Oracle Gece Arastirma v3 - 2026-07-29

Curate eden: Mahsum Aktaş · Günlük otomatik AI sektör taraması

Oracle Gece Arastirma v3 - 2026-07-29

Otomatik derleme | v3 pipeline | 8.375 raw item | 4.918 unique item | 4.607 raporlanabilir item | 110 benzersiz kaynak | 5/5 kaynak ailesi

Gunun Ozeti

Bugunun ana ekseni agentic AI'nin bilim, kurumsal altyapi ve guvenlik kontrol duzlemine inmesi oldu. OpenAI bilimsel hesaplamada coding agent kullanimini saha raporu olarak anlatti; AWS ise MCP 2026-07-28 spec'i icin AgentCore Gateway destegini duyurdu. Kaynak: https://openai.com/index/scientific-computing-agentic-ai ve https://aws.amazon.com/blogs/machine-learning/how-agentcore-gateway-supports-the-mcp-2026-07-28-spec/

Guvenlikte Hugging Face'in frontier lab agent intrusion teknik zaman cizelgesi, AWS GuardDuty Investigation Agent ve "CoT her zaman gercek muhakemeyi gostermez" paper'i ayni mesajı veriyor: agent sistemlerinde denetlenebilirlik artik optional degil. Kaynak: https://huggingface.co/blog/agent-intrusion-technical-timeline ve https://www.infoq.com/news/2026/07/guardduty-investigation-agent/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=AI%2C+ML+%26+Data+Engineering ve https://arxiv.org/abs/2607.22925

Altyapida veri merkezleri icin gecici power-cut ihtimali, LFM2.5 CPU long-context encoder'lari ve Google Gemini Managed Agents 3.6 Flash duyurusu ayni tabloyu tamamliyor: performans kadar enerji, latency ve orchestration maliyeti belirleyici. Kaynak: https://techcrunch.com/2026/07/28/data-centers-may-face-temporary-power-cuts-to-prevent-blackouts-on-largest-us-grid/ ve https://huggingface.co/blog/LiquidAI/lfm2-5-encoders ve https://blog.google/innovation-and-ai/technology/developers-tools/expanding-managed-agents-gemini-api-3-6-flash-hooks/

Top 7

1. AWS AgentCore Gateway, MCP 2026-07-28 spec'inin stateless mimari, governed extensions ve hardened authorization degisikliklerini destekledigini duyurdu; MCP artik daha ciddi bir enterprise control plane. Kaynak: https://aws.amazon.com/blogs/machine-learning/how-agentcore-gateway-supports-the-mcp-2026-07-28-spec/
2. OpenAI, bilimsel hesaplamada agentic AI kullaniminin genomics ve scientific software modernization islerini hizlandirdigini raporladi; coding agent'lar research ops tarafina geciyor. Kaynak: https://openai.com/index/scientific-computing-agentic-ai
3. Hugging Face, July 2026 frontier lab agent intrusion icin teknik timeline yayimladi; autonomous agent incident response icin yeni seffaflik ciktisi olustu. Kaynak: https://huggingface.co/blog/agent-intrusion-technical-timeline
4. Google, Gemini API Managed Agents tarafinda 3.6 Flash, hooks ve triggers ekledi; agent lifecycle productization hizi artiyor. Kaynak: https://blog.google/innovation-and-ai/technology/developers-tools/expanding-managed-agents-gemini-api-3-6-flash-hooks/
5. ABD'nin en buyuk grid operatorlerinden biri, data center'lara gecici power cut uygulama ihtimalini gundeme aldi; AI compute artik elektrik kesinti riskine dogrudan baglandi. Kaynak: https://techcrunch.com/2026/07/28/data-centers-may-face-temporary-power-cuts-to-prevent-blackouts-on-largest-us-grid/
6. TechCrunch'a gore Runlayer, Rippling'i MCP gateway fikrini calmakla sucladi; MCP ekosistemi sadece teknik standart degil, IP ve platform savasi haline geliyor. Kaynak: https://techcrunch.com/2026/07/28/mcp-startup-runlayer-accuses-rippling-of-stealing-its-product-idea/
7. "Not All LLM Reasoning is Visible in the Chain-of-Thought" paper'i, CoT denetimini safety icin tek basina yeterli saymanin yanlis oldugunu gosteriyor. Kaynak: https://arxiv.org/abs/2607.22925

Trend Analizi

7 gunluk trend penceresinde DeepMind, o1 ve Suno spike verdi; Apple, Claude, Gemma, GPT-4o ve NVIDIA yukseliste. Kaynak: trend-tracker run ozeti.

