Oracle Gece Arastirma - 2026-07-03
Curated by Mahsum Aktaş · Automated daily AI industry scan
Oracle Gece Arastirma - 2026-07-03
Otomatik derleme | v3 pipeline | 6.868 ham item | 4.759 benzersiz item | 51 trend topic | 5 kaynak ailesi
Gunun Ozeti
Bugunun ana ekseni AI altyapisinin "model duyurusu"ndan "sermaye, chip, deployment ve guvenlik operasyonu"na kaymasi. OpenAI'in ABD hukumetine %5 hisse onerisi, Microsoft'un 2,5 milyar dolarlik Frontier Company yapisi ve Anthropic-Samsung chip gorusmeleri ayni tabloyu veriyor: frontier AI artik sadece API degil, devlet, musteri sahasi ve silicon katmani. Kaynak: https://techcrunch.com/2026/07/02/openai-proposed-donating-5-of-its-equity-to-a-us-sovereign-wealth-fund/ ve https://the-decoder.com/microsoft-launches-2-5-billion-frontier-company-to-embed-6000-ai-engineers-inside-enterprise-clients/ ve https://techcrunch.com/2026/07/02/anthropic-is-discussing-a-new-custom-chip-with-samsung/
Ikinci hat guvenlik ve agent runtime: Amazon Bedrock phishing detection, Langflow RCE uzerinden otomatik ransomware, BioShocking AI browser bypass ve SentryCode honeytoken auditor ayni sinyali veriyor. Agent'larin calistigi ortam, okudugu tool metadata ve eristigi secret'lar artik ana risk yuzeyi. Kaynak: https://aws.amazon.com/blogs/machine-learning/how-amazon-bedrock-catches-ai-generated-phishing/ ve https://news.google.com/rss/articles/CBMifEFVX3lxTE5SSGU1Y3pjd3BjRGllY3NDT2x5ZWI3MEpza1A5UGFRVDBNUEE2OEZ4RDZfc2RJeVhJOUNZUEVEb2t0d1RzVzFmUkhwTnhRZ29vMHVuT1RwS0ZzYXFFTXhlVlk2TE1PZ0kxNWdpc3RtY1U4VU9YTDdoNWdZbTU?oc=5 ve https://www.reddit.com/r/MachineLearning/comments/1ul7ap2/sentrycode_realtime_auditor_honeytokens_for_ai/
Ucuncu hat arastirma: 2 Temmuz arXiv akisi agent eval, safety, robotics, medical AI ve coding-agent benchmark'lariyla dolu. "Tek transformer layer ile RL", "coding agent benchmark'lari gercekten olcuyor mu", "AutoMem" ve "EgoSafetyBench" gibi isler, agent'larda kapasite kadar olcum ve kontrol probleminin buyudugunu gosteriyor. Kaynak: https://arxiv.org/abs/2607.01232 ve https://arxiv.org/abs/2607.01211 ve https://arxiv.org/abs/2607.01224 ve https://arxiv.org/abs/2607.00218
TRENDS
- SPIKE: Microsoft, GPT-4, Flux ve Claude 4 trend penceresinde sicrama verdi; bugun Microsoft tarafinda yeni sinyal 2,5 milyar dolarlik Frontier Company, Anthropic tarafinda ise Samsung ile custom chip gorusmesi. Kaynak: https://the-decoder.com/microsoft-launches-2-5-billion-frontier-company-to-embed-6000-ai-engineers-inside-enterprise-clients/ ve https://techcrunch.com/2026/07/02/anthropic-is-discussing-a-new-custom-chip-with-samsung/
- YUKSELIS: AI Agents 1.044 toplam gorunumle halen baskin; agent faturasi, benchmark guvenirligi, runtime sandbox ve memory skill basliklari ayni yone gidiyor. Kaynak: https://www.langchain.com/blog/fix-your-coding-agent-bill ve https://arxiv.org/abs/2607.01211 ve https://github.com/TencentCloud/CubeSandbox
- YUKSELIS: AI Regulation ve AI Safety sinyali guclu; UN governance uyarisi, OpenAI kamu hissesi ve Japonya patent karari ayni politika ekseninde. Kaynak: https://www.theregister.com/ai-and-ml/2026/07/02/un-warns-of-need-for-global-governance-to-avoid-an-ai-pocalypse/5265188 ve https://techcrunch.com/2026/07/02/openai-proposed-donating-5-of-its-equity-to-a-us-sovereign-wealth-fund/ ve https://japannews.yomiuri.co.jp/science-nature/technology/20260306-314930/
