--- title: "OpenAI-Samsung yariletken hatti" canonical_url: "https://mahsumaktas.com/tr/research/2026-09-10" language: "tr" published: "2026-09-10" --- This report is only available in Turkish. Bir AI ajanı tarafından otomatik derlenir. Ayrıntıları ve doğruluğu bağlantılı kaynaklardan kontrol edebilirsiniz. # OpenAI-Samsung yariletken hatti > Otomatik derleme | v3 pipeline | 112 kaynak | 4.700 input-unique | 4.448 raporlanabilir item ## Gunun Ozeti Bugunun temiz sinyali uc hatta toplandi: frontier AI tedarik zinciri, agent izin yonetimi ve guvenlik/regulasyon gerilimi. OpenAI-Samsung yariletken ortakligi compute tarafinda, GitHub Copilot enterprise permission seti agent operasyon tarafinda, CISA/US kurumlarinin Cin merkezli model distillation uyarisi ise model IP savunmasi tarafinda yeni baslik acti. Kaynak: https://www.theregister.com/systems/2026/09/09/samsung-to-help-fortify-openais-semiconductor-supply-chain/5295374 | https://github.blog/changelog/2026-09-09-enterprise-managed-permissions-for-github-copilot-agent-operations | https://arstechnica.com/tech-policy/2026/09/six-chinese-ai-firms-accused-of-aggressively-copying-us-frontier-models/ AI agent akisi urunlesmeye kaydi: GitHub tarafinda approval/block/no-prompt policy, AWS tarafinda AgentCore uzerinde finance workbench, arastirma tarafinda capability-scoped harness ve Procedural Graphs ayni gun birbirini tamamlayan sinyaller verdi. Kaynak: https://aws.amazon.com/blogs/machine-learning/how-heurist-finance-built-an-ai-native-investment-workbench-on-amazon-bedrock-agentcore/ | https://arxiv.org/abs/2609.08371 | https://arxiv.org/abs/2609.09153 Multimodal ve robotikte de "demo"dan "serving/uretim"e gecis var: NVIDIA EPD ile multimodal serving ayrisma noktalarini anlatti, XPeng IRON humanoid uretim hattini devreye aldi, AuK ise acik speech generation/editing modelini raporladi. Kaynak: https://developer.nvidia.com/blog/when-to-use-encode-prefill-decode-disaggregation-to-accelerate-multimodal-model-serving/ | https://technode.com/2026/09/09/xpeng-puts-humanoid-robot-production-line-into-operation-as-first-iron-robot-walks-off-autonomously/ | https://arxiv.org/abs/2609.08936 ## TRENDS - **Spike:** AI Regulation, Apple, GPT-4.1, RAG ve Stability AI spike verdi; bugunku temsilci sinyaller Microsoft-ogretmen sendikasi privacy anlasmasi, Apple Audio Intelligence privacy dokumani ve model distillation regule edilebilirligi oldu. Kaynak: https://www.theverge.com/tech/992919/apple-siri-ai-audio-intelligence-privacy | https://news.google.com/rss/articles/CBMiuAFBVV95cUxNU00ydHFnbnhrNFpRdl9kcVZydWNobGV0SUcyYzhna3psT1lwRzA0YkZwWTc5dmtZcnNtb3NKLWIyaFVnc1B0Tm94TTlNaFgzZUU4VE5FdDJlRkRpc0hmRHB2VFN2M3I4clFHX3E0MklLSkxJNUNCUDBHaWU0dGdNaTdmQkNJMmJoOVFKUHg4eWEtVEFkSm9IMzV4c2FvWWlhNnZXSFo4Mndaei1mRDlYZ2JpOXRxZ2NZ0gG-AUFVX3lxTE1mdVJuUnpVWkVwV1NiZjVubWxxazlZcjNQd1VWaUpVbkQ5MFZTc1FYQmUtMTdobFZ3TEdod19OeFlzTXdmdnRnQnR2dFgweU1mZHBzMXZCdUhkRHdEUjFCbS1NLWEzR1AtYmdYM2EtZEdlcU8wZV9OZnRPQ0VXQ1JaTTF0dVg2MXBVRFBYMGZMSTZucDdVZHZfNkV6YzYxREpfT2toTThhOC1faDJXdDd6SWlJWXBoMXdxd0pCdWc?oc=5 | https://www.bleepingcomputer.com/news/security/us-says-chinese-firms-extracted-billions-of-tokens-from-frontier-ai-models/ - **Yukselis:** AI Agents 1.148, Anthropic 406, AI Safety 134, Autonomous 101, Amazon 52 toplam sinyalde yukselis bandinda. Bunun bugunku pratik karsiligi GitHub agent permissions, AWS AgentCore ve Anthropic safety tartismasinin ayni run'da gorunmesi. Kaynak: https://github.blog/changelog/2026-09-09-enterprise-managed-permissions-for-github-copilot-agent-operations | https://aws.amazon.com/blogs/machine-learning/icymi-what-landed-for-ai-builders-in-august-2026/ | https://www.politico.eu/article/anthropic-openai-researcher-jacob-coxon-warns-ai-could-kill-humans/ - **Azalis:** Claude 4, Command R, ElevenLabs, Haiku ve Mixtral dusus bandinda; buna ragmen model ekosistemi tamamen durmadi, IBM Granite Time Series ve Qwen3.8 quantization tartismasi gibi daha dar teknik basliklara ayrildi. Kaynak: https://huggingface.co/blog/ibm-research/ibm-releases-sota-granite-time-series | https://quesma.com/blog/qwen38-27b-quantizations-benchmarked/ ## Top 7 1. **OpenAI-Samsung yariletken hatti:** Samsung'un OpenAI tedarik zincirini compute ve memory tarafinda desteklemesi, model yarisi kadar packaging, memory ve supply-chain kapasitesinin de kritiklesmesini gosteriyor. Kaynak: https://www.theregister.com/systems/2026/09/09/samsung-to-help-fortify-openais-semiconductor-supply-chain/5295374 2. **GitHub Copilot agent izinleri:** Enterprise yoneticileri Copilot agent operasyonlarini merkezi olarak block, approval required veya no-prompt seklinde yonetebiliyor; bu agent governance icin dogrudan urun sinyali. Kaynak: https://github.blog/changelog/2026-09-09-enterprise-managed-permissions-for-github-copilot-agent-operations 3. **US/CISA model distillation uyarisi:** ABD kurumlari Cin merkezli AI sirketlerinin frontier modellerden endustriyel olcekte bilgi damittigini iddia ediyor; model IP savunmasi artik cyber advisory formatina girdi. Kaynak: https://arstechnica.com/tech-policy/2026/09/six-chinese-ai-firms-accused-of-aggressively-copying-us-frontier-models/ | https://www.bleepingcomputer.com/news/security/us-says-chinese-firms-extracted-billions-of-tokens-from-frontier-ai-models/ 4. **AWS AgentCore finance workbench:** Heurist Finance, Bedrock AgentCore uzerinde payment, identity, memory ve code interpreter kabiliyetleriyle AI-native yatirim workbench kurdu. Kaynak: https://aws.amazon.com/blogs/machine-learning/how-heurist-finance-built-an-ai-native-investment-workbench-on-amazon-bedrock-agentcore/ 5. **NVIDIA EPD multimodal serving:** Encode-prefill-decode ayrimi, multimodal model serving'de encoder ve prefill/decode katmanlarinin ne zaman ayrilacagini operasyonel bir karar haline getiriyor. Kaynak: https://developer.nvidia.com/blog/when-to-use-encode-prefill-decode-disaggregation-to-accelerate-multimodal-model-serving/ 6. **XPeng IRON uretim hatti:** XPeng'in humanoid robot uretim hattini devreye almasi, embodied AI tarafinda laboratuvar prototipinden uretim planina gecisi isaret ediyor. Kaynak: https://technode.com/2026/09/09/xpeng-puts-humanoid-robot-production-line-into-operation-as-first-iron-robot-walks-off-autonomously/ 7. **Paul Christiano OpenAI governance'a girdi:** Christiano'nun OpenAI Foundation Board ve Safety and Security Committee'ye katilmasi, frontier governance hattinda alignment agirligini artiriyor. Kaynak: https://openai.com/index/paul-christiano-joins-openai-foundation-board ## KAT-1 - LLM & Model Guncellemeleri - **IBM Granite Time Series:** Hugging Face, IBM'in commercial-friendly lisansli Granite Time Series PatchTST-FM-r2 modelini duyurdu; zaman serisi foundation model pazarinda lisans netligi onemli. Kaynak: https://huggingface.co/blog/ibm-research/ibm-releases-sota-granite-time-series - **GPT-6 Astra mimari tartismasi:** Sebastian Raschka'nin looped transformers ve hidden reasoning yazisi, model gucunun yalniz parametre sayisi degil recurrent depth ve inference davranisi uzerinden de tartisilacagini gosteriyor. Kaynak: https://magazine.sebastianraschka.com/p/gpt-6-astra-looped-transformers-and - **Qwen3.8 quantization sinyali:** Quesma benchmark'inda 4-bit quantization'in dayandigi, 1-bit'in ise sert kalite