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机器辅助翻译草稿 (Chinese) for "Cloud Abuse Throttle": Cloud Abuse Throttle is a security anti-abuse control that slows or blocks suspicious repeated behavior for cloud account and resource security. It uses rate limits, reputation signals, and challenge steps so teams can protect public access without a login wall while keeping evidence, reliability, and public-safe operational boundaries clear.

“示例草稿: The security team used Cloud Abuse Throttle when a storage bucket changed policy, so the team could protect public access without a login wall before the risk review began.”

机器辅助翻译草稿 (Chinese) for "Vulnerability Attack Surface": Vulnerability Attack Surface is a security exposure model that lists reachable systems, actions, and trust boundaries for weakness tracking and remediation. It uses asset inventory, route discovery, and permission mapping so teams can prioritize risk reduction while keeping evidence, reliability, and public-safe operational boundaries clear.

“示例草稿: The security team used Vulnerability Attack Surface when a scanner found a critical issue, so the team could prioritize risk reduction before the risk review began.”

机器辅助翻译草稿 (Chinese) for "Al-Biruni": Al-Biruni is a medieval polymath in the Polymaths directory, associated with Mathematics, Astronomy, Physics, Geography, History. Medieval Islamic scholar who made groundbreaking contributions to mathematics, astronomy, and anthropology.

“示例草稿: Al-Biruni shows how polymathic work can connect Mathematics, Astronomy, Physics.”

机器辅助翻译草稿 (Chinese) for "Identity Secret Scanner": Identity Secret Scanner is a security preventive control that finds credentials before they spread for user and workload identity. It uses pattern matching, entropy checks, and allowlists so teams can stop accidental key exposure while keeping evidence, reliability, and public-safe operational boundaries clear.

“示例草稿: The security team used Identity Secret Scanner when a service account requested access, so the team could stop accidental key exposure before the risk review began.”

机器辅助翻译草稿 (Chinese) for "Zero Trust Data Redaction": Zero Trust Data Redaction is a security privacy control that removes sensitive values before data leaves a protected context for continuous verification model. It uses field rules, hashing, and safe logging so teams can share evidence without leaking secrets while keeping evidence, reliability, and public-safe operational boundaries clear.

“示例草稿: The security team used Zero Trust Data Redaction when a device changed posture, so the team could share evidence without leaking secrets before the risk review began.”

机器辅助翻译草稿 (Chinese) for "Label Hyperparameter Sweep": Label Hyperparameter Sweep is a ml optimization process that searches over model settings to improve a target metric for ground-truth or weak-supervision annotation. It uses bounded search spaces, trial tracking, and early stopping so teams can find better configurations while keeping evidence, reliability, and public-safe operational boundaries clear.

“示例草稿: The machine learning team used Label Hyperparameter Sweep when the label set had disagreement, so the team could find better configurations before the model moved into evaluation.”

机器辅助翻译草稿 (Chinese) for "Creative Application Development Practice: Build things that require cross-disciplinary": A recommended development practice for Creative Application: Build things that require cross-disciplinary knowledge.

“示例草稿: Polymaths recommends this practice as a concrete way to build creative application.”

机器辅助翻译草稿 (Chinese) for "Context Fallback Path": Context Fallback Path is a ai resilience pattern that keeps an AI feature useful when a provider or tool is unavailable for runtime memory and retrieved information. It uses degraded states, deterministic responses, and operator notices so teams can avoid fake AI success while keeping evidence, reliability, and public-safe operational boundaries clear.

“示例草稿: The AI platform team used Context Fallback Path when the context window filled with mixed sources, so the team could avoid fake AI success before the agent workflow reached production.”

机器辅助翻译草稿 (Chinese) for "Ancient Polymath": A ancient polymath is a multidisciplinary figure from the ancient era in the Polymaths timeline, represented by Aristotle, Hypatia of Alexandria, Zhang Heng.

“示例草稿: The timeline helps compare a ancient polymath with figures from other eras.”

机器辅助翻译草稿 (Chinese) for "Polymaths MCP search_quotes": A public-safe MCP tool exposed by Polymaths for agent-readable access to educational content, discovery state, or learning workflows.