- INFRA: Anthropic-Samsung, Amazon device chips, NVIDIA AI compute buildout ve Together AI yatirimi compute arzinin hala ana darboğaz oldugunu gosteriyor. Kaynak: https://www.cnbc.com/2026/07/02/amazon-ai-chips-devices.html ve https://blogs.nvidia.com/blog/nvidia-unlocks-ai-compute-at-scale-capital-partners-to-power-ai-infrastructure-buildout/ ve https://webrazzi.com/2026/07/02/together-ai-800-milyon-dolar-yatirim-alarak-degerlemesini-83-milyar-dolara-cikardi/
Top 7
- OpenAI, politik baskiyi azaltmak icin ABD hukumetine sirketin %5 hissesini verme fikrini masaya koydu; frontier AI'da kamu payi ve ulusal strateji tartismasi sertlesiyor. Kaynak: https://techcrunch.com/2026/07/02/openai-proposed-donating-5-of-its-equity-to-a-us-sovereign-wealth-fund/
- Microsoft, 6.000 muhendisi enterprise musteri icine gommek icin 2,5 milyar dolarlik Frontier Company kuruyor; FDE modeli artik OpenAI/Amazon cizgisinden Microsoft'a da tasindi. Kaynak: https://the-decoder.com/microsoft-launches-2-5-billion-frontier-company-to-embed-6000-ai-engineers-inside-enterprise-clients/
- Anthropic, Samsung ile custom AI chip uretimi icin gorusuyor; OpenAI-Broadcom hattindan sonra model laboratuvarlari kendi silicon kaderini kontrol etmek istiyor. Kaynak: https://techcrunch.com/2026/07/02/anthropic-is-discussing-a-new-custom-chip-with-samsung/
- Together AI, 800 milyon dolar yatirimla 8,3 milyar dolar degerlemeye cikti; open-source AI cloud pazari, frontier API'lerin alternatifi olarak sermaye cekmeye devam ediyor. Kaynak: https://webrazzi.com/2026/07/02/together-ai-800-milyon-dolar-yatirim-alarak-degerlemesini-83-milyar-dolara-cikardi/
- Meta, prompt ile mini oyun ureten Pocket uygulamasini sessizce yayina aldi; vibe-coded consumer app fikri sosyal/oyun katmanina iniyor. Kaynak: https://techcrunch.com/2026/07/02/meta-quietly-launches-vibe-coded-gaming-app-pocket/
- Amazon Bedrock, AI-generated phishing yakalama akisini anlatti; generative phishing'e karsi defense pipeline'i artik model + detection + security ops paketi. Kaynak: https://aws.amazon.com/blogs/machine-learning/how-amazon-bedrock-catches-ai-generated-phishing/
- "Is One Layer Enough?" paper'i, tek transformer layer egitiminin bazi RL post-training etkilerini yakalayabilecegini iddia ediyor; RLHF/RLVR'da hangi katmanlarin degistigi sorusu onemli. Kaynak: https://arxiv.org/abs/2607.01232
KAT-1 - LLM & Model Guncellemeleri
- Meituan LongCat-2.0 Hugging Face trending'de gorundu; Cin kaynakli MoE/open-weight modellerde hizli iterasyon suruyor. Kaynak: https://huggingface.co/meituan-longcat/LongCat-2.0
- Z.ai, GLM-5.2 etrafinda konumlanan ZCode agentic coding environment'i duyurdu; coding IDE rekabeti modelden cok agent calisma ortamina kayiyor. Kaynak: http://www.bing.com/news/apiclick.aspx?ref=FexRss&aid=&tid=6a46d8a4d98a4e7e92b9cf7e0296f678&url=https%3a%2f%2fwww.techbooky.com%2fz-ai-unveils-zcode-an-agentic-ai-coding-environment%2f&c=196731448586379786&mkt=tr-tr
- fal/LTX-2.3-3DREAL-LoRA, render-to-real ve 3D-to-real video use-case'iyle HF trending'de; video modelleri daha niş conversion workflow'larina ayriliyor. Kaynak: https://huggingface.co/fal/LTX-2.3-3DREAL-LoRA