Bugunku kaynak dagiliminda Launches 1.726, Regulation 1.456, Models 1.324, Tooling 535, Security 474 sinyal uretmis durumda; "model duyurusu" halen yuksek ama regulation ve security artik ayni agirlikta. Kaynak: raw-sources/2026-07-29/unique.json

Azalan tarafta Claude 4, GPT-4.1, Llama 4, Runway ve Flux eski haber dongusunden cikiyor; yeni anlatı open-weights, managed agents ve agent guvenligine kaydi. Kaynak: trend-tracker run ozeti.

KAT-1 - META / Ekosistem

• Anthropic, open-weights modeller konusunda blanket ban'i desteklemedigini ama risk yonetimi gerektigini belirtti; bu, open model tartismasini "yasakla/serbest birak" ikiliginden cikaran net bir pozisyon. Kaynak: https://www.anthropic.com/news/position-open-weights-models
• Jensen/NVIDIA cephesinden open-weights korkusuna karsi kamuoyu sinyali geldi; ABD AI liderligi tartismasi acik agirlikli modelleri tamamen dislamak yerine yonetilebilir risk olarak konumluyor. Kaynak: https://www.theregister.com/ai-and-ml/2026/07/27/jensen-puts-his-thumb-on-the-scales-against-open-weights-fearmongering/5279194
• AI sirket calisanlari ABD hukumetine regulation talebiyle mektup imzaladi; governance baskisi artik yalniz akademi ve aktivistlerden degil, sektor icinden de geliyor. Kaynak: https://news.google.com/rss/articles/CBMilwFBVV95cUxNWlpXTm5HQnZib2FHZHpCQWc5OUJXdkhoNWhXZzNCb0FLYTZWQVRSU0c1TVdOM1o2N2lZMllJTWItbkIteFlLMGJHQmtkNGM3Xzl6cHBCWWtoWDV3YXEwd1lxTVVxblQ1RlhSOF9Ec0N1N2EzcktIbmFLcGlMVUFtTTZIb3JmY2ZSZDBUYkw5M0MySUdCa3pr?oc=5

KAT-2 - Model & LLM

• Kimi K3 teknik raporu, 2.8T MoE, 104B active parameter, native vision ve 1M context penceresiyle open frontier model hattini guclendirdi; onceki gunlerdeki Kimi politik tartismasindan farkli olarak bugunku sinyal teknik spesifikasyon ve agirlik yayini. Kaynak: https://arxiv.org/abs/2607.24653
• Liquid AI, CPU uzerinde hizli long-context inference icin LFM2.5-Encoders duyurdu; edge/CPU retrieval ve reranking senaryolari icin dikkat edilmeli. Kaynak: https://huggingface.co/blog/LiquidAI/lfm2-5-encoders
• NVIDIA Nemotron 3 Ultra, agentic RTL coding tarafinda acik model accuracy/efficiency iddiasiyla chip design workflow'larina oynuyor. Kaynak: https://developer.nvidia.com/blog/nvidia-nemotron-3-ultra-leads-open-models-on-accuracy-and-efficiency-in-agentic-rtl-coding/

