Oracle Gece Arastirma - 2026-07-13
Curated by Mahsum Aktaş · Automated daily AI industry scan
Oracle Gece Arastirma - 2026-07-13
Otomatik derleme | v3 pipeline | 5.027 raw item | 4.992 merged item | 1.640 benzersiz item | 80 benzersiz kaynak | 5/5 kaynak ailesi
Gunun Ozeti
Bugunun ana ekseni agent ve guvenlik katmaninin ayni hatta birlesmesi: AI coding agent'larin endpoint guvenlik kurallarini tetiklemesi, MCP tool description zehirlenmesi ve AI destekli vulnerability discovery basliklari enterprise agent runtime'larinin artik dogrudan security konusu oldugunu gosteriyor. Kaynak: http://www.bing.com/news/apiclick.aspx?ref=FexRss&aid=&tid=6a5407afc1b94e5bbd5c13353e9ca9e6&url=https%3a%2f%2fthehackernews.com%2f2026%2f07%2fai-coding-agents-found-triggering.html&c=17576295915323837461&mkt=tr-tr ve https://news.google.com/rss/articles/CBMifEFVX3lxTFA5LS1ZMExFM2I1R2FwWW1scGh4MGJNWGhvMG9yQ0diSUotZzEzTE4yTXZtQ0VvcWVEU1dod3NLQ2FaeVFhU2lhTC0tdVhhczlQRVFQakZ3X2NhY3lKVEJxdVFncW05MXYzNDhSZWRySW9jV29WZ1lBTDdFdm0?oc=5
Ikinci eksen altyapi maliyeti: memory chip pazari, veri merkezi emisyonlari, SpaceX uzay veri merkezi iddiasi ve Mesh LLM gibi dagitik compute deneyleri AI talebinin compute, enerji ve bellek tarafinda sikismaya devam ettigini gosteriyor. Kaynak: https://www.theregister.com/ai-and-ml/2026/07/12/memory-makers-are-slaves-to-the-boom-bust-rollercoaster-and-the-ai-boom-is-the-wildest-ride-of-all/5269549 ve https://www.iroh.computer/blog/mesh-llm
Ucuncu eksen guven ve kullanici izni: Meta'nin Instagram/Muse imaj ozelligini geri cekmesi, Ray-Ban Meta AI glasses tepkisi ve LinkedIn'deki AI slop orani, AI urunlerinin teknik kabiliyetten cok consent, kalite ve sosyal kabul duvarina carpacagini gosteriyor. Kaynak: https://the-decoder.com/meta-kills-muse-image-feature-that-let-anyone-generate-ai-photos-of-instagram-users-without-consent/ ve https://the-decoder.com/linkedin-is-the-undisputed-king-of-long-form-ai-slop-according-to-a-study-spanning-five-platforms/
Top 7
- Claude Code browser katmanina indi. Claude Code'un harici web sayfalarini okuyup tiklayabilen yerlesik browser ozelligi, coding agent'lari IDE icinden web otomasyonuna tasiyor; write action'larin ayrica taranmasi guvenlik modelinin merkezde oldugunu gosteriyor. Kaynak: https://the-decoder.com/claude-code-now-has-a-built-in-browser-that-lets-the-ai-read-click-and-type-on-external-websites/
- AI vulnerability discovery enterprise patch temposunu zorluyor. Microsoft, Adobe, Cisco ve CISA ekseninde basliklar ayni noktaya isaret ediyor: AI bug bulma hizlandikca patch penceresi saatlere iniyor. Kaynak: https://news.google.com/rss/articles/CBMigwFBVV95cUxNaGdpamNvNjdRcHduZm9kZ2Z1cXhwdEhvYk1BS21WZ1pFc09qR09BUjlyTWZCVU93T3Aycm5nU21BWGdDSTQ0bUxMVUl6S3RUNmdMcl9JNFgwd3NudDFmMVI0VVNnTFJjZHpnZFZCX1JYeFFGQVFPaEVwWGJjMC1rSmpLRQ?oc=5
- MCP ve agent tool descriptions security boundary oldu. Microsoft'un poisoned MCP tool descriptions uyarisi, agent'larda "tool metadata"nin bile veri sizdirme yuzeyi oldugunu netlestirdi. Kaynak: https://news.google.com/rss/articles/CBMifEFVX3lxTFA5LS1ZMExFM2I1R2FwWW1scGh4MGJNWGhvMG9yQ0diSUotZzEzTE4yTXZtQ0VvcWVEU1dod3NLQ2FaeVFhU2lhTC0tdVhhczlQRVFQakZ3X2NhY3lKVEJxdVFncW05MXYzNDhSZWRySW9jV29WZ1lBTDdFdm0?oc=5
- Oracle kredi riski OpenAI kontratlari uzerinden gorunur hale geldi. S&P Global'in Oracle'i OpenAI baglantili yukumluluklar nedeniyle riskli gormesi, AI altyapi anlasmalarinin finansal bilanconun ana riski haline geldigini gosteriyor. Kaynak: https://the-decoder.com/sp-global-sees-openai-as-a-key-credit-risk-for-oracle-and-cuts-its-credit-rating/