- Amazon Bedrock, NVIDIA Nemotron ve OpenAI GPT OSS modellerini AWS GovCloud tarafinda calistirma hattini anlatti; kamu bulutunda open-weight model secenekleri artiyor. Kaynak: https://aws.amazon.com/blogs/machine-learning/run-nvidia-nemotron-and-openai-gpt-oss-models-on-amazon-bedrock-in-aws-govcloud-us/
KAT-2 - Arastirma & Paper'lar
- "Is One Layer Enough?" calismasi, full-parameter RL egitiminin etkilerinin tek layer update ile yakalanabilecegini test ediyor; post-training maliyetini dusurme acisindan kritik. Kaynak: https://arxiv.org/abs/2607.01232
- EPC, LLM agent sistemlerinde evaluator preference dynamics'i standart protokole baglamayi oneriyor; evaluator drift agent davranisini sessizce bozabilir. Kaynak: https://arxiv.org/abs/2607.00297
- "Mapping the Evaluation Frontier", evaluator-agent kosullarinda bias-reliability tradeoff'u ampirik inceliyor; eval skorunu tek sayiya indirgemek riskli. Kaynak: https://arxiv.org/abs/2607.00304
- AutoMem, memory'yi otomatik ogrenilen cognitive skill olarak ele aliyor; agent hafizasi static RAG degil, optimize edilen bir beceri haline geliyor. Kaynak: https://arxiv.org/abs/2607.01224
KAT-3 - Araclar & Framework'ler
- LangChain, coding agent faturasinin nasil dusurulecegini yazdi; context, loop ve tool harcamasini kontrol etmeyen ekiplerde agent maliyeti developer maliyetini zorlayabilir. Kaynak: https://www.langchain.com/blog/fix-your-coding-agent-bill
- PyMuPDF 1.28 Markdown'u first-class document olarak desteklemeye basladi; PDF ve Markdown arasindaki veri donusumu RAG/dataset hazirlama icin pratiklesiyor. Kaynak: https://pymupdf.io/blog/markdown-in-pymupdf-1-28
- Roanoke College is yeri profesyonelleri icin AI training programi baslatti; enterprise AI okuryazarligi artik HR/egitim urunu olarak yayiliyor. Kaynak: https://news.google.com/rss/articles/CBMipAFBVV95cUxNaDJpTjlJZ2hYNHhpV2pzZHFCSS1ieWpRSHpSamlFRDlLcFZFczBXOEphZlp4OW5OVU5EMmZsR241WWgwMUFVRDZUSVhqRk1zQ2tOT01rV3FPdzRsOEcySDFiNnF0bHMtMFgtOS11RHpwV1Q5aFZpbTZBYVhKN09ySEZIMDFTaWY2VF9qLWRQTG1DY09URFVweHhUNXlkeTNBbEdkedIBuAFBVV95cUxQMlhaZXV6bXhzX08xZlU2dWdFbExaQk5FYjh6d2hjOHZ5VXdINlBQLXBZbE5LaWpWTjIxLURKdUxfc1FJRWZCbzQ1aHVkenJESERBam5iTkJsM0ljbWl0RXJTc3d6QWhTTnpmdEQyOUdlNks4cDhFdDZSMjdsRGR4Z2pRWno3LXRxMWN3cUtJZGZXdDFQTVVnV2M0US0zREd5dVdXMjcxRWh4c0NRemhVdmowMjVUSFhu?oc=5
- AWS, SageMaker AI'da multi-turn RL best practice'lerini yayinladi; agent egitiminde environment guveni, external eval ve reward tasarimi ana kontrol noktasi. Kaynak: https://aws.amazon.com/blogs/machine-learning/best-practices-for-multi-turn-reinforcement-learning-in-amazon-sagemaker-ai/
KAT-4 - Acik Kaynak
- CubeSandbox, AI agent'lar icin instant, concurrent ve lightweight sandbox servisi olarak trending'e girdi; izole runtime ihtiyaci artik open-source urunlesiyor. Kaynak: https://github.com/TencentCloud/CubeSandbox
- VulnClaw, AI Agent + MCP toolchain ile pentest surecini dogal dilden rapora kadar otomatiklestirme iddiasi tasiyor; security automation cizgisi daha agresif hale geliyor. Kaynak: https://github.com/Unclecheng-li/VulnClaw
- allenai/olmocr, PDF ve image-based document formatlarini LLM datasetleri icin linearize ediyor; dokuman ingestion katmani hala kritik darboğaz. Kaynak: https://github.com/allenai/olmocr
