SynthID scale depends on verification throughput: version routing, uncertainty, audit evidence, review queues, and cost per defensible verdict.
把 Claude Code 的审查意见转成可复现测试、静态规则、评测集与风险门禁，让同类错误无法静默复发。
Use Claude Code review findings to build reproducible tests, lint rules, evals, and risk gates that prevent the same failures from returning.
Claude 优化了八类量子电路任务。本文用成本与验证账本拆开 TQ 收益、失败预算、搜索成本、硬件映射和复现状态。
Claude improved eight quantum circuit tasks. A cost-to-verification ledger shows what TQ gains prove, where costs move, and reproduction gaps.
Claude 将 NIST 曲线 seed 追溯到时间戳驱动的 lrand48。本文用五级证据栈拆开可复算机制、历史归因与作者意图。
Claude traced NIST curve seeds to lrand48 timestamps. This evidence audit separates reproducible mechanism, historical attribution, and intent.
Mercor 估计美国九成工作时间在现有基准中缺少覆盖。本文拆开任务覆盖、模型能力与岗位暴露，给出企业任务地图方法。
Mercor estimates 90% of US work hours lack benchmark coverage. Separate task coverage, model capability, and job exposure before forecasting.
Meta Forum shows that AI-native engineering depends on specifications, observable context, verifiers, and human production gates.