KAT-3 - Arastirma & Paper

• CausalGate, transformer module pruning icin causal importance distillation oneriyor; adaptive inference maliyetini daha guvenilir budama sinyalleriyle dusurmeyi hedefliyor. Kaynak: https://arxiv.org/abs/2607.22720
• Multi-Turn On-Policy Distillation with Prefix Replay, agentic task'lerde cok turlu distillation icin prefix replay yaklasimini inceliyor; frontier-planner / ucuz-worker mimarilerine teorik destek verir. Kaynak: https://arxiv.org/abs/2607.04763
• Evaluating Reviewer Guideline Design on LLM-Based Automated Peer Review, otomatik hakemlikte guideline tasariminin model ciktisini nasil etkiledigini olcuyor; NeurIPS tartismalari icin dogrudan alakali. Kaynak: https://arxiv.org/abs/2607.22553

KAT-4 - Araclar & Frameworkler

• AWS, LangGraph ve Strands ile AgentCore uzerinde market surveillance agent mimarisi paylasti; regulated workflows icin multi-agent design pattern'i somutlasiyor. Kaynak: https://aws.amazon.com/blogs/machine-learning/market-surveillance-agent-with-langgraph-and-strands-on-agentcore/
• Grafana Assistant 30'dan fazla data source uzerinde dogal dil sorgu ve korelasyon destegi kazandi; observability assistant'lari dashboard eklentisinden incident copilot'a kayiyor. Kaynak: https://www.infoq.com/news/2026/07/grafana-assistant-data-source/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=AI%2C+ML+%26+Data+Engineering
• XGBoost 3.3 duyurusu toplulukta yeniden gorunurluk kazandi; klasik ML stack'i, LLM disi production modeller icin halen kritik. Kaynak: https://xgboost.ai/2026/07/21/xgboost-3-3-release.html

KAT-5 - Acik Kaynak

• OlmoEarth, planetary-scale geospatial inference icin platform katmani sundu; iklim, haritalama ve remote sensing uygulamalari icin acik altyapi sinyali. Kaynak: https://huggingface.co/blog/allenai/olmoearth-infrastructure
• Alibaba open-code-review GitHub Trending'de gorundu; deterministic pipelines + LLM Agent hibrit code review yaklasimi enterprise kalite kapisina dogru gidiyor. Kaynak: https://github.com/alibaba/open-code-review
• permissionlesstech/bitchat, Bluetooth mesh ve Nostr tabanli merkeziyetsiz mesajlasma yaklasimiyla offline-resilient comms tarafinda topluluk ilgisi topladi. Kaynak: https://github.com/permissionlesstech/bitchat

KAT-6 - Endustri & Sirketler

• Spur Intelligence, bot-detection teknolojisi icin Insight Partners'tan 200M dolar yatirim aldi; AI agent ve bot trafigi arttikca "human verification infra" pazari buyuyor. Kaynak: https://techcrunch.com/2026/07/28/bot-detection-startup-spur-nabs-200m-from-insight/
• Fish Audio, AI voice modelleri icin 52M dolar seed topladi; 8M kullanici ve 21M ARR iddiasi voice model pazarinin creator + enterprise ekseninde hizlandigini gosteriyor. Kaynak: https://techcrunch.com/2026/07/28/fish-audio-raises-50m-seed-to-build-ai-voice-models-for-creators-and-enterprises/
• Runlayer-Rippling davası, MCP gateway urunlerinin IP ve platform ownership tartismasina girdigini gosteriyor. Kaynak: https://techcrunch.com/2026/07/28/mcp-startup-runlayer-accuses-rippling-of-stealing-its-product-idea/

KAT-7 - AI Agent'lar

• Gemini API Managed Agents 3.6 Flash, hooks ve triggers ile Google agent runtime'ini daha otomatik hale getiriyor; urunlesme hizi artiyor. Kaynak: https://blog.google/innovation-and-ai/technology/developers-tools/expanding-managed-agents-gemini-api-3-6-flash-hooks/
• AWS AgentCore Gateway'in MCP 2026-07-28 uyumu, agent tool calling katmaninda stateless ve auth-hardening zorunlulugunu one cikardi. Kaynak: https://aws.amazon.com/blogs/machine-learning/how-agentcore-gateway-supports-the-mcp-2026-07-28-spec/
• OpenAI scientific computing field report, agent'larin yazilim modernization ve bilimsel pipeline islerinde pratik kazanima donustugunu gosteriyor. Kaynak: https://openai.com/index/scientific-computing-agentic-ai

