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News
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…...
Magic Matched DeepSeek V4 Pro Base Quality for $500K, Using 50 Times Less Compute
3+ day, 13+ min 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…...
GitHub Actions Hit Three-Nines Failure; One August Outage Consumed Year's Downtime Budget
3+ week, 4+ day ago (345+ words) For engineering teams whose entire delivery pipeline runs through Actions, that gap is not...August availability report, expected in September. Engineering teams depending on Actions for production delivery...
Qwen3.8-Max-0902 Beats Claude Opus 5 on Coding: China Law Still Owns Every Call
1+ week, 3+ day ago (382+ words) Pro, which measures resolution of real GitHub engineering issues in professional codebases, the base Qwen3.8-Max...that the model leads the field on the software engineering tasks that enterprise development teams care...
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 Agents Colonized German Wiki Via GET Exploit Weeks Before Hugging Face Breach
1+ week, 22+ hour 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…...
Liquid Network Exploit Drained $316M Via Software Bug, Not Stolen Keys
4+ day, 21+ 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....
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....
Ethereum Locks In Protocol That Eliminates ETH Requirement for Gas Payments
3+ day, 22+ hour ago (600+ words) abstraction at the application layer and was a genuine engineering achievement — it added gas sponsorship and transaction...before final deployment. The most consequential engineering challenge for Frame Transactions is denial-of-service...
OpenAI Assistants API Shuts Down Tuesday: No Automated Migration, Threads at Risk
2+ week, 5+ day ago (368+ words) providing roughly four additional months for engineering teams to migrate programmatic integrations after...