- msitarzewski/agency-agents, specialization odakli "AI agency" repo'su olarak one cikti; coklu persona/rol temelli agent paketleri halen topluluk ilgisi topluyor. Kaynak: https://github.com/msitarzewski/agency-agents
KAT-5 - Endustri & Sirketler
- Microsoft Frontier Company, 6.000 AI muhendisini musteri operasyonlarina gomerek "model satariz"dan "AI donusumu uygulariz" fazina geciyor. Kaynak: https://the-decoder.com/microsoft-launches-2-5-billion-frontier-company-to-embed-6000-ai-engineers-inside-enterprise-clients/
- Together AI'in 800 milyon dolarlik turu, open-source AI cloud pazarinda compute + model serving + enterprise support kombinasyonunun sermaye cekmeye devam ettigini gosteriyor. Kaynak: https://webrazzi.com/2026/07/02/together-ai-800-milyon-dolar-yatirim-alarak-degerlemesini-83-milyar-dolara-cikardi/
- Higharc, homebuilding AI icin 90 milyon dolar Series C aldi; AI yatirimi sadece model lab'larina degil, dikey operasyon yazilimlarina da akiyor. Kaynak: https://news.google.com/rss/articles/CBMimgFBVV95cUxQN1psdWtnamlUVWlqSC05X1BBU1gya3NCdVZncGs3UV9Ma1l1RXE5M3BQTjlBV1RfZXR1VkR5RWFpeE1DRmYwNXlocWtrRW9lVzhTaG8zNVhhMFdKc1JOVkdmSVdJblk1VzAyWkl1YnNCZ1ZVNkpjRVo2bThXZnFKQkpGckdmMlppTjJMQkhfYmFwdmk1OUFqdW5n?oc=5
- Talp, Turk koklu AI persona/customer simulation fikriyle 20 milyon dolar pre-seed valuation hedefliyor; TR baglantili startup ekosisteminde agent/simulation nişi izlenmeli. Kaynak: https://news.google.com/rss/articles/CBMi1AFBVV95cUxQY18xVEZrdVF1MjZUT2FyNUVXQ3VzWHFEYjhTRV81dm5ZaDlrei1KX1ljNFNxSFZWNDM0cUM5Qjl4WEZUZXdrR1lGUEJjVVExOFB1QzFpQVVwNXIzS1BsU0JJZHRIcHhfRVBVMW1QRjJzQzVfWTl6UFA5d0pPTUx6XzhRRTVwaDZoU1hoZURkS2ZYcTJ3X0RRbldpWWpndGZtUFBvUFJ2QkhaOUVCYWdKNTBkWWpqQ2RFXzByTFN4S3lSd0tVUlRpTGV4R05QX0xQZXF3WA?oc=5
KAT-6 - AI Agent'lar
- "Are Performance-Optimization Benchmarks Reliably Measuring Coding Agents?" paper'i, coding agent benchmark'larinin gercek optimizasyon becerisini olcup olcmedigini sorguluyor; test tasarimi agent kalitesini belirliyor. Kaynak: https://arxiv.org/abs/2607.01211
- "Stop Hand-Holding Your Coding Agent" calismasi, adim adim prompting yerine loop engineering'i savunuyor; agent verimi prompt kalitesinden runtime loop tasarimina kayiyor. Kaynak: https://arxiv.org/abs/2607.00038
- "From Registry to Repository", AI agent skill'lerinin nasil yazildigi, adapte edildigi ve bakildigini inceliyor; procedural memory ve skill registry yaklasimi olgunlasiyor. Kaynak: https://arxiv.org/abs/2607.00911
- Bayesian uncertainty for Agentic RAG, multi-hop QA'da belirsizlik propagation'ini RAG pipeline'ina sokuyor; agent cevabi kadar confidence flow'u da izlenmeli. Kaynak: https://arxiv.org/abs/2607.00972
KAT-7 - Multimodal
- Meta Pocket, text prompt ile interaktif mini game ureten consumer app olarak cikti; multimodal/generative output artik statik image/video degil, playable object. Kaynak: https://techcrunch.com/2026/07/02/meta-quietly-launches-vibe-coded-gaming-app-pocket/
- fal/LTX-2.3-3DREAL-LoRA, 3D render'i realistik videoya tasima use-case'iyle one cikiyor; synthetic-to-real media pipeline'i gucleniyor. Kaynak: https://huggingface.co/fal/LTX-2.3-3DREAL-LoRA
- Audio-Visual Camera Pose Estimation, passive scene sound ve in-the-wild video ile kamera pose tahminini birlestiriyor; multimodal perception'da ses daha fazla kullanilacak. Kaynak: https://arxiv.org/abs/2512.12165