KAT-8 - Multimodal

• Fish Audio yatirimi, voice model tarafinda open-source + hosted model hibritinin ticari cekim kazandigini gosteriyor. Kaynak: https://techcrunch.com/2026/07/28/fish-audio-raises-50m-seed-to-build-ai-voice-models-for-creators-and-enterprises/
• Kimi K3 native vision destegiyle open frontier model tartismasini text-only rekabetten multimodal rekabete cekiyor. Kaynak: https://arxiv.org/abs/2607.24653
• Evidence Attribution in Visual Document Understanding, coordinate/region label olmadan gorsel belge cevaplarinda kanit atfi yapmayi hedefliyor; audit-friendly multimodal VDU icin onemli. Kaynak: https://huggingface.co/papers/2607.24651

KAT-9 - Robotik & Embodied AI

• NVIDIA, healthcare robotics icin GPU-native medical physics simulation anlatti; cerrahi robotikte veri kisiti simulation ile asilmaya calisiliyor. Kaynak: https://developer.nvidia.com/blog/developing-healthcare-robotics-with-gpu-native-medical-physics-simulation/
• NVIDIA Cosmos-H-Dreams, surgical robotics icin real-time generative simulation sinyali verdi; embodied AI'nin veri uretimi daha domain-specific hale geliyor. Kaynak: https://huggingface.co/blog/nvidia/cosmos-h-dreams
• Data Pyramid for Embodied Manipulation, embodied agent'lar icin internet-scale veri kisitinin altini ciziyor; fiziksel durum + action coupling temel darboğaz. Kaynak: https://huggingface.co/papers/2607.24744

SECURITY

• Hugging Face technical timeline, autonomous AI agent intrusion olayinin operasyonel ayrintilarini acarak forensic standardi yukseltti. Kaynak: https://huggingface.co/blog/agent-intrusion-technical-timeline
• AWS GuardDuty Investigation Agent public preview, 90 gunluk activity logs ve resource topology ile threat triage'i otomatiklestirmeyi hedefliyor. Kaynak: https://www.infoq.com/news/2026/07/guardduty-investigation-agent/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=AI%2C+ML+%26+Data+Engineering
• DEF CON'un camera-equipped glasses yasagi, fiziksel etkinlik guvenliginde AI wearable risklerinin artik policy seviyesine indigini gosteriyor. Kaynak: https://www.theregister.com/security/2026/07/28/def-con-bans-meta-style-pervert-glasses/5279763

REGULATION

• AI company employees petition, sektor icinden ABD hukumetine regulation baskisinin buyudugunu gosterdi. Kaynak: https://news.google.com/rss/articles/CBMilwFBVV95cUxNWlpXTm5HQnZib2FHZHpCQWc5OUJXdkhoNWhXZzNCb0FLYTZWQVRSU0c1TVdOM1o2N2lZMllJTWItbkIteFlLMGJHQmtkNGM3Xzl6cHBCWWtoWDV3YXEwd1lxTVVxblQ1RlhSOF9Ec0N1N2EzcktIbmFLcGlMVUFtTTZIb3JmY2ZSZDBUYkw5M0MySUdCa3pr?oc=5
• Florida'da okullarda AI instructional tools icin parental opt-in/opt-out tartismasi var; education AI governance yerel policy seviyesine indi. Kaynak: http://www.bing.com/news/apiclick.aspx?ref=FexRss&aid=&tid=6a691fa4d524475e998728ea70b271be&url=https%3a%2f%2fwww.msn.com%2fen-us%2ftechnology%2fartificial-intelligence%2fparental-choice-provided-for-artificial-intelligence-tools-in-schools%2far-AA28SNxp&c=4303382140803111648&mkt=tr-tr
• National Center for State Courts, AI-generated evidence konusunda alarm verdi; hukukta provenance ve admissibility tartismasi sertlesiyor. Kaynak: https://news.google.com/rss/articles/CBMivgFBVV95cUxQbzQ1UEhJc29RcFVTRTY4cFJJMUhpQmkwcTJ3ODhGbnNiMEY4VUdpOWxPbmFjT2t3WFhuREdSLUYwZ3F5OHlrc085Y2ZZOGY4SGVsZEI1UDEwM0tTOHpnWV9tcER4OFNEQzZ3ZmxycmxkYVFOVGdtMWJnZk9VMnVzdXNNVE9lUVdNVll1aEduamRxTmlSdVNESEZTVnBST2daMDFJSDZWY0t0c1pNVVRiRVBiTjRUd3V1MngwdzR3?oc=5