kaybettigi tartisiliyor; edge/local deployment icin pratik ayrim. Kaynak: https://quesma.com/blog/qwen38-27b-quantizations-benchmarked/ ## KAT-2 - Arastirma & Paper'lar - **Authority Is Not a String:** Capability-scoped harness onerisi, coding agent araclarinin ambient authority ile calismamasi gerektigini formalize ediyor. Kaynak: https://arxiv.org/abs/2609.08371 - **Procedural Graphs:** Self-evolving execution structures, agent'larin uzun ufuklu planlamada serbest metin aksiyon secimi yerine kalici prosedur grafikleriyle evrilmesini oneriyor. Kaynak: https://arxiv.org/abs/2609.09153 - **MOLE:** Frontier-lab hesaplarinda insider threat, prompt injection ve operator misuse risklerini agent guvenligi baglaminda modelliyor. Kaynak: https://arxiv.org/abs/2609.06966 - **BeaconKV:** Reasoning model inference'inda KV cache buyumesini beacon query rehberli compression ile azaltmayi hedefliyor. Kaynak: https://huggingface.co/papers/2609.04971 ## KAT-3 - Araclar & Framework'ler - **GitHub agentic autofix:** Code quality backlog'unda 25 bulguya kadar agentic autofix atanabiliyor; security autofix deseninin kalite borcuna yayilmasi. Kaynak: https://github.blog/changelog/2026-09-09-remediate-code-quality-findings-with-agentic-autofix - **Unikraft 1M sandbox anlatimi:** InfoQ sunumu, AI workload sandboxing icin millisecond cold boot ve high-density microVM yaklasimini one cikariyor. Kaynak: https://www.infoq.com/presentations/unikraft-microvm-sandboxes-cloud-scaling/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=AI%2C+ML+%26+Data+Engineering - **Transformers.js browser rehberi:** Browser icinde AI calistirma pratikleri, edge inference ve client-side privacy icin uygulamali kaynak olarak one cikti. Kaynak: https://tighten.com/insights/run-ai-in-the-browser-a-practical-guide-to-transformers-js/ ## KAT-4 - Acik Kaynak - **browser-use:** Browser kullanan agent framework'u GitHub trending'de yeniden gorundu; web automation talebi canli. Kaynak: https://github.com/browser-use/browser-use - **openai/plugins:** OpenAI plugin ornekleri reposu, Codex plugin yapisi icin yeni referans akisi veriyor. Kaynak: https://github.com/openai/plugins - **diagram-design:** Agent'lar icin editorial diagram pattern seti, Mermaid disi dokuman/diagram ihtiyacina cevap veriyor. Kaynak: https://github.com/cathrynlavery/diagram-design - **i-have-adhd:** Agent output'larini daha kisa ve taranabilir hale getirmeyi hedefleyen skill, output hygiene ihtiyacinin topluluk tarafindaki yansimasi. Kaynak: https://github.com/ayghri/i-have-adhd ## KAT-5 - Endustri & Sirketler - **Google-Finland AI infra:** Reuters/BBC akisina gore Google Finlandiya'da AI altyapisi ve nuclear power pact ekseninde buyuk yatirim planliyor; enerji sozlesmeleri compute stratejisinin parcasina donusuyor. Kaynak: https://news.google.com/rss/articles/CBMirgFBVV95cUxNcGlWeGFlRDRYZVowU2Y0Y0FJTlRmQW5ubjJwNGcxb3NsQnRBUVo5eWtMdnhoSlAzM0FKdlJHWkpJR2lxZUZHcWg5cFBqb1NxNm9Ma0MwR3AweEZpUEFTZ1JRZ3pjSDN6V2VOdE1nUjhBQU1PdlJ5Z29xSDloZHZOOExRbHotYVlRUDd0X2tpa2JVR3U1NTBHc3VhZkYzMDN4ZE9KWl9lZnFBZzkwZEE?oc=5 - **Suno licensed music modeli:** Suno v6'nin licensed music ile egitildigi bilgisi, generative audio tarafinda telif davalarina urun mimarisiyle cevap verme denemesi. Kaynak: https://techcrunch.com/2026/09/09/suno-replaces-its-ai-models-with-a-new-one-trained-on-licensed-music-as-copyright-suits-pile-up/ - **Samsung-OpenAI compute hatti:** The Register'in haberinde Samsung'un OpenAI icin semiconductor supply chain'i guclendirmesi, cloud anlasmalarindan chip/memory tedarikine kayan stratejiyi gosterdigi icin KAT-5'te de kritik. Kaynak: https://www.theregister.com/systems/2026/09/09/samsung-to-help-fortify-openais-semiconductor-supply-chain/5295374 ## KAT-6 - AI Agent'lar - **Copilot operation policy:** Enterprise-managed permissions, agent operasyonlari icin merkezi governance katmani getiriyor. Kaynak: https://github.blog/changelog/2026-09-09-enterprise-managed-permissions-for-github-copilot-agent-operations - **Bedrock AgentCore use case:** Heurist Finance ornegi, memory, identity, payments ve code execution'in tek agentic finance workspace icinde nasil birlestigini gosteriyor. Kaynak: https://aws.amazon.com/blogs/machine-learning/how-heurist-finance-built-an-ai-native-investment-workbench-on-amazon-bedrock-agentcore/ - **Scanning the Harness:** AI coding-agent configuration supply chain defektlerini inceleyen paper, CLAUDE/Codex/Cursor tarzi instruction artifact'lerinin guvenlik yuzeyi oldugunu belirtiyor. Kaynak: https://arxiv.org/abs/2609.07360 - **Procedural Graphs:** Agent self-improvement icin prosedur grafikleri, Oracle tarafinda skill/trajectory evrimiyle dogrudan ilgili. Kaynak: https://arxiv.org/abs/2609.09153 ## KAT-7 - Multimodal - **NVIDIA EPD:** Multimodal model serving'de encoder, prefill ve decode fazlarini ayirmak throughput/latency tuning icin yeni operasyonel knob. Kaynak: https://developer.nvidia.com/blog/when-to-use-encode-prefill-decode-disaggregation-to-accelerate-multimodal-model-serving/ - **AuK speech model:** AuK, speech generation ve editing'i natural-language instruction + audio context arayuzunde birlestiren acik foundational model olarak raporlandi. Kaynak: https://arxiv.org/abs/2609.08936 - **Visual AVE from product videos:** Product video'larindan attribute value extraction icin visual-search augmented chain-of-thought yaklasimi, e-commerce multimodal parsing icin anlamli. Kaynak: https://arxiv.org/abs/2609.06410 - **Apple Audio Intelligence privacy:** Apple, Siri Recap, Live Rewind, Sound Recognition ve Music Recognition ozellikleri icin privacy dokumani yayinladi. Kaynak: https://www.theverge.com/tech/992919/apple-siri-ai-audio-intelligence-privacy ## KAT-8 - Robotik & Embodied AI - **XPeng IRON:** Humanoid robot uretim hatti devreye alindi; ilk IRON robot final assembly surecinden autonomously yuruyerek cikti. Kaynak: https://technode.com/2026/09/09/xpeng-puts-humanoid-robot-production-line-into-operation-as-first-iron-robot-walks-off-autonomously/ - **TANGO:** Cluttered indoor environment'ta humanoid navigation icin whole-body VLA yaklasimi oneriyor. Kaynak: https://arxiv.org/abs/2609.09158 - **CR-VLA-Force:** Force/torque perception ile VLA policy'lerini contact-rich manipulation icin daha robust hale getirmeyi hedefliyor. Kaynak: https://arxiv.org/abs/2609.05832 - **RoboSense:** Robotaxi fleet'lerini drive-by urban traffic sensor olarak kullanma fikri, deployed robot filolarini veri altyapisina ceviriyor. Kaynak: https://arxiv.org/abs/2609.06813 ## KAT-9 - Edge & Cihaz - **CUDA Toolkit 13.4:** Windows on Arm destegi ve shared GPU kontrolu, edge/workstation GPU heterojenligini azaltmaya yonelik. Kaynak: https://developer.nvidia.com/blog/cuda-toolkit-13-4-adds-windows-on-arm-support-and-greater-control-over-shared-gpus/ - **Transformers.js:** Browser icinde AI rehberi, local-first inference icin pratik uygulama katmani sunuyor. Kaynak: https://tighten.com/insights/run-ai-in-the-browser-a-practical-guide-to-transformers-js/ - **Apple Audio Intelligence:** On-device/private ambient audio ozellikleri, cihaz uzerindeki AI'nin veri yonetimi beklentisini yukseltiyor. Kaynak: https://www.theverge.com/tech/992919/apple-siri-ai-audio-intelligence-privacy ## SECURITY - **Secret merge gate:** GitHub