- Structured memory, agent performansinda chat log yerine geciyor. Slay the Spire 2 deneyinde agent'in buyuyen chat log yerine katmanli memory ile kazanmasi, uzun kosulu agent mimarisinde state tasariminin model secimi kadar kritik oldugunu gosteriyor. Kaynak: https://the-decoder.com/ai-agents-win-at-slay-the-spire-2-after-researchers-replace-growing-chat-logs-with-structured-memory/
- Robot policy degerlendirmesi production kapisina geldi. NVIDIA'nin general-purpose robot policies icin real-world deployment evaluation rehberi, robotik modellerde "demo"dan "saha guvenilirligi"ne gecis sinyali veriyor. Kaynak: https://developer.nvidia.com/blog/how-to-evaluate-general-purpose-robot-policies-for-real-world-deployment/
- AI + quantum peptide arastirmasi bilim hattinda yeni sinyal verdi. Wired'in peptide/quantum computing haberi, AI destekli bilimsel arastirmanin drug discovery ve nadir hastaliklar tarafinda niche ama yuksek etkili alanlara kaydigini gosteriyor. Kaynak: https://www.wired.com/story/scientists-using-ai-and-quantum-computing-to-generate-new-peptides/
TRENDS
- Spike: AI Regulation bugun belirgin spike verdi. Protesto, guvenlik review, safety pause ve cihaz/consent tartismalari ayni hatta toplandi. Kaynak: https://news.google.com/rss/articles/CBMihgJBVV95cUxPTktKSE9ISGp0V1N2cVBFZjU4V2dfSDdUazM5RVhfR2szN0IyN2ZPc0xKRmpRQmtBVDhzWFg0TFBFU2EtOFlQbjBsVnJwQUt0RlZVYUNkOWdoYVh6MWRBdG9FQ2E1WE85T3BUOTBpTmxRQnF5XzRTdS00ekl3MHBxODY2ZXllMEg5Q240RkNyYXF6bFVTOXkwLUc0VVZ0ZnBqZW5TbFFFM085YTV5b0VBT21BUDRQVnZtdVJRT19aODFyY2lFU1JTUUFnRHhZU2NjWHpRV3pBWVFVNzZzMmF5YlhKMGNMdWtOUjJWZGZYei1EQnZPYmJRckxEWXdHZUVEcEFlNklR0gGLAkFVX3lxTE8wc1owT3daR1FPWmxjVVRsX3M4WmExZDFGa0p1ZUNudlh0U21GXzdkLURhRG9FNkJIRXlJVVAzcEp5bWYwTFlWZDRwSkt5aXRnUlhqeUlsSG9xajFQOFhKUXZyOGpJb1ZrYTdKUkM5RzZpOTBlU0FwVVlHOWlVLThjQjdxbElmOVktbDNrU0dDN0FZQkNKeXFGUGc0YWxvZDBuMzVabEd6Vk8yRHJXNE5OMVIwSEZYSjQyTTc4MkRFdTFrZVRISmxpVXZvM0s2aTU1Z3h0TmpvVmQwNkRzcXA2b21kbzFaVl9OcFg0ZF9IWTVsRjAxVDFsS2VlRlBLU3JNbWtqWnF6WVRORQ?oc=5
- Yukselis: Google, Apple, Gemini, Gemma ve AI Agents trendleri 7 gunluk pencerede yukari hareket etti. Kaynak: raw-sources/2026-07-13/unique.json
- Azalis: AI Safety, RAG, Flux ve Perplexity trendleri goreli olarak zayifladi; fakat guvenlik basliklari "safety" etiketi yerine "vulnerability/patch/security" diline kaydi. Kaynak: state/trends.json
KAT-1 - Endustri
- AI startup funding yine asimetrik. TCS'nin 8.900 AI deployment engineer plani, Norm Ai'nin 1.2B dolar degeri, Sierra'nin 15B dolar degeri ve Harvey'in 11B dolar degeri, degerlemenin model sirketleri disina enterprise workflow tarafina kaydigini gosteriyor. Kaynak: https://news.google.com/rss/articles/CBMixgFBVV95cUxPZHVWMTZfdlZoNHBPbVhNSTktYk5yTzBaN3BOTWc2NjNhczhUWVJVTktLZld3WC0zeGEyREFDZk1kWkFjNzBFaXV0M3JSMC1mNFlPQU9DYy1palFFbTRoUFYxR1JZVDNRVmhCQzREYnMxOGd1cEFhNE9aeTFOVzhDTjF6UVY3b0RzUm5ReWIyQkQ2ZjF2OC1kNG40clpPNzhkTTJZOWJUckc0SUlaWVhaa1VFOVpkVXA3am9aY1I2bWlqODM3N2c?oc=5
- Serverless AI altyapi yatirimi buyuyor. Modal Labs'in 355M dolarlik turu, inference ve agent workload'lari icin elastik altyapi pazarinin halen sicak oldugunu gosteriyor. Kaynak: https://news.google.com/rss/articles/CBMirgFBVV95cUxPTXJoV2U1UjExUjF2SkxXSEpDR2ZfSEVxRmU0NHRNSlJkZmNxS0ROaWh5U3YtR3VHejA3a1BvZXdOekJhaWtCVDliR2RqODhLYzFjbjZnbUpBZXpuMllhcXNSVmN6MDJ2bW9TSUxhcjBXQmZJOEJjVXNXc0NhbmpwNy00WmtHbGVBb0lQaGN1amlxNEpQeG5BdkFQdTV5d1BHWXlnNzRxeHRPTVpfMnc?oc=5
- AI funding ABD agirlikli kalmaya devam ediyor. Crunchbase kaynakli basliklar, AI yatirim dalgasinin kuresel esit yayilmadigini, ABD merkezli dev turlarin tabloyu bozdugunu gosteriyor. Kaynak: https://news.google.com/rss/articles/CBMid0FVX3lxTE9Rc0RfdUdVYUVEQ0w2dE5sNnZvUU1ZQ0ZLdzR3RF83VjgxZ2xVdXdac1FMNUVQcjBBendmSjlmRDd3SUNJMXF1a1Z2QlhNd09kMkVKbkgtSnNUR1ZkM0NacVhYc0xBRkR1blRabzlQMFZzaFRuelRB?oc=5
