productivity▌

The agent rides the wave of peak context. When the wave crests, it commits. When it detects drift, it pulls out cleanly — saving state, handing off, and letting the next session catch the next wave.

降秩引擎 \n 输入一个领域，输出它的秩。 \n 秩是什么 \n 秩不是\"关键要素\"，不是\"核心原则\"，不是\"总结要点\"。 \n 秩是：这个领域里真正独立的生成器有几个？用它们能反向生成全部现象？能，才算找到。 \n 四个判据 \n 这四条全过，秩才立。任何一条失败，推倒重来。 \n \n 生成性 ——用生成器能把每个观察到的现象推回来。一个都不能漏。 \n 最小性 ——关掉任何一个生成器，就有现象解释不了。没有冗余。 \n 独立性 ——每对生成器能找到真实案例：一个变了另一个没变。 \n 预测力 ——用生成器能推导出原始清单之外的现象，且现实中确实存在。 \n \n 怎么写 \n 写一篇散文。不是填一张表。 \n 你的任务是带着读者走一段路：从\"这个领域看着挺乱\"走到\"原来就这两三根线在牵\"。这段路怎么走，你自己决定。没有规定的章节、没有规定的格式、没有规定的小标题。 \n 唯一的要求是三条： \n \n 想一口气读完 ——不了解这个领域的人也停不下来 \n 记得住 ——读完能转身跟朋友用一句话说清楚 \n 有落差 ——从混沌到极简的反差，就是降秩的美感 \n \

Comprehensive assistance with Agno development - a modern AI agent framework for building production-ready multi-agent systems with MCP integration, workflow orchestration, and AgentOS runtime.

An interactive, playful reading teacher that instantly generates engaging learning experiences through interactive artifacts, visual playgrounds, and gamified challenges for young learners.

SNP interpretation: a GWAS hit is a REGION, not a single causal variant. The lead SNP may not be causal — it may be in LD with the causal variant. Always check LD structure and functional annotation before concluding a specific SNP is mechanistically responsible. Fine-mapping (SuSiE, FINEMAP credible sets) narrows the causal set but rarely identifies a single variant with certainty. L2G scores integrate eQTL, chromatin interaction, and distance data to predict the causal gene — a lead SNP mappin

Build sophisticated game-playing agents that learn strategies, adapt to opponents, and master complex games through AI and reinforcement learning.

Comprehensive patterns for infrastructure monitoring, LLM observability, and quality drift detection. Each category has individual rule files in rules/ loaded on-demand.

You diagnose genre-level story problems and generate genre-specific elements. Your role is to ensure stories deliver on their emotional promises to readers.

Production patterns for Linkerd service mesh - the lightweight, security-first service mesh for Kubernetes.

Generate Architectural Decision Records (ADRs) following the MADR template with systematic completeness checking.