Oracle Gece Arastirma — 2026-04-24
Curated by Mahsum Aktaş · Automated daily AI industry scan
Oracle Gece Arastirma — 2026-04-24
Otomatik derleme | v3 pipeline | 109 kaynak | 3930 benzersiz | Son 3 gun raporlariyla dedupe uygulanmistir
Gunun Ozeti
Bugunun ana resmi, AI rekabetinin yeniden frontier model lansmani eksenine kaymasi ama bu kez model duyurusunun tek basina degil; kod ajanlari, kurumsal Office akislari, cyber-defense erisimi, veri merkezi kapasitesi ve regülasyon baskisi ile birlikte anlam kazanmasi. OpenAI GPT-5.5'i duyurup Codex ve klinik/cyber senaryolarini one cekerken, Anthropic tarafinda Opus 4.7'nin asiri temkinli davranmasi ve Mythos sonrasi guven tartismalari, capability kadar operasyonel davranis guvenilirliginin de rekabet alani oldugunu gosterdi. Kaynaklar: https://openai.com/index/introducing-gpt-5-5 | https://openai.com/index/gpt-5-5-system-card | https://blogs.nvidia.com/blog/openai-codex-gpt-5-5-ai-agents/ | https://go.theregister.com/feed/www.theregister.com/2026/04/23/claude_opus_47_auc_overzealous/ | https://www.theverge.com/ai-artificial-intelligence/917644/anthropic-claude-mythos-breach-humiliation
Ikinci eksen, AI'nin calisma ortamlarina gomulmesi. Microsoft Office icin “vibe working”/agent-mode hattini acarken, Google Workspace ve Gemini Enterprise kimlikli agent tarafinda ilerliyor; Meta ise isgucu kesintisi ve calisan ekran/tiklama/klavye verisi toplama haberleriyle AI verimlilik anlatisinin ic gerilimlerini sergiliyor. Kaynaklar: https://www.theverge.com/news/917328/microsoft-agent-mode-vibe-working-office-word-excel-powerpoint | https://go.theregister.com/feed/www.theregister.com/2026/04/23/microsoft_gives_your_word_documents/ | https://techcrunch.com/2026/04/22/google-updates-workspace-to-make-ai-your-new-office-intern | https://www.cnbc.com/2026/04/23/meta-will-cut-10percent-of-workforce-as-it-pushes-more-into-ai.html | https://www.cnbc.com/2026/04/22/meta-tracks-employee-usage-on-google-linkedin-ai-training-project.html
Ucuncu eksen, altyapi ve egemenlik. Microsoft'un Avustralya'ya 18 milyar dolarlik AI yatirimi, Anthropic'in Avrupa data center kapasitesi icin ise alimi, Google'in Avusturya data center hamlesi ve data center emisyon haberleri, 2026'nin model savasinin enerji, lokasyon, tedarik ve politik izinler savasi oldugunu netlestiriyor. Kaynaklar: https://www.cnbc.com/2026/04/23/microsoft-expands-ai-footprint-in-australia-with-18-billion-investment.html | https://www.cnbc.com/2026/04/23/anthropic-ai-europe-data-center-capacity-role.html | https://blog.google/innovation-and-ai/infrastructure-and-cloud/global-network/google-data-center-austria/ | https://arstechnica.com/ai/2026/04/greenhouse-gases-from-data-center-boom-could-outpace-entire-nations
Top 7
- OpenAI GPT-5.5'i duyurdu; anlatinin merkezinde coding, efficiency ve “new class of intelligence” var. Bu, GPT-5 trendindeki spike'i acikliyor ve Codex'in yeniden OpenAI'nin ana dagitim kanali haline geldigini gosteriyor. Kaynaklar: https://openai.com/index/introducing-gpt-5-5 | https://openai.com/index/gpt-5-5-system-card | https://www.theverge.com/ai-artificial-intelligence/917612/openai-gpt-5-5-chatgpt
- NVIDIA, GPT-5.5 Codex'i kendi agentic coding operasyonunda kullandigini anlatti. Bu, model lansmanini dogrudan “AI agents + infra vendor co-marketing” paketine ceviriyor. Kaynak: https://blogs.nvidia.com/blog/openai-codex-gpt-5-5-ai-agents/
- Microsoft Office'e agent-mode/vibe working geliyor. Word, Excel ve PowerPoint icinde ajanlastirilmis is akisi, enterprise AI'nin artik ayri chatbot degil, belge/tablolarin icindeki runtime olacagini gosteriyor. Kaynaklar: https://www.theverge.com/news/917328/microsoft-agent-mode-vibe-working-office-word-excel-powerpoint | https://go.theregister.com/feed/www.theregister.com/2026/04/23/microsoft_gives_your_word_documents/
- Anthropic Opus 4.7 icin “asiri sorgu polisi” sikayetleriyle karsi karsiya. Bu, guvenlik ayarlarinin yararlilik ve developer trust uzerindeki maliyetini gosteren onemli bir canli test. Kaynak: https://go.theregister.com/feed/www.theregister.com/2026/04/23/claude_opus_47_auc_overzealous/
- Meta, AI itisi icin isgucu kesintisi ve calisan aktivite verisi toplama haberleriyle gundemde. AI verimlilik anlatısı, sirket ici gozetim ve is gucu yeniden yapilanmasi tartismasina baglaniyor. Kaynaklar: https://www.cnbc.com/2026/04/23/meta-will-cut-10percent-of-workforce-as-it-pushes-more-into-ai.html | https://www.cnbc.com/2026/04/22/meta-tracks-employee-usage-on-google-linkedin-ai-training-project.html