AI-SCIENCE

• OpenAI'nin scientific computing field report'u, genomics ve scientific software modernization tarafinda agentic AI'nin pratik kullanimini anlatiyor. Kaynak: https://openai.com/index/scientific-computing-agentic-ai
• OlmoEarth, geospatial inference'i planetary scale'e tasima iddiasiyla bilimsel hesaplama ve climate intelligence hattina girdi. Kaynak: https://huggingface.co/blog/allenai/olmoearth-infrastructure
• Continuous surrogates vs threshold Boolean networks paper'i, Arabidopsis ISR gene regulation modellemesinde interpretability/predictive accuracy dengesini inceliyor. Kaynak: https://arxiv.org/abs/2607.23289

INFRA

• Data center'lara gecici power cuts ihtimali, AI altyapisinin grid stabilitesi icin demand-response aktoru haline geldigini gosteriyor. Kaynak: https://techcrunch.com/2026/07/28/data-centers-may-face-temporary-power-cuts-to-prevent-blackouts-on-largest-us-grid/
• LFM2.5-Encoders, CPU long-context inference uzerinden maliyet/latency optimizasyonu sunuyor. Kaynak: https://huggingface.co/blog/LiquidAI/lfm2-5-encoders
• NVIDIA Ising Calibration, quantum computer calibration icin open-source VLM yaklasimi sunuyor; AI infra sadece data center degil, lab automation tarafina da yayiliyor. Kaynak: https://developer.nvidia.com/blog/nvidia-ising-enables-fully-automated-quantum-computer-calibration-with-enhanced-in-context-learning/

SAFETY

• Not All LLM Reasoning is Visible in the Chain-of-Thought, safety denetiminde gorunen CoT'a fazla guvenmenin riskini deneysel olarak isaret ediyor. Kaynak: https://arxiv.org/abs/2607.22925
• Between Suppression and Collapse: LENS, disinformation-aligned narrative unlearning icin suppression ile model collapse arasindaki tradeoff'u olcuyor. Kaynak: https://arxiv.org/abs/2607.22657
• Understanding Machine Unlearning Through the Lens of Mode Connectivity, unlearning sonrasi model davranisinin neden kirilgan kalabildigini inceliyor. Kaynak: https://arxiv.org/abs/2607.23970

WATCHLIST

• MCP 2026-07-28 spec: stateless + governed extensions + hardened auth; OpenClaw tool gateway tasarimlari icin takip edilmeli. Kaynak: https://aws.amazon.com/blogs/machine-learning/how-agentcore-gateway-supports-the-mcp-2026-07-28-spec/
• Runlayer-Rippling davasi: MCP gateway pazari hizla IP kavgasina girerse entegrasyon stratejileri etkilenir. Kaynak: https://techcrunch.com/2026/07/28/mcp-startup-runlayer-accuses-rippling-of-stealing-its-product-idea/
• Kimi K3 weights ve license tartismasi: open frontier adoption icin license/serving kosullari takip edilmeli. Kaynak: https://simonwillison.net/2026/Jul/27/kimi-k3/#atom-everything
• Grid power cuts: AI workload scheduling ve inference SLA'leri icin enerji-risk takvimi izlenmeli. Kaynak: https://techcrunch.com/2026/07/28/data-centers-may-face-temporary-power-cuts-to-prevent-blackouts-on-largest-us-grid/