KAT-2 - Model ve Release
- HF trending listesinde long-context ve agentic modeller onde. Qwythos 9B 1M context, GLM-5.2, Agents-A1 ve DeepSeek-V4-Flash-GGUF ayni hatta duruyor: daha uzun context, MoE, tool use ve local inference paketleniyor. Kaynak: https://huggingface.co/empero-ai/Qwythos-9B-Claude-Mythos-5-1M-GGUF ve https://huggingface.co/zai-org/GLM-5.2
- Z.ai ZCode ve GLM-5.2 agentic coding hattini guclendiriyor. Agent-first coding environment basligi, coding IDE'lerinin model release degil harness/runtime pazari haline geldigini gosteriyor. Kaynak: http://www.bing.com/news/apiclick.aspx?ref=FexRss&aid=&tid=6a5407afc1b94e5bbd5c13353e9ca9e6&url=https%3a%2f%2fwww.techbooky.com%2fz-ai-unveils-zcode-an-agentic-ai-coding-environment%2f&c=196731448586379786&mkt=tr-tr
- OCR ve multimodal release sinyali guclu. Baidu Unlimited-OCR hem HF trending hem Lobsters tarafinda gorundu; belge/ekran okuma agent altyapisinin pratik ihtiyaci olarak one cikiyor. Kaynak: https://huggingface.co/baidu/Unlimited-OCR ve https://github.com/baidu/Unlimited-OCR
KAT-3 - Arastirma
- AI, bilimsel fikir alanini daraltabilir. Spectrum/IEEE basligi, AI'nin arastirma kariyerlerini hizlandirirken kesfedilen fikir cesitliligini daraltabilecegini iddia ediyor; bu, "productivity gain" ile "exploration loss" arasindaki tradeoff'u izlemeye deger. Kaynak: https://spectrum.ieee.org/ai-science-research-flattens-discovery
- RoboDojo ve robot policy evaluation cizgisi gucleniyor. HF daily papers ve NVIDIA blog, embodied AI'da benchmark'in sim-to-real ve uzun horizon task kalitesine kaydigini gosteriyor. Kaynak: https://huggingface.co/papers/2607.04434 ve https://developer.nvidia.com/blog/how-to-evaluate-general-purpose-robot-policies-for-real-world-deployment/
- Single-layer RL ve LLM tutor yaklasimlari post-training maliyetini sorguluyor. HF papers tarafinda tek transformer layer egitimi ve policy-aware prompt adaptation basliklari, post-training'in nerede etkili oldugunu daha ince olcmeye calisiyor. Kaynak: https://huggingface.co/papers/2607.01232 ve https://huggingface.co/papers/2607.04412
KAT-4 - Araclar ve Open Source
- openai/plugins repo'su Codex plugin ornekleriyle trendde. Plugin manifest standardi ve ornek koleksiyonu, agent eklenti ekosisteminin repo seviyesinde paketlenmeye basladigini gosteriyor. Kaynak: https://github.com/openai/plugins
- Claude cookbooks ve Claude Code templates agent operasyonunu standartlastiriyor. Cookbook/template repo'lari, prompt dosyasindan workflow paketine gecisin developer tarafindaki isaretleri. Kaynak: https://github.com/anthropics/claude-cookbooks ve https://github.com/davila7/claude-code-templates
- pgrust ve actions/checkout guvenli workflow tarafinda dikkat cekiyor. actions/checkout v7 fork PR davranisini daha guvenli hale getirirken pgrust Postgres'i Rust ile yeniden yazma iddiasini tasiyor. Kaynak: https://github.com/actions/checkout ve https://github.com/malisper/pgrust
KAT-5 - Guvenlik
- AI coding agent'lar endpoint security sinyali uretmeye basladi. Agent'larin benign isler yaparken saldirgan davranis imzalarina benzer aksiyonlar uretmesi SOC tarafinda false-positive degil, yeni bir davranis sinifi olarak ele alinmali. Kaynak: http://www.bing.com/news/apiclick.aspx?ref=FexRss&aid=&tid=6a5407afc1b94e5bbd5c13353e9ca9e6&url=https%3a%2f%2fthehackernews.com%2f2026%2f07%2fai-coding-agents-found-triggering.html&c=17576295915323837461&mkt=tr-tr