- Google DeepMind, Decoupled DiLoCo ile dagitik egitim dayanıklılığına odaklandi. Bu, tek dev cluster yerine daha esnek, bolunmus ve arizaya dayanikli training mimarisi icin arastirma sinyali. Kaynak: https://deepmind.google/blog/decoupled-diloco/
- Regülasyon ve jeopolitik cephede AB Android/Gemini erisimi, Çin'e AI teknoloji sizdirma iddialari ve sovereign LLM hamleleri ayni gun geldi. Model rekabeti artik pazar erisimi, ulusal kapasite ve teknoloji transferi denetimiyle birlikte okunmali. Kaynaklar: https://news.google.com/rss/articles/CBMingFBVV95cUxQWkw1THN6V2lhbC1weE56dTJhdjlZdjJoUXNna2ZZdzhzTjR1cnRNanI1TmhvdUpUMVpUeTZqUktrTWtOTm1xdDZUM0JYV1d1UGVrbWcyOC1RWVhEcHBONHJralI4TzNJTWhRZjRZV2diZnNpb3AzMzhfSUd0ZzJSdXRKNjBoSXVnTm5qa0tuZDhhWndaZG92Z2JodF8yUQ?oc=5 | https://www.cnbc.com/2026/04/23/trump-china-ai-technology.html | https://news.google.com/rss/articles/CBMikwFBVV95cUxOQnlRVmlDYlpic0RrT0JVVmFpQVRzeGhZaHBRVjdfSmJ6YThVREVpRkpyckJqaGtXbUQtaEVaRTg1LVBDUG1KdkZ0VzdBWnhKQzhQcUdLQmRQMFc5dll0WktCWTV2SWFTQ2M4RWVfSHU1ZGJjM3Q2R3plVDBqdEZ2LVJaZllkS3ZQX0tjSFYyS0tDbUk?oc=5
KAT-1 — Industry / Piyasa
- OpenAI'nin GPT-5.5 lansmani, “model + agent product + enterprise workflow” paketinin tek lansmanda anlatildigi yeni normalin ornegi. Fiyat, verimlilik ve coding performansi birlikte tartisiliyor. Kaynaklar: https://openai.com/index/introducing-gpt-5-5 | https://the-decoder.com/openai-unveils-gpt-5-5-claims-a-new-class-of-intelligence-at-double-the-api-price/
- Meta'nin %10 isgucu kesintisi, AI yatirimlarini finanse etmek ve organizasyonu yeniden hizalamak icin klasik Big Tech maliyet disiplini ile AI narratifinin birlestigini gosteriyor. Kaynak: https://www.cnbc.com/2026/04/23/meta-will-cut-10percent-of-workforce-as-it-pushes-more-into-ai.html
- xAI-Mistral temas iddialari, ABD-Avrupa model ekosisteminde stratejik ortaklik arayisinin hizlandigini gosteriyor; ozellikle OpenAI/Anthropic baskisina karsi alternatif cephe araniyor. Kaynak: https://sifted.eu/articles/elon-musk-xai-mistral-partnership/
- Microsoft'un Cursor'u satin almayi degerlendirdigi iddiasi, AI coding tool'larinin artik niş developer urunu degil, platform stratejisi varligi oldugunu dogruluyor. Kaynak: https://www.cnbc.com/2026/04/22/microsoft-looked-at-buying-cursor-before-spacex-deal-sources-say
KAT-2 — Models / Launches
- GPT-5.5, bugunun en buyuk model olayi: OpenAI daha iyi coding, daha verimli inference ve yeni guvenlik degerlendirmeleriyle modelini konumlandiriyor. Kaynaklar: https://openai.com/index/introducing-gpt-5-5 | https://openai.com/index/gpt-5-5-system-card
- Qwen3.6-27B/35B toplulukta agentic coding ve local inference icin guclu momentum topluyor. Bu, dünkü Qwen3.6-27B haberinin devamı olsa da bugunku sinyal daha cok 35B varyantlari, agency benchmark'i ve pratik local stack deneyimleri. Kaynaklar: https://huggingface.co/Qwen/Qwen3.6-35B-A3B | https://www.reddit.com/r/LocalLLaMA/comments/1strodp/qwen_36_27b_makes_huge_gains_in_agency_on/ | https://www.reddit.com/r/LocalLLaMA/comments/1stjwg5/been_using_pi_coding_agent_with_local_qwen36_35b/
- EuroLLM-22B ve Ukrayna national LLM haberleri, open/sovereign model hattinin sadece akademik degil politik bir kapasite meselesi oldugunu gosteriyor. Kaynaklar: https://news.google.com/rss/articles/CBMi2wFBVV95cUxPRnAtTzY0UVFxSHZ1RFlIRUlxV3ktQzg3WVNwWDVQZ3llNDlYRWhFR2FCN3hCODF1Vy1zTVdhQ29lbnlUZElENThNNTNPZ29yeDhCOU42SlZwMnhQU29oU2w2Z3VHbVpTZFJsdjhudnNRSmtNeDc0UmRVMElTRXlnX1FZWWd4dFlJQUd5UGE0SFktZDd4ZUE1MUwtNU51MURVVV9pNHFnUEpTWTZpZDVaWF83elhPSHFqMUVqdzdwTXR5UklTSkJVRXk0LTg4M3hOaHEtZXFobnh0b3c?oc=5 | https://news.google.com/rss/articles/CBMikwFBVV95cUxOQnlRVmlDYlpic0RrT0JVVmFpQVRzeGhZaHBRVjdfSmJ6YThVREVpRkpyckJqaGtXbUQtaEVaRTg1LVBDUG1KdkZ0VzdBWnhKQzhQcUdLQmRQMFc5dll0WktCWTV2SWFTQ2M4RWVfSHU1ZGJjM3Q2R3plVDBqdEZ2LVJaZllkS3ZQX0tjSFYyS0tDbUk?oc=5
KAT-3 — Agents / Products
- Codex paketi, GPT-5.5 ile birlikte yeniden merkeze tasindi; OpenAI Academy'deki Codex dokumanlari, automations, plugins/skills ve settings gibi “agent operating manual” katmanini urunlestiriyor. Kaynaklar: https://openai.com/academy/what-is-codex | https://openai.com/academy/codex-automations | https://openai.com/academy/codex-plugins-and-skills
- Microsoft Office agent-mode, bilgi iscisinin gundelik araclarini agent runtime'a donusturuyor; en kritik etki, AI'nin belge yazma degil, belge icinde is yapma araci haline gelmesi. Kaynak: https://www.theverge.com/news/917328/microsoft-agent-mode-vibe-working-office-word-excel-powerpoint
- Google Workspace AI intern anlatısı, Google'in enterprise tarafinda Gemini'yi bireysel chatbot yerine takim is akisi yardimcisi olarak konumlandirdigini gosteriyor. Kaynak: https://techcrunch.com/2026/04/22/google-updates-workspace-to-make-ai-your-new-office-intern