TRENDS

• "Regulation" 1.456 sinyal ile gunun en baskin ikinci topic'i; policy artik AI haberlerinin yan konusu degil. Kaynak: raw-sources/2026-07-29/unique.json
• "Launches" hala 1.726 sinyal ile birinci; ama yeni launches cogu model degil agent runtime, gateway, observability ve security otomasyonunda. Kaynak: raw-sources/2026-07-29/unique.json
• "Security" 474 sinyal uretmis durumda; Hugging Face timeline, GuardDuty agent ve CoT visibility paper'i ayni gun denk geldi. Kaynak: https://huggingface.co/blog/agent-intrusion-technical-timeline ve https://www.infoq.com/news/2026/07/guardduty-investigation-agent/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=AI%2C+ML+%26+Data+Engineering ve https://arxiv.org/abs/2607.22925

CikCik Paketi

• Simon Willison, Hugging Face'in agent intrusion timeline'ini "wild how sophisticated" diyerek isaretledi; thread guvenlik toplulugunda yayilim aliyor. Kaynak: https://simonwillison.net/2026/Jul/28/anatomy-of-a-frontier-lab-agent-intrusion/#atom-everything
• Thomas Wolf, transparency icin autonomous AI agent intrusion timeline'ini paylastiklarini belirtti; AI safety/cybersecurity seffaflik narratifi guclendi. Kaynak: https://news.google.com/rss/articles/CBMiX0FVX3lxTFBEY09xTEVWQjE1bFhzZDdNS0R1bGJvNzJ5Sm5KZFdjb1BTS2MzTWQtU1ZFbWVhbzFndnRJZGRJbmJTSHpfeDFoeFZOWmxVQThYSWRyaEpXaXhjbWtJY004?oc=5
• Dario Amodei cephesindeki open-weights pozisyonu sosyal akista yogun tartisildi; blanket ban'e karsi ama risk-aware governance cizgisi one cikti. Kaynak: https://www.anthropic.com/news/position-open-weights-models
• Nathan Lambert, Kimi K3 license ve open model adoption tartismasinda pratik bulut/serving kosullarini one cikardi. Kaynak: https://news.google.com/rss/articles/CBMiXkFVX3lxTFA5UkItSmxna3NvR1Ytd3pwN25zR2FDTEF4X0Y1UlgtWXFFS1U4YkZ6WnpIcmdDTi1Rend2bFljcjdnZ0NuWEZKUWNCcVJQWEpVZFdqaUY2RkVMM0xGRFE?oc=5
• Mastodon #AI akisi AWS AgentCore market surveillance agent ornegini paylasti; regulated multi-agent workflow ilgisi toplulukta da gorunuyor. Kaynak: https://mastodon.social/@sipirtu/116999733184260856
• Mastodon #MachineLearning akisi XGBoost 3.3 release'ini yaydi; LLM disi klasik ML araclari halen gorunurluk aliyor. Kaynak: https://mastodon.social/@thomasottio/116998743922793634

Rehberler & Kaynaklar

• AWS AgentCore MCP spec yazisi, 2026-07-28 MCP degisikliklerini anlamak icin bugunun en pratik engineering kaynagi. Kaynak: https://aws.amazon.com/blogs/machine-learning/how-agentcore-gateway-supports-the-mcp-2026-07-28-spec/
• NVIDIA'nin "Six Agent Harness Capabilities" yazisi, agent performansinin modelden cok harness tasarimina bagli oldugunu anlatan iyi bir kontrol listesi. Kaynak: https://developer.nvidia.com/blog/six-agent-harness-capabilities-for-higher-model-performance/
• Grafana Assistant duyurusu, observability agent'larinda multi-source correlation icin uygulanabilir pattern veriyor. Kaynak: https://www.infoq.com/news/2026/07/grafana-assistant-data-source/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=AI%2C+ML+%26+Data+Engineering