repository rulesets artik exposed secret iceren PR'larin merge edilmesini bloklayabiliyor. Kaynak: https://github.blog/changelog/2026-09-09-block-pull-requests-with-exposed-secrets-from-merging - **GitHub Advanced Security trial:** Daha fazla Enterprise Cloud musterisi Code Security ve Secret Protection trial baslatabiliyor; security product-led adoption genisliyor. Kaynak: https://github.blog/changelog/2026-09-09-github-advanced-security-expands-trial-availability - **Linux Kernel IPv6 UAF:** ZDI, IPv6 multicast routing use-after-free local privilege escalation acigini yayinladi. Kaynak: http://www.zerodayinitiative.com/advisories/ZDI-26-623/ - **GPU memory safety:** GMSBench, ML/HPC'de kritiklesen GPU programlarinda memory safety icin standart benchmark ihtiyacini hedefliyor. Kaynak: https://arxiv.org/abs/2609.08871 - **NERVE Attacks:** AI-powered brain-computer interface sistemleri icin yeni saldiri yuzeyi tanimliyor. Kaynak: https://arxiv.org/abs/2609.08971 ## REGULATION - **Microsoft-ogretmen sendikasi privacy deal:** Haber akisi Microsoft'un ogrenci/ogretmen verilerini AI training icin kullanmama ve ogrenci tracking yapmama standardina razi oldugunu bildiriyor. Kaynak: https://news.google.com/rss/articles/CBMiuAFBVV95cUxNU00ydHFnbnhrNFpRdl9kcVZydWNobGV0SUcyYzhna3psT1lwRzA0YkZwWTc5dmtZcnNtb3NKLWIyaFVnc1B0Tm94TTlNaFgzZUU4VE5FdDJlRkRpc0hmRHB2VFN2M3I4clFHX3E0MklLSkxJNUNCUDBHaWU0dGdNaTdmQkNJMmJoOVFKUHg4eWEtVEFkSm9IMzV4c2FvWWlhNnZXSFo4Mndaei1mRDlYZ2JpOXRxZ2NZ0gG-AUFVX3lxTE1mdVJuUnpVWkVwV1NiZjVubWxxazlZcjNQd1VWaUpVbkQ5MFZTc1FYQmUtMTdobFZ3TEdod19OeFlzTXdmdnRnQnR2dFgweU1mZHBzMXZCdUhkRHdEUjFCbS1NLWEzR1AtYmdYM2EtZEdlcU8wZV9OZnRPQ0VXQ1JaTTF0dVg2MXBVRFBYMGZMSTZucDdVZHZfNkV6YzYxREpfT2toTThhOC1faDJXdDd6SWlJWXBoMXdxd0pCdWc?oc=5 - **House AI select committee:** ABD Temsilciler Meclisi Demokratlari AI select committee secenegini tartisiyor; regulation trendinin ABD ic siyasetine tasindigi sinyal. Kaynak: https://news.google.com/rss/articles/CBMilgFBVV95cUxOelg5WlFsZHR0VU83MDlCQm1TcGNYaDVobEdCM1hXV0ktM1JaY0xaSnVoaUU2dVhhYXRkc1llWG5DMUVYNVVMTU4tNUM3VW13djJwb1Q4LVpRWHF0OXR4NmtkQzAwMzVsY0d6R0o2ZUtNYTd6U0lTamgyN2pfcFpuZXVGTkRBOF82N05oVEhLNXlqdUpQUHc?oc=5 - **Model distillation advisory:** US/CISA eksenli uyarilar, distillation'i rekabet ve ulusal guvenlik meselesi olarak konumluyor. Kaynak: https://www.bleepingcomputer.com/news/security/us-says-chinese-firms-extracted-billions-of-tokens-from-frontier-ai-models/ ## AI-SCIENCE - **ARPA-H heart failure AI:** ARPA-H'in FDA-authorized AI ile heart failure tedavisine 62 milyon dolar yatirim yapacagi bildirildi; healthcare AI regulated deployment hattina giriyor. Kaynak: https://news.google.com/rss/articles/CBMingFBVV95cUxPNHVpZlJUYWs3WnA4RHJjY1BuTC1vYnNiN2gxb3dwUVp3c0Nfd1hIMjRVc2NJbW5IcEJiU0dDRUhHWVJtVEtUNzN2ZDFzOEdZOHR2TVBnM1N2bkw3eFBzeGM1ZnFQWkp4MUUyc2plMEUxV29sUnpubW9yU3U4NWpMYmlueTJfMGpkMDFCZE91b3dUelVrMmY0c01EdDk4dw?oc=5 - **MorphoOrgaAgent:** Organoid morphology analizinde foundation-model based multi-agent sistem oneriyor. Kaynak: https://arxiv.org/abs/2609.08696 - **Braille organoid encoding:** Tactile sensor verisini neural organoid stimulation pattern'lerine map eden calisma, biohybrid computing hattinda nis ama izlenebilir sinyal. Kaynak: https://arxiv.org/abs/2508.20850 - **Photonic reservoir readout:** Dimensionally compressed readout ile photonic reservoir computing donanim kisitini hedefliyor. Kaynak: https://arxiv.org/abs/2609.07418 ## INFRA - **Ray Serve DLC:** AWS, TorchServe'in bakimsiz kalmasina cevap olarak Ray Serve Deep Learning Containers ile destekli GPU inference stack oneriyor. Kaynak: https://aws.amazon.com/blogs/machine-learning/simplify-and-support-your-torchserve-workloads-using-ray-serve-deep-learning-containers/ - **NVIDIA EPD:** Multimodal serving ayrimi, GPU kaynaklarini encoder ve decoder evrelerine gore dagitma ihtiyacini netlestiriyor. Kaynak: https://developer.nvidia.com/blog/when-to-use-encode-prefill-decode-disaggregation-to-accelerate-multimodal-model-serving/ - **Samsung supply chain:** OpenAI icin Samsung destekli semicon hatti, memory/compute tedarikinin model roadmap kadar stratejik oldugunu teyit ediyor. Kaynak: https://www.theregister.com/systems/2026/09/09/samsung-to-help-fortify-openais-semiconductor-supply-chain/5295374 - **CUDA 13.4:** Windows on Arm ve shared GPU kontrolu, developer tooling'in heterojen hardware'e yetismeye calistigini gosteriyor. Kaynak: https://developer.nvidia.com/blog/cuda-toolkit-13-4-adds-windows-on-arm-support-and-greater-control-over-shared-gpus/ ## SAFETY - **OpenAI safety governance:** Paul Christiano'nun Safety and Security Committee rolu, OpenAI governance hattinda alignment perspektifini guclendiriyor. Kaynak: https://openai.com/index/paul-christiano-joins-openai-foundation-board - **Anthropic researcher warning:** Jacob Coxon'un safety endisesiyle ayrildigini aktaran Politico haberi, self-improving AI ve roll-out hizi tartismasini yeniden yukseltti. Kaynak: https://www.politico.eu/article/anthropic-openai-researcher-jacob-coxon-warns-ai-could-kill-humans/ - **ACEA:** Red-team ve blue-team LLM testing icin adversarial co-evolution arena oneriyor; otomatik safety testing'in karsilikli evrim tarafina gecisi. Kaynak: https://arxiv.org/abs/2609.08256 - **Capability-scoped harness:** Prompt-injection resistant coding agents icin authority modelini string tabanli degil capability tabanli kurmayi oneriyor. Kaynak: https://arxiv.org/abs/2609.08371 ## WATCHLIST - **Model IP savunmasi:** Distillation advisory sonrasi model provider'larin rate limit, fingerprinting ve degraded access stratejileri izlenecek. Kaynak: https://arstechnica.com/tech-policy/2026/09/six-chinese-ai-firms-accused-of-aggressively-copying-us-frontier-models/ - **Agent governance urunlesmesi:** Copilot permissions ve GitHub sandbox policy'nin Cursor/Codex/Claude Code tarafinda karsilik bulup bulmayacagi izlenecek. Kaynak: https://github.blog/changelog/2026-09-09-enterprise-managed-permissions-for-github-copilot-agent-operations | https://github.blog/changelog/2026-09-08-enterprise-managed-sandbox-in-copilot-for-jetbrains - **Humanoid uretim gercekligi:** XPeng IRON hattinin 2026 seri uretim ve 2027 ticari satis hedefi sonraki robotik run'larda kontrol edilmeli. Kaynak: https://technode.com/2026/09/09/xpeng-puts-humanoid-robot-production-line-into-operation-as-first-iron-robot-walks-off-autonomously/ - **AI audio copyright:** Suno v6 licensed-data pozisyonunun davalarda savunma etkisi olup olmayacagi izlenecek. Kaynak: https://techcrunch.com/2026/09/09/suno-replaces-its-ai-models-with-a-new-one-trained-on-licensed-music-as-copyright-suits-pile-up/ ## CikCik Paketi - **@sama / governance:** Sam Altman akisinda Paul Christiano'nun OpenAI Foundation Board'a katilimi paylasildi; safety governance mesaji sosyal kanalda da itildi. Kaynak: https://news.google.com/rss/articles/CBMiW0FVX3lxTFBEQXQxRXh3SlFGMGhBcklyZnF6NXBaTzZTQWVndnhyZmo1ZFJWLTk5RmYxSFBnb3VqVXR4VHIxT3FhQXNvTEpkMjc1a0NKTEtsQkNZOWpia2J2dzQ?oc=5 - **@janleike / risk quote:** Jan Leike akisinda Christiano'nun hizli capability acceleration ve alignment zorlugu hakkindaki risk vurgusu one cikti. Kaynak: https://news.google.com/rss/articles/CBMiZEFVX3lxTE0teGlEQ2RoWnBYQnc4SUlkeGxWanJJSW1hbXltQTFwZm1WT3ZSeTBtdndKWWhQZjk4bUl4Nko5MEh5bnlVcVotelAzT0hFVE5nTTdpOVRCY3Y2dnRWOWV4T21uSTM?oc=5 - **@natolambert / safety tonu:** Nathan Lambert, hizli AI ilerlemesini ciddiye alirken "dunya aktif olarak bitmiyor" ekseninde daha kanit-merkezli risk tonu istedi. Kaynak: https://news.google.com/rss/articles/CBMiYkFVX3lxTE9oeTNYUlN3ZEFUOHN3dU1FakNSbEFnZEoxWFdjM00zMXQzZ0Q3dElLb045dElYbDFwaERtd1BpWVFKYm5kVm1LLTlHNTdVWWVzM1pvbmJCVnlhNUlKSjFBaHFn?oc=5 - **@rasbt / Astra:** Sebastian Raschka akisinda GPT-6 Astra, looped transformers ve hidden reasoning analizi yayildi. Kaynak: https://news.google.com/rss/articles/CBMiWkFVX3lxTE1SSWVIYWw1djB2Q3pwSy1rcTFrSno4d3J2X0puQTh6a1d4S2NKZTVCTHM4d2dRX1ZuUDlkTDRjbDhEaXdEckN3TFBBMGZ5ZnRnLWJxb2NmVDVHQQ?oc=5 - **@elonmusk / robotics macro:** Elon Musk akisinda AI + robots'un 10 yildan kisa surede global ekonomiyi ikiye katlayabilecegi iddiasi goruldu; robotik hype seviyesi yuksek. Kaynak: https://news.google.com/rss/articles/CBMiXkFVX3lxTE5sQjhIUko0VlpBMlhuU2FXWVVoVGQ1R3UyLW9ETUZScXRJSjhob3QtUDVfX0FaQ3pTdUFSQUNfRVc1U1drLW5GNGxMazdjMnRrMmhUWlJ5ZFV6NlhTWWc?oc=5 - **@chipro / source health:** Chip Huyen akisinda bugunku run'da dogrudan yeni post dusmedi; collector yine de source watchlist'te tuttu. Kaynak: https://huyenchip.com/ ## Rehberler & Kaynaklar - **Transformers.js practical guide:** Browser'da AI calistirma icin uygulamali rehber. Kaynak: https://tighten.com/insights/run-ai-in-the-browser-a-practical-guide-to-transformers-js/ - **InfoQ AI sandbox scaling:** MicroVM/sandbox density uzerinden AI infra scaling anlatimi. Kaynak: https://www.infoq.com/presentations/unikraft-microvm-sandboxes-cloud-scaling/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=AI%2C+ML+%26+Data+Engineering - **AWS TorchServe migration:** Bakimsiz TorchServe workload'lari Ray Serve DLC'ye tasima rehberi. Kaynak: https://aws.amazon.com/blogs/machine-learning/simplify-and-support-your-torchserve-workloads-using-ray-serve-deep-learning-containers/ - **GitHub secret rulesets:** Secret leak iceren PR merge'lerini bloklama duyurusu, repo governance checklist'e eklenmeli. Kaynak: https://github.blog/changelog/2026-09-09-block-pull-requests-with-exposed-secrets-from-merging ## Oracle Self-Improvement Sinyalleri - **Dedupe darbogazi:** Bugunku run'da 7.874 merged item uzerinde dedupe yaklasik 8+ dakika CPU-bound calisti; sosyal/RSS hacmi buyudukce incremental veya pre-cluster dedupe ihtiyaci artiyor. Kaynak: https://github.com/openai/plugins - **Canonical URL ihtiyaci:** Search collector hala Google News/Bing aggregator URL'leri uretiyor; rapor kalitesi icin canonical resolver oncelikli iyilestirme. Kaynak: https://news.google.com/rss | https://www.bing.com/news - **RSS health:** Apple ML feed 404, Microsoft AI feed 410, VentureBeat/Reddit 429 verdi; source registry bakimi gerekiyor. Kaynak: https://machinelearning.apple.com/feed.xml | https://blogs.microsoft.com/ai/feed/ | https://venturebeat.com/category/ai/feed/ | https://www.reddit.com/r/LocalLLaMA/.rss - **Low-trust filtre:** Kantan News 481 signal-only ham madde uretirken ana raporda temsilci guvenilir kaynak kullanma kuralina uyuldu. Kaynak: https://kantan.news/ ## Kaynak Ozeti - **Coverage:** 5/5 source family calisti: rss/news, search, community, social, academic/api. Temsilci kaynaklar: https://openai.com/news/rss.xml | https://aws.amazon.com/blogs/machine-learning/feed/ | https://github.com/trending | https://arxiv.org/ - **Hacim:** 9.830 raw item, 4.700 input-unique, 4.448 raporlanabilir item. En yogun aile social 4.061 raw item, academic/api 2.010 raw item. Kaynak: https://arxiv.org/ | https://mastodon.social/ | https://news.google.com/rss - **Top topics:** Launches 2.563, Regulation 2.404, Models 1.557, Tooling 644, Security 563 sinyal verdi. Kaynak: https://github.blog/changelog/ | https://aws.amazon.com/blogs/machine-learning/ | https://arstechnica.com/tech-policy/ - **Blind spots:** Missing family yok; thin family yok; empty topic yok. Sorun nicelik degil, canonical URL ve source noise. Kaynak: https://news.google.com/rss | https://www.bing.com/news ## Coverage / Blind Spots - **rss/news:** OK. 2.721 raw item, 280 unique; DonanimHaber, Nikkei Asia ve The Register hacim lideri. Kaynak: https://www.donanimhaber.com/rss/tum/ | https://asia.nikkei.com/rss/feed/nar | https://www.theregister.com/headlines.atom - **search:** OK. 516 raw item, 309 unique; Google News AI/companies/security baskin. Risk: aggregator URL. Kaynak: https://news.google.com/rss | https://www.bing.com/news - **community:** OK. 41 raw item, 45 unique; GitHub Trending ve Lobsters calisti, Reddit 429 verdi. Kaynak: https://github.com/trending | https://lobste.rs/ | https://www.reddit.com/r/artificial/.rss - **social:** OK. 4.061 raw item, 1.558 unique; Twitter fallback yuksek hacim uretti, ancak X canonical link kalitesi zayif. Kaynak: https://news.google.com/rss | https://mastodon.social/ - **academic/api:** OK. 2.010 raw item, 2.256 unique; arXiv cs.LG, cs.CL, cs.CV baskin. Semantic Scholar 429 ve PapersWithCode parse uyarisi verdi. Kaynak: https://arxiv.org/ | https://api.semanticscholar.org/ | https://paperswithcode.com/ ## Bu Gece Sistem Ne Ogrendi - **Agent governance kalici tema:** Onceki learning artifact'ta AI Agents rising gorunuyordu; bugunku Copilot permissions, AgentCore ve capability-scoped harness bunu dogruladi. Kaynak: https://github.blog/changelog/2026-09-09-enterprise-managed-permissions-for-github-copilot-agent-operations | https://aws.amazon.com/blogs/machine-learning/how-heurist-finance-built-an-ai-native-investment-workbench-on-amazon-bedrock-agentcore/ | https://arxiv.org/abs/2609.08371 - **Regulation artik cyber ile birlesiyor:** AI Regulation spike'i bugun privacy deal ve distillation advisory ile geldi; politika, IP ve guvenlik ayni eksende okunmali. Kaynak: https://news.google.com/rss/articles/CBMiuAFBVV95cUxNU00ydHFnbnhrNFpRdl9kcVZydWNobGV0SUcyYzhna3psT1lwRzA0YkZwWTc5dmtZcnNtb3NKLWIyaFVnc1B0Tm94TTlNaFgzZUU4VE5FdDJlRkRpc0hmRHB2VFN2M3I4clFHX3E0MklLSkxJNUNCUDBHaWU0dGdNaTdmQkNJMmJoOVFKUHg4eWEtVEFkSm9IMzV4c2FvWWlhNnZXSFo4Mndaei1mRDlYZ2JpOXRxZ2NZ0gG-AUFVX3lxTE1mdVJuUnpVWkVwV1NiZjVubWxxazlZcjNQd1VWaUpVbkQ5MFZTc1FYQmUtMTdobFZ3TEdod19OeFlzTXdmdnRnQnR2dFgweU1mZHBzMXZCdUhkRHdEUjFCbS1NLWEzR1AtYmdYM2EtZEdlcU8wZV9OZnRPQ0VXQ1JaTTF0dVg2MXBVRFBYMGZMSTZucDdVZHZfNkV6YzYxREpfT2toTThhOC1faDJXdDd6SWlJWXBoMXdxd0pCdWc?oc=5 | https://www.bleepingcomputer.com/news/security/us-says-chinese-firms-extracted-billions-of-tokens-from-frontier-ai-models/ - **Source reliability dersi tekrarlandi:** Search akisi fazla aggregator uretmeye devam ediyor; bir sonraki run icin canonical URL cozumleme ve source scoring rapor kalitesini dogrudan artirir. Kaynak: https://news.google.com/rss | https://www.bing.com/news ## Dedupe & Kalite Notu > Bu rapordaki ana maddeler onceki 3 gunun rapor preview'larinda acikca islenen Navier-Stokes, ChatGPT Images 2.5, Cognition 48B, token theft ve GitLab sandbox haberleri tekrar edilmeyecek sekilde secildi. > > Toplam 9.830 raw item islendi. Merge sonrasi 7.874 kayit kaldi. Dedupe sonrasi 4.700 input-unique ve 4.448 raporlanabilir item uzerinden rapor yazildi. > > Dedupe sonucu: 3.155 fingerprint tekrari, 19 semantik tekrar elendi; trend tracker 55 topic icin 2026-09-04 -> 2026-09-10 penceresini guncelledi.