- Gemini Enterprise icin unique AI agent identities haberleri, agent governance'in kimlik, yetki ve audit katmanina tasinacaginin isareti. Kaynak: https://news.google.com/rss/articles/CBMigwFBVV95cUxPV25YM0N5M0V6NnNDZGVVcy1ncEU1RzdZdzZGdUd4c251NG45YWUtQVdjcE43Tnp5aUNPbEc5YjZPbUZmQTJlY2FDWkx4Q2doeUZxS3dtX1VLeWtFcURWU1ZMMFNNRTV4NVZyVkZ2YS1QREFpck1BNS0wTm1KRUNBMWhINA?oc=5
KAT-4 — Research / AI Science
- Decoupled DiLoCo, dagitik AI egitiminde node/cluster ayrismasini daha dayanikli hale getirmeyi hedefleyen onemli bir DeepMind arastirma sinyali. Kaynak: https://deepmind.google/blog/decoupled-diloco/
- AVISE, AI sistem guvenligini degerlendirmek icin framework oneriyor; security eval'lerin model benchmark'i kadar standartlasmasi gerektigini hatirlatiyor. Kaynak: https://arxiv.org/abs/2604.20833
- AgentSOC, security operations icin cok katmanli agentic AI framework oneriyor; SOC otomasyonunda ajanlarin gozlem, analiz ve aksiyon rolleri ayrisiyor. Kaynak: https://arxiv.org/abs/2604.20134
- Cognis ve uzun sureli agent memory paper'lari, ajanlarin kisilestirme ve hatirlama kabiliyetinin yeni bir benchmark alani oldugunu gosteriyor. Kaynaklar: https://arxiv.org/abs/2604.19771 | https://arxiv.org/abs/2604.20006
- Sony AI'nin sporda expert-level robot iddiasi, embodied AI tarafinda dar-domain uzmanlik ile fiziksel beceri arasindaki mesafenin kapandigina dair guclu bir isaret. Kaynak: https://the-decoder.com/sony-ai-builds-the-first-robot-to-reach-expert-level-in-a-sport/
KAT-5 — Infrastructure / Compute
- Microsoft Avustralya'ya 18 milyar dolarlik AI altyapi yatirimi acikladi. Bölgesel cloud kapasitesi, AI'nin ulusal ekonomik strateji konusu haline geldigini gosteriyor. Kaynak: https://www.cnbc.com/2026/04/23/microsoft-expands-ai-footprint-in-australia-with-18-billion-investment.html
- Anthropic Avrupa data center kapasitesi icin uzman ise aliyor. Model sirketlerinin artik data center kontrat pazarligini cekirdek yetkinlik olarak insa ettigi goruluyor. Kaynak: https://www.cnbc.com/2026/04/23/anthropic-ai-europe-data-center-capacity-role.html
- Google Avusturya'da ilk Alps data center yatirimini duyurdu. Bu, Avrupa bolgesel kapasite ve veri yerelligi stratejisinin pratik ayagi. Kaynak: https://blog.google/innovation-and-ai/infrastructure-and-cloud/global-network/google-data-center-austria/
- Data center kaynakli sera gazi artisi, AI altyapi buyumesinin siyasi ve iklim maliyetini artiriyor; 2026'da “compute nerede ve hangi enerjiyle calisiyor?” sorusu daha kritik. Kaynak: https://arstechnica.com/ai/2026/04/greenhouse-gases-from-data-center-boom-could-outpace-entire-nations
- Google TPU anlatısı ve NVIDIA-Google stack tartismasi, chip rekabetinin hem custom silicon hem de GPU superstack uzerinden ayni anda yurudugunu gosteriyor. Kaynaklar: https://blog.google/innovation-and-ai/infrastructure-and-cloud/google-cloud/what-is-a-tpu/ | https://news.google.com/rss/articles/CBMihwFBVV95cUxOalNtUkRWUS12M29xNTJrc1JlWGVXcFAybGRVd2J0RVZrUkI3Z2pSU3dOUHh4ZDc2ZmZTX3RkZWhQdUxYRWZ3U0ZPYmJqUkpuUnhHdkpMYnFVRmJhTmF4c3NpeVdBWF9PajdmQm9UcllDTFg5UUlGQmpkOFgzNUZQTW9EYmZWOEnSAY8BQVVfeXFMTjhJWTF5VlRaMnVtNjA2M1pfT2VLelREc1V1dFU5aG43M2ZNSThMZ25IVTYtRzVRX3hldTdOdjhzRkRqX05oc3duX29SaGszU3VmczhWOEQ1aHBObkRsMUJuXzI4czdBOWtCT1ZOb05GemIyb0ptT0pZeWhaRDliN0JfcEFDMnhvbVpBNlNuUjQ?oc=5
KAT-6 — Security / Cyber
- OpenAI Trusted Access programi Microsoft'a en guclu cyber-defense modellerini aciyor. Bu, frontier model erisiminin savunma/enterprise guvenlikte secici lisanslama ile dagitilacagini gosteriyor. Kaynak: https://the-decoder.com/openais-new-trusted-access-program-gives-microsoft-its-most-capable-models-for-cyber-defense/
- CISA, BlueHammer zero-day icin federal kurumlara patch emri verdi. AI gundeminin disinda gibi gorunse de Defender gibi endpoint katmanlarindaki aciklar agentic enterprise riskini dogrudan buyutur. Kaynak: https://www.bleepingcomputer.com/news/security/cisa-orders-feds-to-patch-microsoft-defender-flaw-exploited-in-zero-day-attacks/
- Gemini Live AI Assistant hijack vulnerability haberi, tarayici icindeki AI yardimcilarin yeni permission ve injection yuzeyi oldugunu hatirlatiyor. Kaynak: https://news.google.com/rss/articles/CBMimgFBVV95cUxOT0FKYTRYajY1VTAwMWtCd2N1UkFXY1JvN3RUcnNTUS11WE1DeVFmMzVEZUJ5TGw0eXVQVl9BMFhhWE9qUTI0cndxN01JQlFVQ0VLMjJ4N1Rzd2Q0SEJRamFBXzYwM0RsR081ejhrRnBPU0t4dkJRSUI0UTI1WWljOEoxcXhFU04xeHRPTkRMNFRSRWJUTkpzbjBn0gGfAUFVX3lxTE5uU0MtQ1hZdThmZVpOSGhmbF9sazFUV1VvUTZuLUhyOXhIVnVtTmF1TlpkeTFHdW9KQjc0Z2dFMHlKOGlza1ljQ1Z3N21YRWFsN3FwSTlMZmRMTjhZaXoxWVN3cjZvaG5aNWNIa05INW1fQmNXMGY4dGNRSzZETVg4eUthbzU1UU51MEU4M3Z6cVFraUNNSFBwQ0RJQTdhOA?oc=5