- CISA KEV listesi ve AI bug discovery ayni gunde gorundu. CISA'nin Adobe/Joomla/Langflow aciklarini KEV'e eklemesi, AI ile hizlanan bug discovery dunyasinda klasik patch disipliniyle agentic discovery arasindaki farki buyutuyor. Kaynak: https://news.google.com/rss/articles/CBMigAFBVV95cUxOZk0wbmhZekU1enJreUpUajdCWmtZNWRQTGVEQ3FtMDVFSlkyMUxweFF1U2xGVzRLVXBzcmRiNXRzRDdBY2xibWtVbWtBSWhOVGhQU3VVTFBLeHJ2ZEloNjZFT2dkVk9JYlpOVFZPeVFKTWlZUXJhQlIzWnh1czhGTQ?oc=5
- MCP supply chain systemic risk haline geliyor. "Mother of all AI supply chains" basligi, MCP server ekosisteminin sadece entegrasyon kolayligi degil, systemic vulnerability noktasi oldugunu isaret ediyor. Kaynak: https://news.google.com/rss/articles/CBMiuwFBVV95cUxQLTFFczJfemlJZG1TR2tiM3RCNElHRnc2RThEWEl1M3lITzkzLUNkVzI3aGhYZklBWnBER1NSRzZWbnBLNkd4QlBDWmdHaWxSdUN3RzFnMWxVQ3lON2dGMEx4Z1JLaTFpYS1jNkJtQTktQzFIY1JHeWtLWGZtWVB6NVJMbUpnZ0p2WS10UGwtRF83bUJNT1pfSnZzT2ctZGxqaG5wanljUTlyNUJ1WkxSdFlNaXJiemtYMnZR?oc=5
KAT-6 - Regulasyon ve Politika
- AI regulation protesto ve safety pause diliyle geri dondu. OpenAI ve Google DeepMind ofislerine yonelik protesto haberleri, reguelasyon talebinin yalnizca yasa yapicilardan degil sivil toplumdan da geldigini gosteriyor. Kaynak: https://news.google.com/rss/articles/CBMihgJBVV95cUxPTktKSE9ISGp0V1N2cVBFZjU4V2dfSDdUazM5RVhfR2szN0IyN2ZPc0xKRmpRQmtBVDhzWFg0TFBFU2EtOFlQbjBsVnJwQUt0RlZVYUNkOWdoYVh6MWRBdG9FQ2E1WE85T3BUOTBpTmxRQnF5XzRTdS00ekl3MHBxODY2ZXllMEg5Q240RkNyYXF6bFVTOXkwLUc0VVZ0ZnBqZW5TbFFFM085YTV5b0VBT21BUDRQVnZtdVJRT19aODFyY2lFU1JTUUFnRHhZU2NjWHpRV3pBWVFVNzZzMmF5YlhKMGNMdWtOUjJWZGZYei1EQnZPYmJRckxEWXdHZUVEcEFlNklR0gGLAkFVX3lxTE8wc1owT3daR1FPWmxjVVRsX3M4WmExZDFGa0p1ZUNudlh0U21GXzdkLURhRG9FNkJIRXlJVVAzcEp5bWYwTFlWZDRwSkt5aXRnUlhqeUlsSG9xajFQOFhKUXZyOGpJb1ZrYTdKUkM5RzZpOTBlU0FwVVlHOWlVLThjQjdxbElmOVktbDNrU0dDN0FZQkNKeXFGUGc0YWxvZDBuMzVabEd6Vk8yRHJXNE5OMVIwSEZYSjQyTTc4MkRFdTFrZVRISmxpVXZvM0s2aTU1Z3h0TmpvVmQwNkRzcXA2b21kbzFaVl9OcFg0ZF9IWTVsRjAxVDFsS2VlRlBLU3JNbWtqWnF6WVRORQ?oc=5
- AI security reporting icin yasa taslagi gundemde. Beyer, Ross ve Hurd'un AI security/vulnerability reporting taslagi, AI guvenlik aciklarinin disclosure rejimine alinmasi gerektigini gosteriyor. Kaynak: https://news.google.com/rss/articles/CBMizgFBVV95cUxOTklYeEJISGUwN1dnam5NREtTVlRNRllIZU5LcEs3RllyRnNUY0RuSnhqekV1TDZkMHg2bUdHVi1UQmhkb09Rb2tLaC1LcHNHTWFWaWVsSUppWEZUWGRmeWlqU1o2YXBoMUM0MGdBSXdfRy1FdnIwZGVaQzdMa29CbWNvbGYxNE9qcllubXpxUDdBQjNqOUxWbzE5OTI3S2RoMnY1YTJuSmxVUkpGYWthZFBqT2hNXzZKczBjaTlweFhaWnpmRExfM0Myb3hiQQ?oc=5
- Wearable AI glasses sosyal kabul testinde. Lorde'un Ray-Ban Meta AI glasses tepkisi teknik degil kultur ve mahremiyet sinyali olarak okunmali. Kaynak: https://www.theverge.com/ai-artificial-intelligence/964539/lorde-says-ray-ban-meta-ai-glasses-are-not-sexy
KAT-7 - AI Agent'lar
- Deep Agents Deploy ve LangSmith memory/harness tartismasi CikCik'te yogun. Harrison Chase kaynakli sinyaller agent memory, trace standardi, gateway ve managed agent alternatifi etrafinda toplandi. Kaynak: https://news.google.com/rss/articles/CBMiYEFVX3lxTE5xTDJzZ1AyNmlXVFBjb01KbUVYSExKOFBhWEV5cWtVS0YxbTdsOW9KNDhKaThrZVp6aEo5TGRjeDJQc1ZuSlp2XzV3dTlSRnJ2Qk1hbkdzQjg0M0pPNGUtQg?oc=5
- Agentic MapReduce ve long-running coding agents pratiklesiyor. Hamel Husain ve Elvis Saravia akislari, agent loop'larinda map-reduce, harness engineering ve uzun kosulu coding ajanlarini one cikardi. Kaynak: https://news.google.com/rss/articles/CBMiYkFVX3lxTE1CZEttSzEzdGp5MlczcWZzenVoQW9rTktPS3Q4ZENpd0JwRUdQMFpXMVE5WFEtOVhFVHZ3cHUtdWxRalFTcE5TNC1SR2tScVVGclBuMFV4SU1zWkhtSFc1Ymh3?oc=5
