… The new connectors are: Dun & Bradstreet , which provides the global standard for verified business identity and helps enterprises connect systems of record and scale AI-enabled workflows; Fiscal AI , which extends real-time fundamentals coverage across public equities for deeper research and bench… …
… Tool-use clusters with high risk or autonomy Higher average risk Higher average autonomy Implement API key exfiltration backdoors disguised as legitimate development features risk: 6.0, autonomy: 8.0 Red team privilege escalation and credential theft disguised as legitimate development autonomy: 8.… …
… We separate this into scope, speed, quality, and cost. …
… This demonstrates a promising ability to complete simple but important tasks in gene therapy research and development—but also highlights the risk posed by such dual-use capabilities. Our priority was to safely release Fable as soon as we could, even at the cost of overly broad safeguards. …
… Environment Ephemeral container claude.ai HITL sandbox Claude Code Sealed VM Claude Cowork Cost: Isolation Overhead Container spin-up Low-latency native sandbox Full VM boot Cost: User Reliance N/A Must interpret bash N/A Risk: Blast Radius Server-side container guarded by gVisor + host infra bound… …
… This roughly aligns with the Claude Code usage data distribution reported in the “Claude Code usage trends” section. …
… We are releasing Opus 4.7 with safeguards that automatically detect and block requests that indicate prohibited or high-risk cybersecurity uses. …
… Two-stage classification: efficiency and recall A single-stage classifier faces a direct performance/cost trade-off. Thorough reasoning keeps false positive rate low but costs more. …
… Related content Higher usage limits for Claude and a compute deal with SpaceX We’ve raised Claude's usage limits and agreed a new compute partnership with SpaceX that will substantially increase our capacity in the near term. …
… And although the relative price of this approach is higher, the absolute cost—about $45 to try one task 30 times—remains quite low. …