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publication-strategist
Strategic publication planning and venue selection for research
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Skill Directory
AI Skill Directory
Browse curated skills with source links, package snapshots, README assets and install signals in one calm, searchable catalog.
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pydeseq2
Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.
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pytorch-fsdp
Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2
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pyvene-interventions
Provides guidance for performing causal interventions on PyTorch models using pyvene's declarative intervention framework. Use when conducting causal tracing, activation patching, interchange interven…
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quickgo-database
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report-arbitration
Arbitrate conflicting reports into a source-grounded claim audit and reconciled synthesis.
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decor-maestro
装修材料顾问与方案评审专家。在用户描述装修想法时触发——根据户型、风格、预算、家庭成员、环保要求等，对话式引导并推荐合适的装修材料方案（五金件、板材、涂料、水电、辅材等），详细说明材料环保等级、规格参数、参考价格与品牌口碑。当用户上传设计师做的方案（效果图/施工图/PDF/文字描述）时，触发全面方案评审，从材料选择、环保合规、施工可行性、预算合理性、风格统一性等维度给出专业分析。覆盖业主端（从零到…
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福昕 Office 智能问答
福昕 Office 智能问答只读取当前活动的 Office 文档内容，不会上传本地文件到云端。用户可以就合同条款、财务报表、项目计划直接提问，AI 会在原文中定位答案并给出引用来源。它适合需要快速理解长文档、核对数据或准备会议内容的用户。
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pubmed-cli
Search PubMed, fetch article metadata, traverse citation graphs, and look up MeSH terms from the command line. Use when: (1) Searching PubMed with Boolean/MeSH queries, (2) Fetching article details by…
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pysam
Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data processing pipelines.
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pytorch-fsdp2
Adds PyTorch FSDP2 (fully_shard) to training scripts with correct init, sharding, mixed precision/offload config, and distributed checkpointing. Use when models exceed single-GPU memory or when you ne…
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quantizing-models-bitsandbytes
Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want faster inference. Supports INT8, NF4, FP4 fo…
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ray-data
Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch, TensorFlow. Scales from single machine to 100s of n…
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reproduce
End-to-end paper reproduction from arxiv URL through smoke runs to replication experiments. Handles missing or partial official code, missing training scripts, missing hyperparameters, and private dat…
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福昕 Office 表格助编
福昕 Office 表格助编让表格处理不再依赖复杂公式。用户可以用日常语言描述需求，例如“把 A 列重复项标红”、“按月份汇总销售额并生成柱状图”，AI 会自动在 Excel 中完成抽取、清洗、统计、高亮与可视化。它适合财务、运营、销售等需要频繁处理数据的岗位，显著提升福昕Office Excel 使用效率。
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福昕 Office 文档回溯
福昕 Office 文档回溯是 Office Skills 的安全网。当 AI 在多个 Office 应用中执行了多步操作，用户可以一次性选择回退到某个历史节点，而不用逐个应用手动撤销。它以事务方式记录操作链，确保文档状态一致恢复，适合需要高可控性的工作场景。
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pubmed-database
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pytdc
Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological prediction.
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pytorch-lightning
High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code. Use…
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quarto-deck
Generate a Reveal.js HTML presentation from Markdown. Use when the user asks to generate a Reveal.js HTML presentation from Markdown.
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ray-train
Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tuning with Ray Tune, fault tolerance, elastic scaling.…
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ai专家
适配前端开发者的ai专家问答，AI 大模型知识提供专家级指导。当用户询问 LLM 概念、Transformer 架构、微调、RLHF、RAG 等理论时，能用通俗易懂的语言解答
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福昕 Office 演示助编
福昕 Office 演示助编把零散材料变成结构清晰的演示文稿。用户只需提供主题、参考文档或关键要点，AI 会自动生成大纲、设计每页幻灯片内容、添加配图占位与演讲者备注。生成结果保留在 PPT 中可二次编辑，兼顾效率与品牌一致性，适合周报、项目汇报、培训课件等场景。
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福昕 Office 企业工具
福昕 Office 企业工具让企业把重复、标准的文档处理流程变成可复用的“一键按钮”。以法务合同评审为例，原本需要依次完成写报告、统一术语、高亮批注、清单审查四步，现在可以组合成一个“一键生成合同评审报告”的自定义工具，员工只需在对话框中说出指令，系统即自动按标准流程执行并输出结果。
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