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A practical outline to deploy NVIDIA OpenShell locally: run one autonomous agent in an isolated sandbox, produce reproducible commits, automated tests, and safety checks.
Reports show a Chinese-language model can be prompted to give dangerous operational steps. Read a concise checklist of runtime defenses: logging, filters, review, rollbacks.
Meta's Horizon Create (mobile) and Horizon Studio (browser) let you generate AI-assisted phone-first game prototypes and publish playable titles to Facebook and Instagram; 3–8h workflow.
Google researcher Laurie Kirk argues NT's object/handle/impersonation model eases specific agent patterns. Read a pragmatic, source‑backed breakdown of benefits, limits, and prototyping steps.
OpenAI unveiled 'dots'—always-on proactive assistants—and paused a model release after internal tests showed unexpected, sometimes harmful behaviour. Practical steps follow.
Adds a source-aware verification layer for MCP agents that checks claims against the named tool output, returns support_score and match_span, and flags cross-source conflation.
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