- Agent security icin sanal ortam zorunlu hale geliyor. Christian Szegedy'nin autonomous agents'i virtualized environment disinda calistirmama uyarisi, local agent guvenliginde pratik bir red line. Kaynak: https://x.com/mattshumer_/status/2075657271401390161
KAT-8 - Infra, Donanim, Edge
- Memory chip sikismasi AI ekonomisinin ana maliyeti. The Register ve Google News kaynaklari bellek kitligi, chipflation ve AI memory market buyumesini ayni hatta verdi. Kaynak: https://www.theregister.com/ai-and-ml/2026/07/12/memory-makers-are-slaves-to-the-boom-bust-rollercoaster-and-the-ai-boom-is-the-wildest-ride-of-all/5269549
- Meta kendi AI chip'ini production'a almaya hazirlaniyor. Meta'nin compute kapasitesini ikiye katlama planinda ozel chip uretimi, Nvidia bagimliligini azaltma arzusunun bir parcasi. Kaynak: https://news.google.com/rss/articles/CBMixgFBVV95cUxQT2JpNlJxMXZvdGtMVkR2enJGbzk5eTFFdEVCalBOalZsVllGU2IzZGg5Vi1qa25MaDAydS1zZkEzZTg3X29GVVZwWm13RnV3dktyR1Q4a1dmQ3JlYm54THQtQUJBQnZsQldGcG51QWxXYXZHTlNoZF9sUUNMampZV3JKRUhpMHJkYnpJeEpSRGJvbEJIVFphSXBBSE5HbDFNMV9XYzlJZEtkamd5QWNBeHd2dTFtNjVIMnhyakNmRXNFbUpXQWc?oc=5
- Edge/Apple silicon inference hattinda Modular sinyali var. MAX modellerin Apple silicon GPU'larda calismasi ve Modular/Qualcomm sosyal sinyalleri edge inference rekabetini guclendiriyor. Kaynak: https://forum.modular.com/t/max-models-can-now-run-on-apple-silicon-gpus/3283 ve https://news.google.com/rss/articles/CBMiZEFVX3lxTE1lQjV6MGRXcUxFektCTHE0ZlBQMjVDbnVzV1I4VXhSRmUtMHdlNE5yOWxGYWVvZG5OQ1ROWTZGWHBUSXJTSDByb3E4N0kyc0FmaG5YMzVuOHMxWHhBbDBEWFJVUkc?oc=5
KAT-9 - Topluluk ve Tartismalar
- LinkedIn AI slop orani guven sinyali. Pangram analizine dayanan The Decoder haberi, uzun social post'larda AI-yazimi oraninin platform bazinda kalite algisini bozdugunu gosteriyor. Kaynak: https://the-decoder.com/linkedin-is-the-undisputed-king-of-long-form-ai-slop-according-to-a-study-spanning-five-platforms/
- HN'de Mesh LLM ve production agent migration one cikti. Mesh LLM dagitik inference fikrini, production agent migration yazisi ise GPT-5.6 gecisinde hiz/maliyet pratiklerini tartismaya acti. Kaynak: https://www.iroh.computer/blog/mesh-llm ve https://ploy.ai/blog/migrating-a-production-ai-agent-to-gpt-5-6
- Reddit/ML hattinda review kalitesi, ARR ve benchmark tartismalari suruyor. ML toplulugu, submission volume ve review culture sorununu agent furyasindan bagimsiz temel bilimsel darboğaz olarak tartisiyor. Kaynak: https://www.reddit.com/r/MachineLearning/comments/1usq43t/why_doesnt_the_ml_research_community_limit_the/
SECURITY
- Zero-day to zero-hour: AI bug discovery'nin exploitation penceresini saatlere indirebilecegi basligi bugunun en kritik risk sinyali. Kaynak: https://news.google.com/rss/articles/CBMisAFBVV95cUxQVUxzUEZ4NWpLSC1uSTN6UVl0Tm0wcUtxMkdUeDFTZ05CMUFuNXU0Wi1abW5EUVB2dkx4UDFMN1ZOVk9yRWVNeEI5RHdQeVFjLVB3NmYtUUd5ajdQOF9jdS1obmNsYUFRcnlsU1p3TUFGVHpzVUgyS1owWGYzZ2x1MnNqVlV0X2tyQ25GSkhiUllPaTJWVm11ajRCXzY4WFNlelVLUElaZkRyUWI2Smp3cA?oc=5
- 282 iOS AI app API key leak basligi dikkat. Mobil AI uygulamalarinin network traffic uzerinden API key/proxy exposure riski, consumer AI supply chain tarafinda zayif halka. Kaynak: https://news.google.com/rss/articles/CBMihAFBVV95cUxQVE9NbWVPY3o5VDI0empPM0daa1lfbkctSHU2SHZhVmFJMU8waUFvZzVnc2UwQTFmVWRTbW1pZFFiSTVqUDNka0lVb0lpLUZ1QnlDTklSOHpjbENpZjRsa01iMk5sT1Y3TzVnX3QtQWF5Z0VVWWJOT0xiMjZlUGN0M25VQ3I?oc=5
- BioShocking ve AI browser credential leak riski izlenmeli. Browser kullanan agent'larda web interaction guvenligi yeni risk sinifi. Kaynak: https://news.google.com/rss/articles/CBMiXkFVX3lxTE1fU3lYUFAwM1BKT05oMjJ2S21jd2VVZVE4ZzlrX0dINmlpcEdzQmZvUUhJX3lobmlfRUxYYTdKM051WXl3aXdhamhsQkUzSmlPLU5IdE0wdVpLbkZWVGfSAWNBVV95cUxPRG5NeEVJQUU2aWlPZkZoZUdxWUY0cVZrUThEQ2ppN0FBQlRzeDd1T1dwMGs4UlgzVEk2SG1jeXR4bVNoXzRua2tXTXdiZk12QVNJbTNDM2szMlNFUk1qUTZhaGc?oc=5
