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News
Magic Matched DeepSeek V4 Pro Base Quality for $500K, Using 50 Times Less Compute
2+ 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…...
AI Feature Labels From Geometry, Not Text: Tsinghua Posts SAEVerbalizer Preprint
4+ week, 1+ day ago (344+ words) SAEVerbalizer takes a different approach, working from the inside of the model rather than from observations of its behavior. An SAE produces, for each of its learned features, a decoder direction — a vector in the language model's activation space representing…...
Cursor Origin Ships With No Data Terms: SpaceX Now Holds Paid Developers Code
3+ week, 4+ day ago (573+ words) Origin is not a GitHub clone. Cursor has been deliberate about that distinction, and the architecture supports it. Origin did not emerge from nothing. On December 19, 2025, Cursor announced a definitive agreement to acquire Graphite — the deal was reported by TechCrunch…...
Qwen3.8-Max-0902 Beats Claude Opus 5 on Coding: China Law Still Owns Every Call
1+ week, 3+ 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…...
Liquid Network Exploit Drained $316M Via Software Bug, Not Stolen Keys
4+ day, 20+ hour ago (619+ words) The incident is the largest publicly disclosed Bitcoin sidechain security breach on record: approximately 3,996 BTC, worth roughly $316 million, drained from the Liquid Federation's reserve wallet in a single transaction, recovered in part within about 26 hours through an entirely on-chain negotiation....
Salesforce Agentforce Winter '27: AI Agents Now Run Full Enterprise Workflows in Production
1+ week, 4+ 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…...
OpenAI Astra Finds Zero-Days Mid-Benchmark: Unasked-For Exploit Caps Access to Vetted Defenders
1+ week, 3+ 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....
Adobe Patches Magento Zero-Day That Hacked Stores With All Patches Applied
4+ day, 20+ hour ago (572+ words) StyleSmuggler is a two-stage server-side template injection attack (CWE-1336) that exploits Magento's template rendering engine through a specific input property called styles. Server-side template injection is a class of vulnerability in which user-supplied input triggers remote code execution — a distinction…...
Summarizing Website in Claude Code Auto Mode Can Compromise Your Machine; No Fix Planned
1+ week, 4+ day ago (680+ words) Boris Cherny of the Claude Code team said publicly that layered defenses had reduced prompt injection on unseen attacks to approximately zero and that, in practice, Claude Code cannot demonstrate prompt injection anymore. Rehberger's work is now a demonstration. The…...
Single Webpage Can Permanently Poison Local AI Model via NemoClaw Flaw, Windows Unpatched
2+ week, 3+ 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…...