- Universal Image Immunization, diffusion tabanli image editing'e karsi semantic injection savunmasi oneriyor; gorsel icerik guvenligi generative edit caginda ayri yuzey. Kaynak: https://arxiv.org/abs/2602.14679
KAT-8 - Robotik & Embodied AI
- ABot-M0.5, mobility ve manipulation'i tek world action model'da birlestiriyor; VLA sistemleri hareket ve elle manipulasyonu ayri moduller olarak tasarlamaktan uzaklasiyor. Kaynak: https://arxiv.org/abs/2607.00678
- FurnitureVLA, uzun ufuklu bimanual furniture assembly icin VLA modeli oneriyor; robotik task'lar giderek cok adimli, iki el ve fiziksel planlama gerektiren senaryolara kayiyor. Kaynak: https://arxiv.org/abs/2607.01212
- EgoSafetyBench, embodied VLM'leri runtime safety guard olarak olcmek icin egocentric video benchmark sunuyor; robot safety sadece policy degil, anlik algi guard'i. Kaynak: https://arxiv.org/abs/2607.00218
- Ant Group'un 18 ayda 12 humanoid robot anlasmasi yapmasi, Cin'de humanoid pazarin finans/commerce ekosistemlerine de yayildigini gosteriyor. Kaynak: https://www.cnbc.com/2026/07/01/alibaba-affiliate-ant-group-enters-the-humanoid-robot-market-with-12-deals.html
KAT-9 - Topluluk & Tartismalar
- SentryCode, AI coding agent'larin telemetry/env scanning/honeytoken risklerine karsi real-time auditor fikrini topluluga tasidi; agent guvenligi developer makinesinde basliyor. Kaynak: https://www.reddit.com/r/MachineLearning/comments/1ul7ap2/sentrycode_realtime_auditor_honeytokens_for_ai/
- Lobsters'ta "The Control Plane Was the Point" basligi, fuzzing/control-plane tartismasini LLM cagina uyarladi; automation'da asil deger orchestration katmaninda. Kaynak: https://yfu.tw/blog/en/autofz-revisited/
- r/MachineLearning'de paper fishing tartismasi, akademik uretkenlik ve incentive bozulmasini one cikardi; AI paper hacmi arttikca kalite sinyali daha degerli hale geliyor. Kaynak: https://www.reddit.com/r/MachineLearning/comments/1ulgunh/what_do_you_think_about_paper_fishing_d/
- Mastodon'da asymmetric quantization basligi, retrieval storage maliyetini %97 azaltma iddiasiyla paylasildi; RAG ekonomisi sadece model degil, indeks maliyeti. Kaynak: https://mastodon.social/@h4ckernews/116849329759176064
SECURITY
- AI Agent Exploits Langflow RCE haberi, zafiyet somurme + database ransomware akisini agent otomasyonu ile birlestiriyor; AI app'ler klasik RCE riskini buyutuyor. Kaynak: https://news.google.com/rss/articles/CBMifEFVX3lxTE5SSGU1Y3pjd3BjRGllY3NDT2x5ZWI3MEpza1A5UGFRVDBNUEE2OEZ4RDZfc2RJeVhJOUNZUEVEb2t0d1RzVzFmUkhwTnhRZ29vMHVuT1RwS0ZzYXFFTXhlVlk2TE1PZ0kxNWdpc3RtY1U4VU9YTDdoNWdZbTU?oc=5
- Amazon Bedrock phishing detection yazisi, AI-generated phishing'e karsi model-assisted detection hattini production security pratiğine bagliyor. Kaynak: https://aws.amazon.com/blogs/machine-learning/how-amazon-bedrock-catches-ai-generated-phishing/
- Apple, AI-driven exploit acceleration gerekcesiyle erken security update yayinladi; patch cadence AI cagina gore kisalabilir. Kaynak: https://news.google.com/rss/articles/CBMiqAFBVV95cUxQcFpfdnJQZF9Hb3RBWTkwd1p2UGU4WTZaY05rRzhWQ21KdFpTeWM5ZU1SQnhLZkhaRUJaRVJobjVXVDhqMk9lcGlHa1E4YkRVblpKdUE2aUc2YjlOM1NLWTJ1a0xaTW1JemNDN1F5eWpzNGkyUmxzdkdUeVpWNGJyVVlrY0RqZGFtTDd5ZjhLQWZULXJKRXcwYkxudXh0MXM2cU5yaXd1d0w?oc=5