- Çin destekli covert network uyarilari, botnet/proxy altyapisi ile siber operasyonlarin tespitini zorlastirdigini gosteriyor. Kaynaklar: https://go.theregister.com/feed/www.theregister.com/2026/04/23/china_covert_networks/ | https://www.bleepingcomputer.com/news/security/uk-warns-of-chinese-hackers-using-botnets-of-hijacked-consumer-devices-to-evade-detection/
KAT-7 — Regulation / Policy
- AB'nin Google'a Android'i Gemini rakiplerine acma baskisi, AI asistan pazarinda platform self-preferencing tartismasinin mobil OS seviyesine tasindigini gosteriyor. Kaynaklar: https://news.google.com/rss/articles/CBMingFBVV95cUxQWkw1THN6V2lhbC1weE56dTJhdjlZdjJoUXNna2ZZdzhzTjR1cnRNanI1TmhvdUpUMVpUeTZqUktrTWtOTm1xdDZUM0JYV1d1UGVrbWcyOC1RWVhEcHBONHJralI4TzNJTWhRZjRZV2diZnNpb3AzMzhfSUd0ZzJSdXRKNjBoSXVnTm5qa0tuZDhhWndaZG92Z2JodF8yUQ?oc=5 | https://news.google.com/rss/articles/CBMisAFBVV95cUxPdjVKYzZzYktpbHMzRDJxNXlCNHB6b0tXZU1IMXRCWkJpbndzNzkzLUctd2FHNjg4MEdSLWlYX1U0d2Y0WG1RazdmNXlQbXpZWHJ1MUxVTHI3STUtMVZmTDlpby10Qk1CakR4M1o2RkhrODEtMjBvemZleUtlaHJ6X1FfQ2xLZU51dkJ6dTAxMzhwMEQtd1M5djFtOVdPaThLbGVoaTd5MWE4bUJic0VURA?oc=5
- ABD tarafinda Çin'in AI teknolojisini “industrial-scale” kopyalama cabalari uyarisi, teknoloji kontrolu ve model/weight/know-how sızıntisi tartismalarini sertlestirebilir. Kaynaklar: https://www.cnbc.com/2026/04/23/trump-china-ai-technology.html | https://the-decoder.com/trump-science-advisor-says-chinese-actors-are-copying-american-ai-at-massive-scale/
- Proton CEO'sunun age-check/ID checkpoint elestirisi, online safety regülasyonunun gizlilik ve ifade ozgurlugu maliyetine dikkat cekiyor. Kaynak: https://go.theregister.com/feed/www.theregister.com/2026/04/23/proton_ceo_age_checks_id_checkpoint/
- UK gov sayfalarindaki eski verilerin AI overviews tarafindan kullanilmasi, kamu bilgisinin LLM aracili yayininda veri tazeligini regülasyon konusu yapabilir. Kaynak: https://go.theregister.com/feed/www.theregister.com/2026/04/23/stale_govuk_pages_are_feeding/
KAT-8 — Funding / Enterprise Adoption
- AI startup funding'in iki ayda 220 milyar dolar seviyesine ciktigi haberleri, sermaye yogunlasmasinin hala hizli oldugunu ama kalite ayriminin daha onemli hale geldigini gosteriyor. Kaynak: https://news.google.com/rss/articles/CBMiigFBVV95cUxNNWJxVXFYZlVSX0RSRldzS0dhZmhQVWU4LXR0bXcxbHhwM2xMN0p0R2RTQ09BdFhkZE9WeWFSZ1kwckFXQ0R6YmFCRURyZjN2STZ1UVNobG5YUFcyNmdCWFh3SHRuVm42UF9vcWdva2VRM2ludzhhajJ2VzljY3NWa2JCeHM2a3RHQUE?oc=5
- Legora'nin Qura'yi almasi, legal AI tarafinda “research + workflow + domain data” konsolidasyonunun surdugunu gosteriyor. Kaynak: https://news.google.com/rss/articles/CBMifkFVX3lxTE1FU2tCUXc5Q1U0aHlyemc4WWl3c3VaMlNFN002RXRXUVlRX0g0NnFpVldydFhWX05ER3RMYkwzNG1GeHcxc2l2dGxiY0wyOGdHb3VpeDY4QVAwQVNta1pRZHhyT250OEtBTHNSZ2t1M3UwbHZadzlRMXFzUTI2UQ?oc=5
- Mill'in Google AI Futures Fund ile gida atigi karakterizasyonu icin Gemini kullanimina gitmesi, AI'nin climate/industrial analytics tarafinda daha spesifik domain yatirimlarina yayildigini gosteriyor. Kaynak: https://news.google.com/rss/articles/CBMi6AFBVV95cUxNWTRvQnE0Y0hPUFQzX055bkk0MXdnYXNWRG9yU19ubUFDSFQwaHJyYXk4X2J2Yml0YmpzdHFyc2RDSElkX0FlVjF3WWdOUmJRY2I0THlOaWR5NlltRnZnLXA0S2FGeWU2SWFEZTAybTdRODNBVmV5VlJOVTdnUjBramN4REF4S3UzU3owR0NZR0dSVHdCQTlMekZ2VE8tajMyWnlSb0dDMW9lYy1vMVphYlNCS3RrYmdCVW9rbjZkbEZhNllDSWlwdDhheGtjZVRzenY4bG1hTEkwekNVdTRZWFl1OGRUbkdx?oc=5
KAT-9 — Society / Work / Media
- Meta calisan ekran/tiklama/klavye verisi toplama haberleri, AI training icin isyeri verisinin kullanilmasinin mahremiyet ve calisan guveni acisindan buyuk risk oldugunu gosteriyor. Kaynak: https://www.cnbc.com/2026/04/22/meta-tracks-employee-usage-on-google-linkedin-ai-training-project.html
- OpenAI'nin ChatGPT for Clinicians iddiasi, klinik destek sistemlerinde benchmark basarisinin doktor is akisi, sorumluluk ve malpractice tartismalarini tetikleyecegini gosteriyor. Kaynak: https://the-decoder.com/openai-says-its-new-chatgpt-for-clinicians-outperforms-doctors-on-clinical-tasks-even-when-they-have-unlimited-time-and-web-access/
- Daron Acemoglu'nun Anthropic CEO'sunun beyaz yaka is kaybi cikisina itirazi, AI isgucu etkisi tartismasinda “otomasyon kader mi, kurum tasarimi mi?” ayrimini yeniden one cikariyor. Kaynak: https://www.donanimhaber.com/daron-acemoglu-anthropic-ceo-sunun-ai-uyarisina-karsi-cikti--204838
- AI overviews'in eski gov.uk verilerini kullanmasi, halkin bilgiye erisiminde LLM arayuzlerinin medya/arama guveni krizini buyutebilecegini gosteriyor. Kaynak: https://go.theregister.com/feed/www.theregister.com/2026/04/23/stale_govuk_pages_are_feeding/
