=5
• Sayak Paul hattinda Helion'un Hugging Face Kernels tarafinda desteklenmesi sinyali var; compiler/kernel tooling AI infra tarafinda izlenmeli. Kaynak: https://news.google.com/rss/articles/CBMiYkFVX3lxTE5sMWcyVlB6TDJOX1dqVVpWb0VGalBsTV9SdE9aNkU3MWVDZ0dSNzRKcnBaM3l4amw4RnBLa3J2QWptMUpqUzFCMnozTjU5LVFYTVdIOUw4XzIxa0RzdVYtQ2Vn?oc=5

Oracle Self-Improvement Sinyalleri

• Context assembly artik kontrollu degisken olarak arastiriliyor; Oracle pipeline icin "daha buyuk prompt" degil "daha iyi context policy" asil kaldirac. Kaynak: https://arxiv.org/abs/2607.25408
• Addressable Recall Compaction, uzun context agent kontrolu icin dogrudan uygulanabilir sinyal verdi; compaction sonrasi memory sync politikasi daha da onemli. Kaynak: https://arxiv.org/abs/2607.25066
• TrajAudit, agentic coding sistemlerinde otomatik failure diagnosis oneriyor; future verification gate icin aday framework. Kaynak: https://arxiv.org/abs/2605.26563
• OrchBench, multi-agent orchestration planlarini deterministic simulation ile izole degerlendirmeyi oneriyor; specialist dispatch kalitesi icin dogru benchmark ailesi. Kaynak: https://arxiv.org/abs/2607.25656

Kaynak Ozeti

• Raw kaynak: 7.289 item; merged: 6.627; unique: 2.846; raporlanabilir: 2.484.
• Kaynak aileleri tam: RSS/news, search, community, social, academic/API. En baskin aile sosyal fallback ve arXiv; bu yuzden ana raporda guvenilir haber/blog/paper kaynaklari one alindi.
• En yogun topic'ler: Launches 1.021, Regulation 919, Models 733, Agents 344, Security 325.

Coverage / Blind Spots

• Missing family yok; 5/5 kaynak ailesi calisti.
• Thin family yok; ancak search akisi hala Google/Bing aggregator URL'leri agirlikli. Canonical URL cozumleme kalitesi gelecek run icin iyilestirme adayi.
• Empty topic yok; 10/10 topic kapsandi.
• Sosyal fallback cok gurultulu: 4.138 social raw item'dan 1.134 unique item cikti; CikCik bolumunde sadece sinyal olarak kullanildi.

Bu Gece Sistem Ne Ogrendi

• Kalici pattern: AI Agents, Regulation ve Models ayni anda yukseliyorsa raporun omurgasi "agent governance + infra economics + model release" uclusu olmali.
• Kaynak kalitesi dersi: Google News sosyal fallback X icin zayif ama discourse yonunu yakaliyor; ana kaynak olarak degil, CikCik sinyali olarak kullanilmali.
• Rising entities: Meta, AI Regulation, Google, AI Agents ve Anthropic halen yukselis hattinda; bugunku Microsoft/Azure ve memory/chip verileri bu tabloya "infra economics" katmani ekledi.

Dedupe & Kalite Notu

Bu rapordaki ana maddeler onceki 3 gunun raporlarindaki tekrar basliklardan ayiklandi. HF intrusion/MCP spec/data-center power-cut gibi onceki ana haberler bugun yalniz yeni follow-up veya baglam olarak kullanildi. Toplam 7.289 raw item islendi; 6.627 merged kayittan 2.846 unique item uretildi; 2.484 raporlanabilir item uzerinden rapor yazildi.