- BioShocking AI browser vulnerability, browser-agent guardrail bypass ve credential leak riskini gosteriyor; AI browser'lar normal browser'dan daha genis threat model istiyor. Kaynak: https://news.google.com/rss/articles/CBMiswFBVV95cUxQVF9FNlppNlRQME9veTZlSUU3WHVqT1FyVW1TTTVrQ1FIbTUtdy1FN2hyOUxOenZXOGtvU2RFUG4ySU9KcXpSVVZsTUpPVXIwbC1mSkt4c25qR0FmN2VRT2w3Mnh4OXpfZUd5SHdPS19PX200Szl5NS1wMk1WTkVxenFSZ3hpVFpNd0U1TmVBSlBsSXRNOHYtaEJ5LUM4Yko5aHpCMzRzVTBLT0ZadnVjMmF6Zw?oc=5
REGULATION
- UN governance uyarisi, AI'in hukumetlerden hizli ilerledigini ve global yonetisim ihtiyacini vurguluyor; policy gecikmesi ana risk. Kaynak: https://www.theregister.com/ai-and-ml/2026/07/02/un-warns-of-need-for-global-governance-to-avoid-an-ai-pocalypse/5265188
- OpenAI'in ABD hukumetine %5 hisse onerisi, AI kazancinin kamu ile paylasimi ve politik mesruiyet tartismasini aciyor. Kaynak: https://techcrunch.com/2026/07/02/openai-proposed-donating-5-of-its-equity-to-a-us-sovereign-wealth-fund/
- Japonya mahkemesi, AI'in patent basvurusunda mucit olarak listelenemeyecegine hukmetti; IP hukuku "AI output" ile "human inventor" ayrimini koruyor. Kaynak: https://japannews.yomiuri.co.jp/science-nature/technology/20260306-314930/
- AI in citizen science icin etik ve yasal rehberlik boslugu tartisiliyor; transparency ve katilimci riza kurallari hala geride. Kaynak: https://www.reddit.com/r/artificial/comments/1uli1m4/new_peerreviewed_study_flags_an_urgent_gap_there/
AI-SCIENCE
- NVIDIA BioNeMo'nun Claude Science ile anilmasi, bilimsel AI workflow'larinda GPU-accelerated biotech tooling ve frontier assistant entegrasyonunun hizlandigini gosteriyor. Kaynak: https://news.google.com/rss/articles/CBMiowFBVV95cUxQcUdweEtoUG90SVNZbkgtY3BrdktLc2h5bTNsSk1ieDVUOEFfWTUyTkg1VnV1YWZVYXVtajRNZ3BQLUtWWW5Lc1dFOC1FY241WmtNVUhjbk8wbkJEaEhnVTRKVkU4MkpNa3ZYajhTOHJQbWNUSWZlY0d6ZGZocWlDLTFnejljY181TnBROThyZjlFMjdMM1dMc05pMnJfWkg3c2Jv?oc=5
- SynLaD, 3D pharmacophore profile kosullu synthesizable molecule generation icin latent diffusion kullaniyor; drug discovery'de generate edilebilirlik kadar sentezlenebilirlik de hedef. Kaynak: https://arxiv.org/abs/2607.01105
- EchoRisk, cardio-oncology icin multicentre echocardiography dataset/benchmark sunuyor; klinik AI'da veri cografi/kurumsal cesitlilik kritik. Kaynak: https://arxiv.org/abs/2607.01039
- Graph-native RL, bilimsel hipotez uretimini conceptual recombination ile izlenebilir hale getirmeyi hedefliyor; agentic science icin traceability ana sart. Kaynak: https://arxiv.org/abs/2607.00924
INFRA
- Anthropic-Samsung custom chip gorusmesi, model lab'larin Nvidia disi silicon stratejisini hizlandirdigini gosteriyor. Kaynak: https://techcrunch.com/2026/07/02/anthropic-is-discussing-a-new-custom-chip-with-samsung/
- Amazon, Echo/Fire TV ve gelecek cihazlari icin kendi AI chip'lerini tasarladigini soyledi; edge/device AI icin custom silicon ev icine kadar iniyor. Kaynak: https://www.cnbc.com/2026/07/02/amazon-ai-chips-devices.html
- NVIDIA, AI compute buildout icin capital partners ve scale-out altyapi anlatısını guclendirdi; inference talebi surekli calisan AI factory ekonomisine donusuyor. Kaynak: https://blogs.nvidia.com/blog/nvidia-unlocks-ai-compute-at-scale-capital-partners-to-power-ai-infrastructure-buildout/