SECURITY
- Priorite 1 — Agentic browser/assistant attack surface: Gemini Live hijack haberi, tarayici-yerlesik AI yardimcilar icin izin modeli, DOM/voice/context injection ve session takeover testlerinin urun cikmadan zorunlu hale gelmesi gerektigini gosteriyor. Kaynak: https://news.google.com/rss/articles/CBMimgFBVV95cUxOT0FKYTRYajY1VTAwMWtCd2N1UkFXY1JvN3RUcnNTUS11WE1DeVFmMzVEZUJ5TGw0eXVQVl9BMFhhWE9qUTI0cndxN01JQlFVQ0VLMjJ4N1Rzd2Q0SEJRamFBXzYwM0RsR081ejhrRnBPU0t4dkJRSUI0UTI1WWljOEoxcXhFU04xeHRPTkRMNFRSRWJUTkpzbjBn0gGfAUFVX3lxTE5uU0MtQ1hZdThmZVpOSGhmbF9sazFUV1VvUTZuLUhyOXhIVnVtTmF1TlpkeTFHdW9KQjc0Z2dFMHlKOGlza1ljQ1Z3N21YRWFsN3FwSTlMZmRMTjhZaXoxWVN3cjZvaG5aNWNIa05INW1fQmNXMGY4dGNRSzZETVg4eUthbzU1UU51MEU4M3Z6cVFraUNNSFBwQ0RJQTdhOA?oc=5
- Priorite 2 — Endpoint ve hybrid cloud patch discipline: BlueHammer zero-day ve Windows Admin Center/hybrid cloud kusurlari, AI agent rollout'larinda klasik patching'in hala temel risk oldugunu hatirlatiyor. Kaynaklar: https://www.bleepingcomputer.com/news/security/cisa-orders-feds-to-patch-microsoft-defender-flaw-exploited-in-zero-day-attacks/ | https://go.theregister.com/feed/www.theregister.com/2026/04/23/wac_flaws_hybrid_cloud_security/
- Priorite 3 — Security AI eval standardizasyonu: AVISE ve AgentSOC, AI-native SOC ve AI system security icin yeni benchmark/framework ihtiyacini acikca isaret ediyor. Kaynaklar: https://arxiv.org/abs/2604.20833 | https://arxiv.org/abs/2604.20134
- Priorite 4 — Vendor trust and incident posture: Lovable ve Delve baglantili security scare haberleri, AI startup'larinda hizli buyume + yetersiz guvenlik sureclerinin enterprise alimi yavaslatabilecegini gosteriyor. Kaynaklar: https://sifted.eu/articles/lovable-ceo-anton-osika-security-apology/ | https://techcrunch.com/2026/04/23/another-customer-of-troubled-startup-delve-suffered-a-big-security-incident/
REGULATION
- AB Android/Gemini baskisi, AI asistanlarin OS seviyesinde rekabet denetimine girecegini gosteriyor; Apple/Google app-store donemi benzeri bir asistan-gateway regülasyonu dogabilir. Kaynak: https://news.google.com/rss/articles/CBMingFBVV95cUxQWkw1THN6V2lhbC1weE56dTJhdjlZdjJoUXNna2ZZdzhzTjR1cnRNanI1TmhvdUpUMVpUeTZqUktrTWtOTm1xdDZUM0JYV1d1UGVrbWcyOC1RWVhEcHBONHJralI4TzNJTWhRZjRZV2diZnNpb3AzMzhfSUd0ZzJSdXRKNjBoSXVnTm5qa0tuZDhhWndaZG92Z2JodF8yUQ?oc=5
- ABD-Çin AI teknoloji transferi gerilimi, model weights, chip design, researcher mobility ve enterprise source-code erisimi uzerinde daha sert kontrol ihtimalini artiriyor. Kaynaklar: https://www.cnbc.com/2026/04/23/trump-china-ai-technology.html | https://the-decoder.com/trump-science-advisor-says-chinese-actors-are-copying-american-ai-at-massive-scale/
- Sovereign AI hattinda Ukrayna ve EuroLLM sinyalleri, ulusal LLM kapasitesinin savunma, kamu hizmeti ve dil/kultur bagimsizligi icin stratejik unsur oldugunu gosteriyor. Kaynaklar: https://news.google.com/rss/articles/CBMikwFBVV95cUxOQnlRVmlDYlpic0RrT0JVVmFpQVRzeGhZaHBRVjdfSmJ6YThVREVpRkpyckJqaGtXbUQtaEVaRTg1LVBDUG1KdkZ0VzdBWnhKQzhQcUdLQmRQMFc5dll0WktCWTV2SWFTQ2M4RWVfSHU1ZGJjM3Q2R3plVDBqdEZ2LVJaZllkS3ZQX0tjSFYyS0tDbUk?oc=5 | https://news.google.com/rss/articles/CBMi2wFBVV95cUxPRnAtTzY0UVFxSHZ1RFlIRUlxV3ktQzg3WVNwWDVQZ3llNDlYRWhFR2FCN3hCODF1Vy1zTVdhQ29lbnlUZElENThNNTNPZ29yeDhCOU42SlZwMnhQU29oU2w2Z3VHbVpTZFJsdjhudnNRSmtNeDc0UmRVMElTRXlnX1FZWWd4dFlJQUd5UGE0SFktZDd4ZUE1MUwtNU51MURVVV9pNHFnUEpTWTZpZDVaWF83elhPSHFqMUVqdzdwTXR5UklTSkJVRXk0LTg4M3hOaHEtZXFobnh0b3c?oc=5
AI-SCIENCE
- World models politikasi uyarisi, arastirmacilarin ABD politik sisteminin ChatGPT donemindeki erken yanlis anlamalari world-model/robotics alaninda tekrarlamasindan endise ettigini gosteriyor. Kaynak: https://the-decoder.com/researchers-warn-us-politics-is-repeating-its-chatgpt-mistake-with-world-models/
- Robotik foundation model ve world model calismalari, physical AI tarafinda safety-critical kararlarin daha fazla simülasyon, calibration ve gercek-dunya grounding gerektirdigini gosteriyor. Kaynaklar: https://arxiv.org/abs/2604.20100 | https://arxiv.org/abs/2604.20151 | https://huggingface.co/papers/2604.20246
- LLM pipeline measurement error calismasi, otomatik annotation/evaluation zincirlerinde gizli olcum hatasinin benchmark sonucunu bozabilecegini hatirlatiyor. Kaynak: https://arxiv.org/abs/2604.11581
- Machine unlearning verification fragility, gizlilik ve compliance vaatlerinin test edilebilirliginin hala zayif oldugunu gosteriyor. Kaynak: https://arxiv.org/abs/2408.00929
INFRA
