AI relational calibration — reading and adapting to the specific person you are working with. Goes beyond user-intent alignment (solving the right problem) to genuine attunement (meeting the person where they are). Maps communication style, expertise depth,…
Consistent agent behavior after restart — progressive identity loading, working context reconstruction from persistent artifacts, fresh-vs-continuation detection, calibration through centering and attunement, and identity verification for coherence. Addresses…
Run a large review, audit or migration as many small agent units whose work list is derived mechanically from source artifacts, so the lead writes no per-unit prose. Each spec carries pointers only (file and line numbers, names, an issue number); one shared…
Run a large review, audit or migration as many small agent units whose work list is derived mechanically from source artifacts, so the lead writes no per-unit prose. Each spec carries pointers only (file and line numbers, names, an issue number); one shared…
Run a large review, audit or migration as many small agent units whose work list is derived mechanically from source artifacts, so the lead writes no per-unit prose. Each spec carries pointers only (file and line numbers, names, an issue number); one shared…
Run a large review, audit or migration as many small agent units whose work list is derived mechanically from source artifacts, so the lead writes no per-unit prose. Each spec carries pointers only (file and line numbers, names, an issue number); one shared…
Run a large review, audit or migration as many small agent units whose work list is derived mechanically from source artifacts, so the lead writes no per-unit prose. Each spec carries pointers only (file and line numbers, names, an issue number); one shared…
为受监管环境中的 R 项目实施审计追踪功能。涵盖日志记录、来源追踪、 电子签名、数据完整性检查和 21 CFR Part 11 合规性。适用于 R 分析 需要电子记录合规（21 CFR Part 11）、需要追踪分析中的操作人员和时间、 实施数据来源追踪，或为法规申报创建防篡改分析日志时使用。