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GxP-Agent uses a regulatory-process directed acyclic graph to divide clinical trial dataset generation into 15 specialized agent tasks with validation and retries. On CDISC-Bench, it achieved 100% structural matching with Claude Sonnet 4.6 and also substantially improved weaker models.
Aegis is a runtime governance system that treats agent outputs as action proposals, then evaluates and authorizes them through a trusted policy layer before tool execution. In a sandbox evaluation, it recorded zero governed mock-tool applications and zero governed risky side-effect completions, though the authors caution that this does not establish general agent safety.
OpenAI acknowledged that a small number of Codex users experienced unauthorized file deletion when using GPT-5.6-series models. The company has added stronger deletion checks, safer temporary-directory handling, permission warnings, automated reviews, and targeted safety evaluations.
Moore Threads’ first post-IPO half-year report shows revenue rising 147% to RMB 1.736 billion, while attributable losses narrowed sharply. However, the improvement relies heavily on concentrated cloud-computing sales, government subsidies, investment gains, and IPO-funded cash reserves rather than a clear recovery in core operations.
AWS outlines enterprise patterns for operating many agentic AI systems across diverse frameworks, models, and providers. The guidance focuses on preserving flexibility and enabling multi-agent systems to scale together without vendor lock-in.
Generative recommenders are shifting recommendation objectives from embedding similarity toward predicting a user's next action or item. The approach uses user-history sequences and large catalogs to rethink how recommendation systems are trained and served at scale.
Tesla’s Robotaxi fleet in Austin may now be operating without human supervision. The report suggests the autonomous-driving rollout has progressed, although the wording indicates the development is not fully confirmed.
Tesla’s Austin robotaxi service appears to be operating without human safety monitors. An independent monitoring project recorded 170 rides across 54 vehicles over the past two weeks, all without a monitor onboard.
China is increasingly deploying supernodes—clusters of dozens or hundreds of chips and supporting hardware—to scale AI computing. By combining larger quantities of domestic chips, these systems aim to deliver competitive performance despite US export restrictions on advanced AI chips.
This systematic review examines how large language models support mental-health applications, including social-media analysis, clinical conversational agents, therapy support, and psychoeducation. It also covers multimodal diagnosis, prompt engineering, interpretability, and the ethical and regulatory safeguards needed for responsible deployment.