- Compute kapasitesi Avrupa ve Avustralya'ya yayiliyor, fakat bunun ana kisiti enerji, bolgesel izin ve data residency olacak. Kaynaklar: https://www.cnbc.com/2026/04/23/microsoft-expands-ai-footprint-in-australia-with-18-billion-investment.html | https://blog.google/innovation-and-ai/infrastructure-and-cloud/global-network/google-data-center-austria/
- Anthropic'in Avrupa data center deal role'u, frontier model sirketlerinin artik real-estate/energy/procurement sirketi gibi davranmak zorunda kaldigini gosteriyor. Kaynak: https://www.cnbc.com/2026/04/23/anthropic-ai-europe-data-center-capacity-role.html
- NVIDIA-Google Cloud superstack haberleri, custom TPU tehdidine ragmen GPU ekosisteminin software + cloud + enterprise integration ile savunma yaptigini gosteriyor. Kaynak: https://news.google.com/rss/articles/CBMilwFBVV95cUxQN21MaU9WY3ZScnMxb0VGMU4tQlFqTDZzM2xqX3ZSdjMtOVlqdENDNkNjc1hQbTRxQUVkWkZaci1TX0NqNjVFSDRSa2dkM1BsMzgzZHNWcU1VNnAtRDdaUXcwYWNuLXFqR0pSeUdrUlRTY0s5OTFkNVJwb1gyQWZxWXBxQ1RhbjlLemt4ODlaSXB1aXg5VzZr?oc=5
SAFETY
- GPT-5.5 Bio Bug Bounty, frontier model cikislarinda bio-risk degerlendirmesinin ayri bir public program haline geldigini gosteriyor. Kaynak: https://openai.com/index/gpt-5-5-bio-bug-bounty
- Benign fine-tuning'in audio LLM safety alignment'i bozmasi, multimodal modellerde guvenlik katmaninin sadece text alignment ile korunamayacagini gosteriyor. Kaynak: https://huggingface.co/papers/2604.16659
- Opus 4.7'nin over-refusal/over-policing sikayetleri, safety tuning'in kullanilabilirlik maliyetini ve agent workflows icinde yanlis pozitiflerin operasyona zararini gosteriyor. Kaynak: https://go.theregister.com/feed/www.theregister.com/2026/04/23/claude_opus_47_auc_overzealous/
- Klinik ChatGPT iddialari, safety acisindan sadece benchmark degil; doktor sorumlulugu, hasta guvenligi, veri gizliligi ve explanation kalitesiyle test edilmeli. Kaynak: https://the-decoder.com/openai-says-its-new-chatgpt-for-clinicians-outperforms-doctors-on-clinical-tasks-even-when-they-have-unlimited-time-and-web-access/
WATCHLIST
- GPT-5.5 fiyat/performans gercek saha testleri: API fiyatinin iki kat tartismasi, developer adoption'i ve Codex kullanimi uzerinden izlenmeli. Kaynak: https://the-decoder.com/openai-unveils-gpt-5-5-claims-a-new-class-of-intelligence-at-double-the-api-price/
- Opus 4.7 davranis regresyonu: Over-refusal/over-policing sikayetleri status update ve developer forumlarda devam ederse Anthropic agent trust'i zedelenebilir. Kaynaklar: https://go.theregister.com/feed/www.theregister.com/2026/04/23/claude_opus_47_auc_overzealous/ | https://www.reddit.com/r/ClaudeAI/comments/1stm4m7/claude_status_update_elevated_errors_on_claude/
- AB Android/Gemini dosyasi: Mobil AI asistan rekabetinde Google icin yeni DMA benzeri baski dogurabilir. Kaynak: https://news.google.com/rss/articles/CBMingFBVV95cUxQWkw1THN6V2lhbC1weE56dTJhdjlZdjJoUXNna2ZZdzhzTjR1cnRNanI1TmhvdUpUMVpUeTZqUktrTWtOTm1xdDZUM0JYV1d1UGVrbWcyOC1RWVhEcHBONHJralI4TzNJTWhRZjRZV2diZnNpb3AzMzhfSUd0ZzJSdXRKNjBoSXVnTm5qa0tuZDhhWndaZG92Z2JodF8yUQ?oc=5
- Meta workplace data collection: Calisan verisiyle AI egitimi konusu sendika, regülasyon ve enterprise trust tartismasina donebilir. Kaynak: https://www.cnbc.com/2026/04/22/meta-tracks-employee-usage-on-google-linkedin-ai-training-project.html
- Data center climate backlash: AI emisyonlari ulusal olcekte kiyaslanmaya basladikca izin, enerji ve ESG baskisi artabilir. Kaynak: https://arstechnica.com/ai/2026/04/greenhouse-gases-from-data-center-boom-could-outpace-entire-nations
TRENDS
- GPT-5 spike teyit edildi. 7 gunluk trend verisinde GPT-5 toplam 108 mention ile spike gorunuyor; bugun GPT-5.5 lansmani, system card, Codex entegrasyonu ve klinik/cyber yan hikayeleriyle bu spike'i ana narratife tasidi. Kaynaklar: file:///Users/mahsum/clawd/research/nightly-v3/state/trends.json | https://openai.com/index/introducing-gpt-5-5 | https://blogs.nvidia.com/blog/openai-codex-gpt-5-5-ai-agents/
- AI Agents rising bandi bugun Office/Codex/Workspace ile kurumsal UI'ya indi. Trend toplaminda AI Agents 1130 mention ile yukseliste; bugunku haberler bu hacmin model benchmark'larindan daha cok agent runtime ve is akisi entegrasyonuna kaydigini gosteriyor. Kaynaklar: file:///Users/mahsum/clawd/research/nightly-v3/state/trends.json | https://www.theverge.com/news/917328/microsoft-agent-mode-vibe-working-office-word-excel-powerpoint | https://openai.com/academy/what-is-codex
