AI Digest
13 August 2026 · 11 kaynak
NEWSLETTER · SIGNAL 7/10
OpenAI brings ChatGPT and the Codex coding agent natively to Linux, while researchers show every major model's 'encrypted' reasoning can be decoded by a cheaper model with no encryption broken.
ChatGPT lands on Linux with Codex while Claude's hidden thinking expos ↗- Researchers showed encrypted reasoning blobs from Claude Opus, GPT, and Gemini are portable across models — feed one to a cheaper model like Haiku and it reads the hidden reasoning aloud, no decryption needed.
- A scan of ~7,000 public Claude Code/Codex session traces found 62 exposed API keys, 33 emails, and 33 passwords hidden inside these 'encrypted' reasoning chunks.
- OpenAI shipped a native ChatGPT desktop app for Linux (Ubuntu, Debian, Fedora) bundling ChatGPT, ChatGPT Work, and Codex, giving the coding agent direct access to local repos and files.
- Unsloth released an open-source desktop app for local model training/inference on Mac, Windows, and Linux — 2x faster training, 70% less GPU memory, connects to Claude Code/Codex as a local API replacement.
- OpenAI added auto-sync of projects, chats, and plugins into Codex.
- Google's open diffusion model hit 1,500 tokens/sec on a single GPU; a new inverse model can reconstruct exact LLM prompts from public outputs alone.
Neden önemli: Eger Claude Code, Codex veya benzer ajan oturumlarini herkese acik paylastiysaniz (ornek: destek talebi, github issue, demo video), bu paylasimlardaki 'sifreli' reasoning bloklari aslinda cozulebilir durumda — icinde API anahtari, sifre ya da model dusunce surecleri sizabilir; hemen gecmis paylasimlari gozden gecirmek ve gelecekte session loglarini paylasmadan once temizlemek gerekiyor. Ayni anda OpenAI ve Unsloth ajanlari/modelleri dogrudan yerel dosya sistemine ve repo'lara erisim kazandigi icin, ajan tabanli workflow'lariniz varsa hem daha fazla verimlilik hem de daha genis bir saldiri yuzeyi elde ediyorsunuz — guvenlik kontrollerini ajan izinleriyle birlikte gunlemeniz gerekecek.
RSS · SIGNAL 6/10
DeepSeek V4 Pro 0813 (on OpenRouter)
DeepSeek V4 Pro 0813 (on OpenRouter) ↗- <p><strong><a href="https://openrouter.ai/deepseek/deepseek-v4-pro-0813">DeepSeek V4 Pro 0813 (on OpenRouter)</a></strong></p> The latest DeepSeek Pro model is now available, via API only. I had to link to OpenRouter because DeepSeek don't have any obvious announcement page for their new model.</p>
Neden önemli: Agentic coding ve genel LLM gorevleri icin kullanabilecegi yeni bir API modeli.
RSS · SIGNAL 6/10
LFM2.5-VL-3B for Better and Faster Vision Capabilities for the Edge
LFM2.5-VL-3B for Better and Faster Vision Capabilities for the Edge ↗
Neden önemli: Kucuk, hizli bir vision-language modeli yerel ComfyUI/SwarmUI stack'ine entegre edilebilir.
NEWSLETTER · SIGNAL 6/10
Anthropic's unreleased Claude used 60 parallel subagents and 650 failed attempts to make the biggest Riemann Hypothesis progress in 160 years — and the agent architecture behind it is public now.
🧮 Anthropic Claude jumps Riemann Hypothesis from 41% to 67% in history ↗- Unreleased Claude model pushed Riemann Hypothesis proof coverage from 41.6% to 67.2% using 60 parallel subagents in Claude Code, 650 failed attempts, and 2,400 shell commands; proof verified in Lean 4 with logs public.
- OpenAI's Daybreak program splits into Blue (guardrail-loosened GPT-5.6 Sol for defensive security work) and Red (GPT-5.6-Cyber, which found real zero-days in Chrome's V8 engine, 95% success on advanced security tasks vs 1.5% for base model).
- NVIDIA released Nemotron 3.5 Lightning: 30B MoE model activating only 3B params, 4x faster than similar models, runs on a single H100, open weights on Hugging Face, fine-tunable via NeMo.
- Higgsfield open-sourced a full $2M AI-generated feature film with real celebrity actors — direct proof-of-concept for AI creative production at scale.
- Metis introduced persistent memory built into a model's forward pass, eliminating the need for retrieval-based memory systems — relevant for building longer-running creative agents.
Neden önemli: Bir AI kreatif studyo icin en somut sinyal Higgsfield'in acik kaynak $2M uzun metrajli filmi ve NVIDIA'nin acik, hizli Nemotron 3.5 Lightning modeli — ikisi de bugun kullanilabilir ve dogrudan uretim hattina entegre edilebilir. Claude'un 60-subagent mimarisi ise matematikten cok, karmasik yaratici/muhendislik gorevlerini paralel agent'larla nasil parcalayip cozebileceginize dair bir tasarim ornegi sunuyor.