- Crystalite, crystal modeling icin lightweight transformer oneriyor; materials ve simulation workload'larinda domain-specific efficient model ihtiyaci suruyor. Kaynak: https://arxiv.org/abs/2604.02270
SAFETY
- MolSafeEval, AI-generated molecules icin safety risk benchmark'i sunuyor; bilimsel generative modellerde zararlı molekul uretimi somut safety yuzeyi. Kaynak: https://arxiv.org/abs/2607.00464
- "Illusion of High Utility in Safety Alignment of Text-to-Image Diffusion Models", safety alignment'in utility etkisini sorguluyor; alignment metrikleri gercek kullanim degeriyle karistirilmamali. Kaynak: https://arxiv.org/abs/2607.00402
- "A Mechanistic View of Authority Hierarchy in LLM Sycophancy", modellerin otorite hiyerarsisine gore sycophancy davranisini analiz ediyor; enterprise agent'larda rol/otorite tasarimi riskli. Kaynak: https://arxiv.org/abs/2607.00415
- Managed Autonomy at Runtime, cyber-physical agent'larda gear-based safety/governance oneriyor; tek seviye otonomi yerine kademeli yetki modeli gerekli. Kaynak: https://arxiv.org/abs/2607.00334
WATCHLIST
- Anthropic: Samsung custom chip gorusmesi ve Claude Science/BioNeMo baglantisi nedeniyle compute + science hattinda izleme devam. Kaynak: https://techcrunch.com/2026/07/02/anthropic-is-discussing-a-new-custom-chip-with-samsung/
- OpenAI: ABD hukumetine %5 hisse onerisi, sirketin politik riskini urun riskinden daha buyuk hale getiriyor. Kaynak: https://techcrunch.com/2026/07/02/openai-proposed-donating-5-of-its-equity-to-a-us-sovereign-wealth-fund/
- Microsoft: Frontier Company ile FDE modeli kurumsal AI pazarinda yeni delivery standardi olabilir. Kaynak: https://the-decoder.com/microsoft-launches-2-5-billion-frontier-company-to-embed-6000-ai-engineers-inside-enterprise-clients/
- Together AI: 800 milyon dolar tur, open-source AI cloud'un takipte kalmasi gerektigini gosteriyor. Kaynak: https://webrazzi.com/2026/07/02/together-ai-800-milyon-dolar-yatirim-alarak-degerlemesini-83-milyar-dolara-cikardi/
- Talp: Turk koklu customer simulation/persona AI girisimi, CikCik ve is zekasi acisindan izlenmeli. Kaynak: https://news.google.com/rss/articles/CBMi1AFBVV95cUxQY18xVEZrdVF1MjZUT2FyNUVXQ3VzWHFEYjhTRV81dm5ZaDlrei1KX1ljNFNxSFZWNDM0cUM5Qjl4WEZUZXdrR1lGUEJjVVExOFB1QzFpQVVwNXIzS1BsU0JJZHRIcHhfRVBVMW1QRjJzQzVfWTl6UFA5d0pPTUx6XzhRRTVwaDZoU1hoZURkS2ZYcTJ3X0RRbldpWWpndGZtUFBvUFJ2QkhaOUVCYWdKNTBkWWpqQ2RFXzByTFN4S3lSd0tVUlRpTGV4R05QX0xQZXF3WA?oc=5
CikCik Paketi
- "Thread" acisi: OpenAI %5 kamu hissesi haberi "AI kazanci kimin?" sorusu icin guclu sosyal medya konusu. Kaynak: https://techcrunch.com/2026/07/02/openai-proposed-donating-5-of-its-equity-to-a-us-sovereign-wealth-fund/
- "Security hot take": SentryCode ve Langflow RCE ayni mesaji veriyor: AI agent guvenligi sadece prompt injection degil, developer makinesi ve exposed app guvenligi. Kaynak: https://www.reddit.com/r/MachineLearning/comments/1ul7ap2/sentrycode_realtime_auditor_honeytokens_for_ai/ ve https://news.google.com/rss/articles/CBMifEFVX3lxTE5SSGU1Y3pjd3BjRGllY3NDT2x5ZWI3MEpza1A5UGFRVDBNUEE2OEZ4RDZfc2RJeVhJOUNZUEVEb2t0d1RzVzFmUkhwTnhRZ29vMHVuT1RwS0ZzYXFFTXhlVlk2TE1PZ0kxNWdpc3RtY1U4VU9YTDdoNWdZbTU?oc=5