- AI Safety rising olsa da ton degisti. Soyut doom tartismasindan cok, bio bug bounty, over-refusal, AI assistant hijack ve clinical deployment gibi urunlestirilmis risk basliklari one cikti. Kaynaklar: file:///Users/mahsum/clawd/research/nightly-v3/state/trends.json | https://openai.com/index/gpt-5-5-bio-bug-bounty | https://go.theregister.com/feed/www.theregister.com/2026/04/23/claude_opus_47_auc_overzealous/ | https://news.google.com/rss/articles/CBMimgFBVV95cUxOT0FKYTRYajY1VTAwMWtCd2N1UkFXY1JvN3RUcnNTUS11WE1DeVFmMzVEZUJ5TGw0eXVQVl9BMFhhWE9qUTI0cndxN01JQlFVQ0VLMjJ4N1Rzd2Q0SEJRamFBXzYwM0RsR081ejhrRnBPU0t4dkJRSUI0UTI1WWljOEoxcXhFU04xeHRPTkRMNFRSRWJUTkpzbjBn0gGfAUFVX3lxTE5uU0MtQ1hZdThmZVpOSGhmbF9sazFUV1VvUTZuLUhyOXhIVnVtTmF1TlpkeTFHdW9KQjc0Z2dFMHlKOGlza1ljQ1Z3N21YRWFsN3FwSTlMZmRMTjhZaXoxWVN3cjZvaG5aNWNIa05INW1fQmNXMGY4dGNRSzZETVg4eUthbzU1UU51MEU4M3Z6cVFraUNNSFBwQ0RJQTdhOA?oc=5
- Anthropic stable ama riskli anlatida. Trendde Anthropic stable; bugun ise olumlu capability yerine Opus 4.7 sikayetleri, Mythos fallout ve Avrupa compute arayisi ile karmasik bir resim verdi. Kaynaklar: file:///Users/mahsum/clawd/research/nightly-v3/state/trends.json | https://go.theregister.com/feed/www.theregister.com/2026/04/23/claude_opus_47_auc_overzealous/ | https://www.theverge.com/ai-artificial-intelligence/917644/anthropic-claude-mythos-breach-humiliation | https://www.cnbc.com/2026/04/23/anthropic-ai-europe-data-center-capacity-role.html
CikCik Paketi
- Tweet 1: GPT-5.5 sadece “yeni model” degil; Codex, system card, bio bug bounty ve NVIDIA agentic coding anlatısıyla birlikte geldi. 2026 model savasi artik benchmark degil, guvenli deployment + agent workflow savasi. Kaynak: https://openai.com/index/introducing-gpt-5-5
- Tweet 2: Microsoft Office'e agent-mode geliyor: Word/Excel/PowerPoint artik sadece dosya editoru degil, is akisi runtime'i olmaya calisiyor. “Vibe working” adini tartisabiliriz, ama yon net. Kaynak: https://www.theverge.com/news/917328/microsoft-agent-mode-vibe-working-office-word-excel-powerpoint
- Tweet 3: Anthropic Opus 4.7 icin over-policing sikayetleri onemli: safety tuning iyi niyetli olsa da agentic coding'de yanlis pozitifler direkt verimlilik ve trust kaybi demek. Kaynak: https://go.theregister.com/feed/www.theregister.com/2026/04/23/claude_opus_47_auc_overzealous/
- Tweet 4: Meta'nin AI push'u iki yuzlu gorunuyor: bir yanda %10 isgucu kesintisi, diger yanda calisan ekran/tiklama/klavye verisini AI egitimi icin izleme haberleri. Enterprise AI'nin “trust” sinavi burada basliyor. Kaynak: https://www.cnbc.com/2026/04/22/meta-tracks-employee-usage-on-google-linkedin-ai-training-project.html
- Tweet 5: AI altyapi savasi global kapasite savasi oldu: Microsoft Avustralya, Google Avusturya, Anthropic Avrupa data-center pazarligi. Modeli kim yapar kadar, modeli nerede ve hangi enerjiyle calistirir sorusu kritik. Kaynak: https://www.cnbc.com/2026/04/23/microsoft-expands-ai-footprint-in-australia-with-18-billion-investment.html
- Thread fikri: “GPT-5.5 gunu bize 2026 AI stack'ini gosterdi: 1) frontier model, 2) Codex/Office/Workspace agent UI, 3) cyber + clinical special access, 4) data center capacity, 5) regülasyon ve trust.” Kaynaklar: https://openai.com/index/introducing-gpt-5-5 | https://www.theverge.com/news/917328/microsoft-agent-mode-vibe-working-office-word-excel-powerpoint | https://www.cnbc.com/2026/04/23/anthropic-ai-europe-data-center-capacity-role.html
Oracle Self-Improvement Sinyalleri
- Agent raporlamada capability/regression ayrimi eklenmeli. Opus 4.7 ornegi, yeni model haberlerinde sadece “ne kadar iyi?” degil, “hangi davranis regresyonlari var?” sorusunun ayri izlenmesi gerektigini gosteriyor. Kaynak: https://go.theregister.com/feed/www.theregister.com/2026/04/23/claude_opus_47_auc_overzealous/
- AI assistant security watchlist'i ayrilastirilmali. Gemini Live hijack, browser/desktop assistant izin modelini ayri bir risk kategorisi olarak izlemeyi gerektiriyor. Kaynak: https://news.google.com/rss/articles/CBMimgFBVV95cUxOT0FKYTRYajY1VTAwMWtCd2N1UkFXY1JvN3RUcnNTUS11WE1DeVFmMzVEZUJ5TGw0eXVQVl9BMFhhWE9qUTI0cndxN01JQlFVQ0VLMjJ4N1Rzd2Q0SEJRamFBXzYwM0RsR081ejhrRnBPU0t4dkJRSUI0UTI1WWljOEoxcXhFU04xeHRPTkRMNFRSRWJUTkpzbjBn0gGfAUFVX3lxTE5uU0MtQ1hZdThmZVpOSGhmbF9sazFUV1VvUTZuLUhyOXhIVnVtTmF1TlpkeTFHdW9KQjc0Z2dFMHlKOGlza1ljQ1Z3N21YRWFsN3FwSTlMZmRMTjhZaXoxWVN3cjZvaG5aNWNIa05INW1fQmNXMGY4dGNRSzZETVg4eUthbzU1UU51MEU4M3Z6cVFraUNNSFBwQ0RJQTdhOA?oc=5
- Rapor pipeline'i Google News RSS fallback kalite skorunu dusurmeli. Bugunku veri setinde cok sayida X/Google News fallback kaydi vardir; dogrudan kaynak URL veya primary publisher bulunamadiginda confidence dusurulmeli. Kaynak: file:///Users/mahsum/clawd/research/nightly-v3/raw-sources/2026-04-24/unique.json