RSS · SIGNAL 6/10
Thinking of ACE? We Can Do It with Fewer Tokens
Thinking of ACE? We Can Do It with Fewer Tokens ↗
Neden önemli: Ajansal kodlama icin token verimliligi artisi, agent tabanli is akislarinin maliyetini dusurebilir.
NEWSLETTER · SIGNAL 6/10
Pathway's tiny 150M-parameter model hints at a post-transformer future, while Meta, Grok, and Runway push new tools for image/video creation.
⚙️ Pathway just challenged AI’s scaling economics ↗- Pathway released BDH-CQ, a 150M-parameter post-transformer model scoring 29.5% on ARC-AGI-1 at $0.0007/task — 11x cheaper than OpenAI's GPT-5.6 Luna (Low) despite slightly lower accuracy (34.5%); team claims it can scale to 600B params
- Meta launched Muse Glimmer, an open-weight 30B agentic model runnable on a single consumer GPU (Apache 2.0), beating Gemma4-31B and Qwen3.6-27B on coding and multi-step agentic benchmarks
- xAI shipped Grok Image 2.0 with improved editing, text rendering, and factuality
- Runway integrated P-Image-Ideogram, enabling prompt-to-image generation in under 1 second
- Anthropic made Claude Sonnet 5 introductory pricing permanent ($2/$10 per million input/output tokens)
- Google's Pixel camera team confirmed Gemini-class generative models are now driving rapid gains in computational photography (Pro Res Zoom, Reimagine, Magic Editor), ahead of the Pixel 11 launch
Neden önemli: Pathway'in mimarisi henüz erken aşamada ve prodüksiyona hazır değil, ama maliyet/performans oranındaki potansiyel kırılma AI stüdyoları için gelecekteki altyapı maliyetlerinin nasıl değişebileceğine dair önemli bir sinyal. Daha somut ve şimdi kullanılabilir olan gelişmeler ise Grok Image 2.0, Runway'in saniyenin altında image üretimi ve Meta'nın açık kaynak Muse Glimmer modeli — bunlar yaratıcı iş akışlarına doğrudan entegre edilebilir araçlar sunuyor.
RSS · SIGNAL 5/10
Quoting Florian Herrengt
Quoting Florian Herrengt ↗- <blockquote cite="https://blog.florianherrengt.com/ai-removing-middle-class-software-engineering.html"><p>But then users start to report a weird bug. It's the 4th time your team has been trying to fix it. I mean... asking AI to fix it. Unfortunately, it seems like not even Fable can figure it out.</
Neden önemli: Agentic coding'in gercek dunyada ortaya cikardigi sorunlari anlamak calisma sekli icin onemli.
RSS · SIGNAL 4/10
Twitch content has trained Amazon AI for years, but users can opt out now
Twitch content has trained Amazon AI for years, but users can opt out now ↗
Neden önemli: Sentetik talent ve marka icerikleri icin veri kullanim etigi ve opt-out politikalari onemli bir emsal.
RSS · SIGNAL 4/10
Stealing Reasoning Traces from Proprietary LLM APIs
Stealing Reasoning Traces from Proprietary LLM APIs ↗- <p><strong><a href="https://stolen-thoughts.com/">Stealing Reasoning Traces from Proprietary LLM APIs</a></strong></p> A vanity domain name (<code>stolen-thoughts.com</code>) for <a href="https://www.alphaxiv.org/abs/2608.09867">a neat paper</a>:</p> <blockquote> <p>Anthropic, OpenAI, and Google ret
Neden önemli: Kapali kaynak modellerin ic muhakemesini acik etme teknigi, rakip modelleri anlamak icin teknik ilgi cekici olabilir.
RSS · SIGNAL 4/10
Stealing Reasoning Traces from Proprietary LLM APIs
Stealing Reasoning Traces from Proprietary LLM APIs ↗- <p><strong><a href="https://stolen-thoughts.com/">Stealing Reasoning Traces from Proprietary LLM APIs</a></strong></p> A vanity domain name (<code>stolen-thoughts.com</code>) for <a href="https://www.alphaxiv.org/abs/2608.09867">a neat paper</a>:</p> <blockquote> <p>Anthropic, OpenAI, and Google ret
Neden önemli: Rakip modellerin nasil calistigini anlamak icin teknik olarak ilginc ama dogrudan uygulanabilir degil.
RSS · SIGNAL 4/10
Gemini becomes Google's fastest-growing product ever as it hits 1B users
Gemini becomes Google's fastest-growing product ever as it hits 1B users ↗
Neden önemli: Google'in AI ekosistemindeki buyumesi, gelecekteki API/erisim degisikliklerini etkileyebilir.
OMNI Labs · otomatik üretildi · kaynak: YouTube transcript + Claude