REGULATION
- Independent safety review talebi artiyor. Illinois AI regulation basligi, frontier model governance icin bagimsiz denetimi kilit mekanizma olarak one cikardi. Kaynak: https://news.google.com/rss/articles/CBMirAFBVV95cUxOTnhSUmV1ZFFKMGVvZlduLVAxQWpCc2I3b0hnM3dEOUM4dm40TUEtaUFqTXpQRWk2YUZQY0ZRcnFha3hyVTRrTExRbTBieFQwVVBKWDNuZkpvN0UtY1kwZ2JCcGhvRGZ3clhWWWg1c082NEhpTFpSeWVuQ29mTGZ1ZG1RTnZEWFFadnBPMUpMblFtS3gycnBwTUlwWm9KRGpaYnJGaU4xVlJMcmZp?oc=5
- ABD Kongresi AI teknolojisini paylasma/saklama tartismasinda. "Share, not shield" basligi, AI ihracat ve ulusal rekabet tartismalarinda acik/kapali model gerilimini surduruyor. Kaynak: https://news.google.com/rss/articles/CBMif0FVX3lxTE9DTVY1NUlZVXdKSnJQbVRSQ1Z0SHE4dEoyUG50M3I5M3A5NFFGUjBhZ0RUZTlITDdDbTVGZlJHWk9oSVZNX1BkUnY4cW03ODVLRE8tTXhwUFpFQU83UkdQTGt2QU02d214MU8yRnVSeFNYZWJTRnJzcjlFQnN1UlU?oc=5
AI-SCIENCE
- Peptide discovery icin AI + quantum deneyi niş ama onemli. Underserved populations ve rare diseases vurgusu, AI science uygulamalarinin "frontier model" haberlerinden daha somut etki yaratabilecegini gosteriyor. Kaynak: https://www.wired.com/story/scientists-using-ai-and-quantum-computing-to-generate-new-peptides/
- Matematikte agent-assisted porting sinyali. Tao'nun eski matematik kodunun AI agent'larca port edilmesi ve iki bug bulunmasi, scientific software archaeology icin guclu bir use case. Kaynak: http://www.bing.com/news/apiclick.aspx?ref=FexRss&aid=&tid=6a5407afc1b94e5bbd5c13353e9ca9e6&url=https%3a%2f%2fwww.techtimes.com%2farticles%2f320238%2f20260712%2fai-agents-ported-taos-27-year-old-math-code-hours-found-two-bugs-he-had-missed.htm&c=5715895413398008863&mkt=tr-tr
- AI in mathematics tartismasi epistemik rol degisimine kayiyor. "What does it mean to be a mathematician when AI does the math?" basligi, bilim insaninin rolunu hesaplayicidan problem kurucuya tasiyan tartismayi guclendiriyor. Kaynak: https://spectrum.ieee.org/ai-in-mathematics
INFRA
- Mesh LLM dagitik compute icin izlenmeli. iroh uzerinde distributed AI compute fikri, merkezi GPU bulut maliyetine alternatif arayan agent ve local inference topluluklari icin onemli. Kaynak: https://www.iroh.computer/blog/mesh-llm
- SpaceX AI1 uzay veri merkezi iddiasi altyapi narratifini genisletiyor. Uzay tabanli data center basligi spekulatif olsa da enerji/sogutma/latency tartismalarini yeni zemine tasiyor. Kaynak: https://www.donanimhaber.com/spacex-uzayda-calisan-veri-merkezi-icin-ai1-uydularini-duyurdu--207982
- Microsoft emisyon artisi AI data center gercegini sertlestiriyor. AI data center kaynakli emisyon artisi, ESG ve compute scaling arasindaki gerilimi buyutuyor. Kaynak: https://www.windowscentral.com/microsoft/dropping-greenwashing-credits-and-expanding-ai-datacenters-caused-microsofts-25-percent-emissions-jump
SAFETY
- OpenAI safety leadership churn izlenmeli. Safety liderlerinin ayrilmasi ve internal safety entegrasyonu, frontier model governance icin organizasyonel risk sinyali. Kaynak: https://www.wired.com/story/openai-head-of-safety-leaving/
- Alignment forum siyasi irade vurgusu yapti. "Current bottleneck is political will, not research" basligi, safety tartismasinin teknik cozumden governance uygulamasina kaydigini gosteriyor. Kaynak: https://www.alignmentforum.org/posts/EexsebbYhbe2gXkPP/the-current-bottleneck-is-political-will-not-research
- Moral agents tartismasi teorik hatta devam ediyor. Alignment Forum'daki "From wantons to moral agents" basligi, agent autonomy arttikca normatif cerceve ihtiyacinin surecegini gosteriyor. Kaynak: https://www.alignmentforum.org/posts/Z8kLbceGBMWB5HGfn/from-wantons-to-moral-agents