Oracle Self-Improvement Sinyalleri

• MCP 2026-07-28 stateless/auth hardening degisiklikleri OpenClaw tool gateway tasarimi icin audit maddesi olmali. Kaynak: https://aws.amazon.com/blogs/machine-learning/how-agentcore-gateway-supports-the-mcp-2026-07-28-spec/
• Hugging Face intrusion timeline, agent olaylarinda raw log saklama, timeline uretme ve post-incident public artifact standardini yukseltmeli. Kaynak: https://huggingface.co/blog/agent-intrusion-technical-timeline
• GuardDuty Investigation Agent modeli, OpenClaw heartbeat/diagnostic ciktisini risk rating + confidence + evidence pack formatina cevirmek icin iyi referans. Kaynak: https://www.infoq.com/news/2026/07/guardduty-investigation-agent/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=AI%2C+ML+%26+Data+Engineering
• CoT visibility paper'i, agent self-report'larini tek kanit kabul etmememiz gerektigini teyit ediyor; tool trace ve external verification zorunlu kalmali. Kaynak: https://arxiv.org/abs/2607.22925

Kaynak Ozeti

• RSS/news: 1.820 raw item, 222 unique; baskin kaynaklar DonanimHaber, Nikkei Asia, The Register. Kaynak: raw-sources/2026-07-29/unique.json
• Search: 519 raw item, 379 unique; Google News aggregator linkleri baskin, canonical URL cozumleme halen iyilestirme alani. Kaynak: raw-sources/2026-07-29/search.json
• Community: 65 raw item, 26 unique; Reddit MachineLearning ve GitHub Trending ana sinyal ureticileri. Kaynak: raw-sources/2026-07-29/community.json
• Social: 4.174 raw item, 2.800 unique; Twitter fallback cok hacimli ama noise yuksek. Kaynak: raw-sources/2026-07-29/social.json
• Academic/API: 1.248 raw item, 1.180 unique; arXiv cs.CV, cs.LG ve cs.CL baskin. Kaynak: raw-sources/2026-07-29/academic.json

Coverage / Blind Spots

• Family coverage 5/5: rss/news, search, community, social, academic/api tamam. Kaynak: raw-sources/2026-07-29/unique.json
• Missing family yok; empty topic yok; thin family yok. Kaynak: coverage summary.
• Ana kor nokta: social collector Twitter fallback tarafinda Google News/X proxy basliklari cok fazla noise uretmeye devam ediyor. Kaynak: raw-sources/2026-07-29/social.json
• Search family aggregator linklerine dayaniyor; canonical URL resolver hala onemli. Kaynak: raw-sources/2026-07-29/search.json

Bu Gece Sistem Ne Ogrendi

• Kalici ders: Launches, Regulation ve Models ucgeni tekrar baskin; bugun Security bu uce ciddi bicimde yaklasti. Kaynak: raw-sources/2026-07-29/unique.json
• Rising entities baglami: Google, AI Agents, Anthropic, Claude, OpenAI ve RAG halen yukselen varliklar; bugun MCP/Gemini/AgentCore sinyalleri "AI Agents" yukselisini dogruladi. Kaynak: trend-tracker run ozeti.
• Tekrar eden kor nokta: Google News aggregator URL'leri ve Twitter fallback noise'u rapor kalitesini dusurebilir; sonraki run'da canonical URL cozumleme ve sosyal kaynak scoring'i sikilastirilmali. Kaynak: raw-sources/2026-07-29/search.json ve raw-sources/2026-07-29/social.json

Dedupe & Kalite Notu

Bu rapordaki maddeler onceki 3 gunun raporlarindan elendi/dedupe edildi; ayni haber tekrarindan kacinildi.

Merge: 5 dosya islendi, 8.375 giris -> 7.170 cikis, 1.205 tekrar atildi. Dedupe: 7.170 giris -> 4.918 yeni, 2.220 fingerprint tekrar, 32 semantik tekrar, 0 guncelleme.

Raporlanabilir item: 4.607. Blocked/signal-only unique item: 311. Distinct unique sources: 110.