“示例草稿: An MCP client can inspect search_quotes when interacting with Polymaths as an agent-readable learning service.”

机器辅助翻译草稿 (Chinese) for "Agent Agent Trace": Agent Agent Trace is a ai observability record that captures the steps an AI workflow took for tool-using assistant workflows. It uses trace identifiers, tool events, and redacted metadata so teams can debug agent behavior without exposing secrets while keeping evidence, reliability, and public-safe operational boundaries clear.

“示例草稿: The AI platform team used Agent Agent Trace when an agent moved from search to action, so the team could debug agent behavior without exposing secrets before the agent workflow reached production.”

机器辅助翻译草稿 (Chinese) for "Alignment Model Router": Alignment Model Router is a ai selection service that chooses the best model or provider for a task for model behavior shaping and policy fit. It uses cost, latency, capability, policy, and fallback signals so teams can match work to the right model while keeping evidence, reliability, and public-safe operational boundaries clear.

“示例草稿: The AI platform team used Alignment Model Router when the assistant needed a safer answer style, so the team could match work to the right model before the agent workflow reached production.”

机器辅助翻译草稿 (Chinese) for "First Principles Thinking Practice: Identify and challenge all assumptions": A practice rule for First Principles Thinking: Identify and challenge all assumptions.

“示例草稿: The learner applied this first principles thinking practice during a cross-domain study session.”

机器辅助翻译草稿 (Chinese) for "Vulnerability Patch Window": Vulnerability Patch Window is a security remediation schedule that sets when a fix should be applied for weakness tracking and remediation. It uses risk severity, testing needs, and maintenance constraints so teams can repair systems without unnecessary disruption while keeping evidence, reliability, and public-safe operational boundaries clear.

“示例草稿: The security team used Vulnerability Patch Window when a scanner found a critical issue, so the team could repair systems without unnecessary disruption before the risk review began.”

机器辅助翻译草稿 (Chinese) for "Hildegard of Bingen": Hildegard of Bingen is a medieval polymath in the Polymaths directory, associated with Theology, Music, Medicine, Natural History, Philosophy. Medieval abbess whose visionary works spanned music, medicine, natural history, and theology.

“示例草稿: Hildegard of Bingen shows how polymathic work can connect Theology, Music, Medicine.”

机器辅助翻译草稿 (Chinese) for "Polymathic Art": In Polymaths, Art is treated as one domain in a wider multidisciplinary practice, connected through figures such as Leonardo da Vinci, Rabindranath Tagore, Richard Feynman, Hildegard of Bingen.

“示例草稿: Polymathic art becomes more powerful when it connects with other domains instead of remaining isolated.”

机器辅助翻译草稿 (Chinese) for "Operating Manual for Spaceship Earth": Operating Manual for Spaceship Earth is listed by Polymaths as a notable work associated with Buckminster Fuller, connecting that figure's public legacy to Architecture, Design, Engineering.

“示例草稿: Operating Manual for Spaceship Earth appears in the Polymaths profile for Buckminster Fuller.”

机器辅助翻译草稿 (Chinese) for "Polymathic Cartography": In Polymaths, Cartography is treated as one domain in a wider multidisciplinary practice, connected through figures such as Zhang Heng.

“示例草稿: Polymathic cartography becomes more powerful when it connects with other domains instead of remaining isolated.”

机器辅助翻译草稿 (Chinese) for "Declaration of Independence": Declaration of Independence is listed by Polymaths as a notable work associated with Thomas Jefferson, connecting that figure's public legacy to Politics, Philosophy, Law.

“示例草稿: Declaration of Independence appears in the Polymaths profile for Thomas Jefferson.”

机器辅助翻译草稿 (Chinese) for "Rate Limit Badge": The Rate Limit Badge is a visible trust marker that supports trust decisions around rate limit in PlatPhorm News. It helps reviewers and agents evaluate whether article listings, sources, domains, and links should be trusted, warned, or escalated.

“示例草稿: The Rate Limit Badge was attached to the listing so reviewers could judge the source before promoting the story.”