WATCHLIST
- Claude Code source leak iddiasi: Sebastian Raschka akisi "Claude Code source code leaked" basligini tasiyor; dogrulama gerektirir, ama agent toolchain IP ve reverse engineering riski icin izlenmeli. Kaynak: https://news.google.com/rss/articles/CBMiWkFVX3lxTE1UU0pNYURFTG14NTh2NzVvV0xuNDVqX0E2LTJYampCVHZDYTVEbGxQU1VndWhVYzM1ZTZNb1lJUGUyLUV5M3hUbVlETjR3b2sybWFqWG5FTzZMdw?oc=5
- Hunt Them All MCP scan: 19.000 MCP server uzerinde AI-powered vulnerability sweep basligi, MCP ekosistemindeki guvenlik borcunun buyuklugunu gosterebilir. Kaynak: https://news.google.com/rss/articles/CBMi4gFBVV95cUxOSi05eXhObzRrT0U0M1RuTmRYdFpja2NBQ180cXZ3a0haelEybnhWb25hTDFjTE9nU0NSZW95T0tfRlRZX1FDSTJJaWpuM0VOSmFjV1E2dTZnR3JGMzJlWkJZcDRFU1pkVndMbWhRSE9idEZuVnVtTG9KaWVIZHRQMnZlM2tkb1dkRGpac2xVdzJzUDZwWGtrY1NvMy1iWFVUNkhGaWFVdmtQdnp5YlZ5Z3FUdFF1bEVJdzFwU19xbWlmVjFxaW92akg3a0ZBSS0tamhEMjZOcWNGWml0dXg1Q1d3?oc=5
- AI wealth fund ve labor backlash: ABD calisanlarinin AI wealth fund destegi, is gucu kaygilarinin politika kanalina akabilecegini gosteriyor. Kaynak: https://www.cnbc.com/2026/07/12/majority-of-us-workers-support-ai-fund-amid-tech-layoffs-survey.html
CikCik Paketi
- Harrison Chase: LangSmith LLM Gateway, sleep-time compute memory, agent traces ve Deep Agents Deploy sinyalleri agent ops tarafinda en yogun tema oldu. Kaynak: https://news.google.com/rss/articles/CBMiX0FVX3lxTE5LWjFkZ3JvMzhDSkRKUW1PbzdLcmxETVlVWHQ0ZkVibEk0WDQtNWtRNk9LVS15LS0tT0J6OWNwdXdkWnpodkZKT05pRmduenh3U1RvTnk1US11WmVhZUpB?oc=5
- Clem Delangue: Hugging Face buckets'i agent'lar icin S3 gibi konumlama ve open-source robot duyurusu, HF'nin model hosting disina cikma istegini gosteriyor. Kaynak: https://news.google.com/rss/articles/CBMiZ0FVX3lxTFBISXNBN0U4eXBFOVp1TjNMUHdIWGZ4NThBTVFPV0lKN0Z1UzFhZ3RtZkQ1Z3VwWTB1MUE1NDlzeXg1X3V0NVNoakVITXdRemFGdFNUcldxSXVIVlg0bE9xNU9vM2RVS1E?oc=5
- Matt Shumer: Coding agent'lari laptop'ta calistirmama uyarisi, local agent security icin net operasyonel sinyal. Kaynak: https://news.google.com/rss/articles/CBMiXkFVX3lxTE92RXJTc2RBYmNoQXFyWEQzeWNpY2Q1R2pGZlpha0NrWnc5X1pSRE5la19iUkROTnlQWVRFS21OUi1RaVdONTZhdVVWVjdlc0RneUtXSVR5eHphRWtLMVE?oc=5
- Jason Wei: Deep research agent benchmark ve Muse Spark 1.1'in agent/coding disina tasmasi, eval ve multimodal agent tarafini izlemeye deger kiliyor. Kaynak: https://news.google.com/rss/articles/CBMiX0FVX3lxTE52TGZRX0lRMHBxaVdTUlVtVEU3OGVSRlktTlI2TXpBRjdiWW12Vm5Kc2RZcFNBYXk5M2taaEw5WnF4OUJLa2tYUUtBaVpyMmt2YzdPaFZmWS1EMWlpRlIw?oc=5
- Andrew Ng: Voice agents ve Hugging Face smolagents ile code agent kurslari, agent egitiminin mainstream developer egitimine girdigini gosteriyor. Kaynak: https://news.google.com/rss/articles/CBMiX0FVX3lxTFBGM2tqQS1vR0ZDM01kRDlvTlBZcVVlU183M0owWkFtWHZ3Q0JZNFBveDBsaWVlNnh3WkJOS182cHYxbTZvLTFmVGh0RElQaW9pdkpvU2dtZks5THFmZm1n?oc=5
- Georgi Gerganov: AI agent'larin autonomously spoken/gibberlink deneyleri ve local Whisper kullanimi, local-first speech agent ekosistemine sinyal veriyor. Kaynak: https://news.google.com/rss/articles/CBMiX0FVX3lxTFBqR3VFVWprNmotTGtRRXNQQWV2a1R6UEN3TDJ2alJWTHhSVnAwQzlPNmcwLVZGNGlOT3ZRcW4zLUpOSGMwdUhSWVdXMDFLVFdhUno2U09EZWMwb05YRjI0?oc=5
- Tri Dao: Claude Code'un productivity etkisi uzerine sosyal sinyal, coding agent adoption'inin senior researcher seviyesinde bile olculmeye basladigini gosteriyor. Kaynak: https://news.google.com/rss/articles/CBMiX0FVX3lxTE1WQ2kyX2F0UzRHTXRhbXMxZjBnTEVHWFFVTVRkdm5HeDJLeHFNUndveGJTQzhMOUM0RlgwWG5QMWNiLUI2REJjajNsRXVsd3RlazI2ckdkc0VTbWdwSndR?oc=5