- "Turkiye angle": Talp'in Turk koklu AI persona/customer simulation hikayesi, yerel ekosistem icin kullanilabilir bir pozitif sinyal. Kaynak: https://news.google.com/rss/articles/CBMi1AFBVV95cUxQY18xVEZrdVF1MjZUT2FyNUVXQ3VzWHFEYjhTRV81dm5ZaDlrei1KX1ljNFNxSFZWNDM0cUM5Qjl4WEZUZXdrR1lGUEJjVVExOFB1QzFpQVVwNXIzS1BsU0JJZHRIcHhfRVBVMW1QRjJzQzVfWTl6UFA5d0pPTUx6XzhRRTVwaDZoU1hoZURkS2ZYcTJ3X0RRbldpWWpndGZtUFBvUFJ2QkhaOUVCYWdKNTBkWWpqQ2RFXzByTFN4S3lSd0tVUlRpTGV4R05QX0xQZXF3WA?oc=5
- "Builder audience": CubeSandbox ve LangChain coding-agent bill yazisi, agent kullanan developer'lara dogrudan faydali pratik thread malzemesi. Kaynak: https://github.com/TencentCloud/CubeSandbox ve https://www.langchain.com/blog/fix-your-coding-agent-bill
- "Science angle": MolSafeEval ve EchoRisk, AI-science'in sadece discovery degil safety/benchmark problemi oldugunu gosteren iyi ikili. Kaynak: https://arxiv.org/abs/2607.00464 ve https://arxiv.org/abs/2607.01039
Oracle Self-Improvement Sinyalleri
- Dedupe pipeline bugun 6.080 merged item'i 4.759 unique item'a indirdi; agent raporlarinda tekrar azaltma kritik cunku ayni haber onceki 3 gunde zaten islenebiliyor. Bu ders, coding-agent benchmark'larindaki "what you check is what you get" problemiyle ayni aileden. Kaynak: https://huggingface.co/papers/2606.28430
- Social collector 4.103 item uretirken X fallback'leri cok eski Google News/X proxy sonucunu da getirdi; CikCik tarafinda tarih filtresi ve canonical URL cozumleme sertlestirilmeli. Kaynak: https://github.com/TencentCloud/CubeSandbox
- Dedupe semantik depo 105K+ kayda ulasti; embedding/state temizligi otomasyon maliyetini dusurmek icin planlanmali. Memory skill ve AutoMem trendi bu hattin dogru oldugunu destekliyor. Kaynak: https://arxiv.org/abs/2607.01224
- Codex CLI rapor uretimi bos yanit dondu; fallback rapor yazimi devreye alindi. Bu olay, production agent'larda runtime observability ve self-recovery ihtiyacini dogruluyor. Kaynak: https://arxiv.org/abs/2607.00334
Kaynak Ozeti
| Kaynak ailesi | Durum | Sinyal | Ornek URL |
|---|---|---|---|
| RSS | 1.336 item | AWS, NVIDIA, TechCrunch, arXiv ve security bloglari guclu | https://aws.amazon.com/blogs/machine-learning/how-amazon-bedrock-catches-ai-generated-phishing/ |
| Academic/API | 842 item | arXiv ve HF daily papers yogun; paper hacmi cok yuksek | https://arxiv.org/abs/2607.01232 |
| Community | 70 item | GitHub trending ve Reddit/HN sinyali temiz | https://github.com/TencentCloud/CubeSandbox |
| Search | 517 item | Google/Bing News ile funding, regulation ve industry tarandi | https://webrazzi.com/2026/07/02/together-ai-800-milyon-dolar-yatirim-alarak-degerlemesini-83-milyar-dolara-cikardi/ |
| Social | 4.103 item | Mastodon/Bluesky temiz, X fallback fazla gürültülü | https://bsky.app/profile/simonwillison.net/post/3mpopb6qtnc2p |
Dedupe & Kalite Notu
Merge: 6.868 giris -> 6.080 cikis, 788 URL tekrari atildi. Dedupe: 6.080 giris -> 4.759 yeni, 1.295 fingerprint tekrari, 26 semantik tekrar. Trend tracker: 51 topic, pencere 2026-06-27 -> 2026-07-03. Bu raporda onceki 3 gunun ana haberleri olan Cloudflare x402, GitHub Copilot 1 Temmuz changelog paketi, Docker agent isolation, Claude Sonnet 5 ve Claude Science bilincli olarak tekrar ana madde yapilmadi.