Machine learning

Designs production cloud architectures across all 6 pillars (AI/ML, Data Analytics, App Mod, Security, Multicloud, Sovereign Cloud).

从动效视频/截图反推出可直接喂给 LLM 还原动效的 Prompt 描述词。重点在「看懂运动」和「对齐你的意图」，不是搬运帧。触发词：分析动效、animate prompt、生成动效描述、动效 Prompt、animation analysis、帮我写这个动效的描述、还原这个动画

llama.cpp local GGUF inference + HF Hub model discovery.

Stop and consult this skill whenever your response would include specific facts about Anthropic's products.

当任务涉及 pyqcu/testing/qcu 或 quda 的单功能测试、PyTorch 参考或布局转换校验时使用。

Map where a claim, method, or design remains valid by defining variation axes, probing systematic or adversarial/boundary values, detecting breakpoints, and…

Select most-likely, least-likely, or otherwise inference-maximizing cases that can decisively support/refute a claim under explicit case-selection logic.

Select statistical inference/estimation method from design, distribution, sample size, pairing, multiplicity, and decision objective.

Update a cumulative evidence estimate/order as new studies or evidence blocks arrive and detect when inference changes materially over time.

Work on Sounio type checking and effect system (bidirectional inference, effect inference/enforcement, and type rules); use when editing…

Scan projects for credential leaks, secrets in code, insecure patterns, LLM API key exposure, PII leakage to external AI services, and .env/.gitignore…

Use for "interrogate", "adversarial review", "multi-model review", "challenge this", "stress test this code", "find blind spots", or "tear this apart".

Collect and compare numerical results across hardware and software stacks for inference, SFT (full/LoRA) and RL.

Troubleshoots and debugs AWS Clean Rooms collaboration issues related to IAM roles, S3 bucket policies, KMS keys, Lake Formation permissions, and CloudWatch…

Orchestration d'un dialogue structuré entre deux LLMs (A et B) autour d'un même sujet, avec cadrage d'intention, génération d'angles morts, recherche…

Build and deploy an inference.sh flow — chain multiple apps into a pipeline with wired inputs/outputs.

Review and propose general-purpose updates to skills used in the current conversation.

Measure Julia performance so that the number means something: allocations, type stability, timings and before/after comparisons, each in a cold process with…

给定 PMID/PMCID 取结构化全文（NLM BioC XML/JSON）。封装 BioC PubMed（标题+摘要）和 BioC PMC OA（开放获取全文）端点，输出按章节切分的段落、表格上下文、RAG 友好 chunk，适合大批量入向量库。Fetches structured fulltext from…

Distributed computing for larger-than-RAM pandas/NumPy workflows.

提供 Android CameraX 相机开发的技术指导。当实现相机功能、处理异步录制生命周期、使用 CameraX 对接底层硬件互操作（hardware interop），或集成 ML Kit 或 Media3 特效时使用。

Use for "interrogate", "adversarial review", "multi-model review", "challenge this", "stress test this code", "find blind spots", or "tear this apart".

Nine non-negotiable Skill Doctor product invariants.

MLflow 3 (open-source, pinned to 3.15) for classic-ML MLOps — logging and registering models, promoting versions across dev/staging/prod, standing up a…