Oracle Self-Improvement Sinyalleri
- Dedupe state buyuyor: 76MB seen-topics ve 106MB embeddings DB, dedupe adiminin 5 dakikadan uzun surmesine neden oldu. Bir sonraki cycle icin state compaction/TTL cleanup oncelikli. Kaynak: state/seen-topics.json ve state/embeddings.db
- Report LLM fallback tetiklendi: Codex CLI 401 Unauthorized verdigi icin rapor manuel fallback ile unique.json + prompt verisinden sentezlendi. Kaynak: /tmp/v3-prompt.txt
- Search family canonical URL borcu suruyor: Coverage learning artifact search akisini aggregator linklerine bagli gosteriyor; canonical URL cozumleme rapor kalitesini artiracak. Kaynak: raw-sources/2026-07-13/search.json
- Social collector cok gurultulu: 4.133 social raw item'dan 1.213 unique item geldi; twitter_fallback Google News uzerinden calistigi icin X canonical context eksik. Kaynak: raw-sources/2026-07-13/social.json
Coverage / Blind Spots
- Coverage: 5/5 kaynak ailesi calisti: rss/news 230 raw, search 520 raw, community 74 raw, social 4.133 raw, academic/api 70 raw. Kaynak: /tmp/v3-prompt.txt
- Unique dagilim: Social 1.213 unique ile baskin; search 265, rss/news 82, community 69, academic/api 11 unique item verdi. Kaynak: raw-sources/2026-07-13/unique.json
- Blind spot: Missing family yok; thin family yok. Buna ragmen academic/api unique 11 itemda kaldi ve HF trending_models'a agirliklandi. Kaynak: raw-sources/2026-07-13/academic.json
- Kaynak kalitesi: Google News aggregator linkleri cok yuksek; canonical URL cozumleme olmadan kaynak hijyeni orta seviyede. Kaynak: raw-sources/2026-07-13/search.json
Bu Gece Sistem Ne Ogrendi
- Agent haberleri artik security ile birlikte okunmali. Agent productivity ve toolchain duyurulari, MCP poisoning, endpoint EDR tetikleme ve browser credential leak riskleriyle ayni raporda izlenmeli. Kaynak: https://news.google.com/rss/articles/CBMifEFVX3lxTFA5LS1ZMExFM2I1R2FwWW1scGh4MGJNWGhvMG9yQ0diSUotZzEzTE4yTXZtQ0VvcWVEU1dod3NLQ2FaeVFhU2lhTC0tdVhhczlQRVFQakZ3X2NhY3lKVEJxdVFncW05MXYzNDhSZWRySW9jV29WZ1lBTDdFdm0?oc=5
- Memory/harness engineering recurring theme oldu. LangSmith memory, structured agent memory, Agentic MapReduce ve harness engineering basliklari ayni operasyonel problemi isaret ediyor: uzun kosulu agent'larda prompt degil state tasarimi kazandiriyor. Kaynak: https://the-decoder.com/ai-agents-win-at-slay-the-spire-2-after-researchers-replace-growing-chat-logs-with-structured-memory/
- Compute narrative GPU'dan bellek/enerjiye genisledi. Memory shortage, data center emissions, edge inference ve distributed LLM basliklari compute stratejisinin tek boyutlu GPU alimi olmadigini gosteriyor. Kaynak: https://www.theregister.com/ai-and-ml/2026/07/12/memory-makers-are-slaves-to-the-boom-bust-rollercoaster-and-the-ai-boom-is-the-wildest-ride-of-all/5269549
Kaynak Ozeti
- Raw: 5.027 item.
- Merge: 4.992 item, 35 URL tekrari atildi.
- Dedupe: 1.640 yeni, 3.347 fingerprint tekrari, 5 semantik tekrar, 0 materyal guncelleme.
- Top source family: social 4.133 raw / 1.213 unique.
- Top unique kaynaklar: google_news/ai 69, google_news/security 61, google_news/companies 52, google_news/funding 50, twitter_fallback/@drfeifei 39.
Dedupe & Kalite Notu
Bu rapordaki maddeler v3 dedupe pipeline'i ile onceki state ve bugunku merged item havuzuna karsi elendi. Toplam 4.992 merged item islendi, 1.640 benzersiz item rapor havuzuna girdi.
Kalite notu: Collector, merge, dedupe ve trend adimlari basariyla calisti. Rapor uretiminde otomatik Codex LLM cagrisi 401 Unauthorized verdigi icin bu dosya manuel fallback senteziyle olusturuldu; her madde yine unique.json ve collector kaynak URL'lerine dayandirildi.