- Longitudinal dedupe, “same incident/new angle” ayrimini desteklemeli. Mythos haberleri son 3 gunde tekrarli; bugun sadece yeni fallout/aciklama varsa secilmeli, ayni ana olayi yeniden top story yapmaktan kacinilmali. Kaynaklar: https://www.theverge.com/ai-artificial-intelligence/917644/anthropic-claude-mythos-breach-humiliation | file:///Users/mahsum/clawd/research/nightly-v3/reports/2026-04-23.md
- Infrastructure tracker'a enerji ve bolge alanlari eklenmeli. Microsoft Australia, Google Austria ve Anthropic Europe gibi haberler compute kapasitesinin harita uzerinde izlenmesi gerektigini gosteriyor. Kaynaklar: https://www.cnbc.com/2026/04/23/microsoft-expands-ai-footprint-in-australia-with-18-billion-investment.html | https://blog.google/innovation-and-ai/infrastructure-and-cloud/global-network/google-data-center-austria/ | https://www.cnbc.com/2026/04/23/anthropic-ai-europe-data-center-capacity-role.html
Kaynak Ozeti
- OpenAI/NVIDIA: GPT-5.5, system card, bio bug bounty, Codex ve NVIDIA kullanimi. Kaynaklar: https://openai.com/index/introducing-gpt-5-5 | https://openai.com/index/gpt-5-5-system-card | https://openai.com/index/gpt-5-5-bio-bug-bounty | https://blogs.nvidia.com/blog/openai-codex-gpt-5-5-ai-agents/
- Enterprise productivity: Microsoft Office agent-mode, Word AI co-author, Google Workspace intern. Kaynaklar: https://www.theverge.com/news/917328/microsoft-agent-mode-vibe-working-office-word-excel-powerpoint | https://go.theregister.com/feed/www.theregister.com/2026/04/23/microsoft_gives_your_word_documents/ | https://techcrunch.com/2026/04/22/google-updates-workspace-to-make-ai-your-new-office-intern
- Security: Gemini Live hijack, BlueHammer zero-day, Chinese covert networks, AVISE/AgentSOC. Kaynaklar: https://www.bleepingcomputer.com/news/security/cisa-orders-feds-to-patch-microsoft-defender-flaw-exploited-in-zero-day-attacks/ | https://go.theregister.com/feed/www.theregister.com/2026/04/23/china_covert_networks/ | https://arxiv.org/abs/2604.20833 | https://arxiv.org/abs/2604.20134
- Infrastructure: Microsoft Australia, Google Austria, Anthropic Europe capacity, emissions. Kaynaklar: https://www.cnbc.com/2026/04/23/microsoft-expands-ai-footprint-in-australia-with-18-billion-investment.html | https://blog.google/innovation-and-ai/infrastructure-and-cloud/global-network/google-data-center-austria/ | https://www.cnbc.com/2026/04/23/anthropic-ai-europe-data-center-capacity-role.html | https://arstechnica.com/ai/2026/04/greenhouse-gases-from-data-center-boom-could-outpace-entire-nations
- Policy/geopolitics: EU Android/Gemini pressure, China AI tech copying warnings, sovereign LLMs. Kaynaklar: https://news.google.com/rss/articles/CBMingFBVV95cUxQWkw1THN6V2lhbC1weE56dTJhdjlZdjJoUXNna2ZZdzhzTjR1cnRNanI1TmhvdUpUMVpUeTZqUktrTWtOTm1xdDZUM0JYV1d1UGVrbWcyOC1RWVhEcHBONHJralI4TzNJTWhRZjRZV2diZnNpb3AzMzhfSUd0ZzJSdXRKNjBoSXVnTm5qa0tuZDhhWndaZG92Z2JodF8yUQ?oc=5 | https://www.cnbc.com/2026/04/23/trump-china-ai-technology.html | https://the-decoder.com/trump-science-advisor-says-chinese-actors-are-copying-american-ai-at-massive-scale/ | https://news.google.com/rss/articles/CBMikwFBVV95cUxOQnlRVmlDYlpic0RrT0JVVmFpQVRzeGhZaHBRVjdfSmJ6YThVREVpRkpyckJqaGtXbUQtaEVaRTg1LVBDUG1KdkZ0VzdBWnhKQzhQcUdLQmRQMFc5dll0WktCWTV2SWFTQ2M4RWVfSHU1ZGJjM3Q2R3plVDBqdEZ2LVJaZllkS3ZQX0tjSFYyS0tDbUk?oc=5
Dedupe & Kalite Notu
- Dedupe uygulandi: 2026-04-21, 2026-04-22 ve 2026-04-23 raporlarinda one cikan Kimi K2.6, GPT Images 2.0, Google Deep Research Max, TPU 8T/8I, OpenAI Privacy Filter, Cloudflare Sandboxes/MCP ve Qwen3.6-27B release haberleri tekrar top story yapilmadi. Kaynaklar: file:///Users/mahsum/clawd/research/nightly-v3/reports/2026-04-21.md | file:///Users/mahsum/clawd/research/nightly-v3/reports/2026-04-22.md | file:///Users/mahsum/clawd/research/nightly-v3/reports/2026-04-23.md
- Yeni aci ayrimi: Mythos onceki raporlarda ana haber oldugu icin bugun sadece Anthropic trust/fallout baglaminda sinirli kullanildi; ayni incident yeniden ana gundem yapilmadi. Kaynak: https://www.theverge.com/ai-artificial-intelligence/917644/anthropic-claude-mythos-breach-humiliation
- Kaynak kalitesi: OpenAI, NVIDIA, Google DeepMind, CNBC, The Verge, The Register, BleepingComputer, Ars Technica ve arXiv kaynaklari yuksek/orta guven sinifinda degerlendirildi. Google News RSS ve Reddit/X fallback kayitlari destekleyici sinyal olarak kullanildi, tek basina kritik iddia tasimadi. Kaynak: file:///Users/mahsum/clawd/research/nightly-v3/raw-sources/2026-04-24/unique.json
- Risk: Bazi Google News RSS URL'leri nihai yayin URL'sine yonlendirme gerektirir; kalici arsiv icin ileride canonical URL cozme adimi eklenmesi onerilir. Kaynak: file:///Users/mahsum/clawd/research/nightly-v3/raw-sources/2026-04-24/unique.json