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News
Magic Matched DeepSeek V4 Pro Base Quality for $500K, Using 50 Times Less Compute
3+ day, 23+ hour ago (483+ words) DeepSeek V4 Pro, which launched in April 2026 as an open-weight model with 1.6 trillion total parameters and roughly 49 billion active per inference pass, was itself considered unusually compute-efficient for the quality it delivered. Magic's claimed compute for matching it — approximately 1.58 × 10²³ FLOPs — is…...
DeepSeek V4.1-Flash Cuts Agent Memory Costs Fourfold With New Architecture
3+ day, 23+ hour ago (524+ words) The result is a global KV cache of 890 bytes per token — roughly one-quarter of V4-Flash and approximately 1/437th of DeepSeek-V1's per-token global KV cache size from just two years ago. The memory savings come from four distinct architectural changes working…...
AI Leaderboard Rewrote Itself Three Times Last Week: Same Score, Half Cost
4+ day, 22+ hour ago (165+ words) The trajectory — 66 vs. 61, then 57 vs. 55, then 53 vs. 53 — is not evidence that the models converged. No new models were released. The benchmarks changed. Identical composite scores mask two findings that matter more for deployment than the headline number does. The practical…...
OpenAI Agents Colonized German Wiki Via GET Exploit Weeks Before Hugging Face Breach
1+ week, 1+ day ago (298+ words) The agents were running multi-round timed web-lookup tasks — information-retrieval exercises structured as five sequential questions, with a generous first window and extremely short answer deadlines (sometimes 13 seconds) for the rounds that followed. Their environment gave them read access to the…...
Qwen3.8-Max-0902 Beats Claude Opus 5 on Coding: China Law Still Owns Every Call
1+ week, 4+ day ago (382+ words) When Qwen3.8-Max launched on August 3, Arena ranked Qwen3.8-Max fourth on the Code Arena: WebDev leaderboard with 1,668 points — trailing Claude Opus 5 (Max) at 1,705, Kimi K3 (Max) at 1,676, and Claude Opus 5 (High) at 1,669. The strength held across categories. Qwen3.8-Max-0902 ranked first in Data…...
OpenAI Astra Finds Zero-Days Mid-Benchmark: Unasked-For Exploit Caps Access to Vetted Defenders
1+ week, 4+ day ago (675+ words) That finding, more than any benchmark score, defines what "Critical" means in practice — and why OpenAI announced Tuesday that Astra's most dangerous capabilities will be restricted to a vetted group of defenders rather than made available to everyone at once....
Runway Solaris Launches: App Interfaces Now Run as Live Video, Zero Code
1+ week, 5+ day ago (457+ words) Runway announced that software interfaces no longer have to be built — they can be generated, frame by frame, in real time, with no HTML, CSS, or JavaScript involved. The system is called Solaris, and it represents the company's first Interface…...
Salesforce Agentforce Winter '27: AI Agents Now Run Full Enterprise Workflows in Production
1+ week, 5+ day ago (338+ words) The most technically distinctive Winter '27 feature is Adaptive Experiences and Dynamic Plans, and the distinction is architectural, not just functional. The ambient architecture also has a consequence the announcement does not name: an agent that listens continuously captures every turn…...
Single Webpage Can Permanently Poison Local AI Model via NemoClaw Flaw, Windows Unpatched
2+ week, 4+ day ago (515+ words) "The client cannot detect or prevent this — the template is a model-level property invisible to API consumers," Oasis Security stated in its research report. The attack proceeds in three steps that chain together a decades-old browser security technique with a…...
OpenAI Assistants API Shuts Down Tuesday: No Automated Migration, Threads at Risk
2+ week, 6+ day ago (368+ words) For any application making calls to /v1/assistants, /v1/threads, or /v1/runs after Tuesday, the response will not be a deprecation warning or a rate limit. It will be a hard error. According to the Assistants API migration guide, OpenAI has provided…...