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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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Skill Directory
AI Skill Directory
Browse curated skills with source links, package snapshots, README assets and install signals in one calm, searchable catalog.
personTashanworldAPI key: unconfirmed
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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personTashanworldAPI key: unconfirmed
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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personTashanworldAPI key: unconfirmed
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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personTashanworldAPI key: unconfirmed
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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personsunny31221API key: unconfirmed
wechat-layout-publish
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personsunny31221API key: unconfirmed
youtube-collect
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personOpenScientificSkillsAPI key: unconfirmed
feishu-notify
Index entry for an upstream research Skill intended for research work involving feishu notify. Maintained upstream by wanshuiyin; source files are not included in this package.
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personTashanworldAPI key: unconfirmed
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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personTashanworldAPI key: unconfirmed
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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personTashanworldAPI key: unconfirmed
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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personTashanworldAPI key: unconfirmed
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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personsunny31221API key: unconfirmed
content-system-init
初始化内容创作系统：检查软件依赖是否装齐 + 建好全部目录结构。用户说"初始化内容系统""搭建工作区""建好文件夹""我的文件夹不全""缺什么软件"时使用。依赖缺的给安装命令并按国内镜像帮装，目录建在 AI第二大脑 下，每个目录附一份用途说明 README。
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personsunny31221API key: unconfirmed
xiaohongshu-layout
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personsunny31221API key: unconfirmed
channels-collect
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personOpenScientificSkillsAPI key: unconfirmed
meta-apply
Index entry for an upstream research Skill intended for research work involving meta apply. Maintained upstream by wanshuiyin; source files are not included in this package.
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personTashanworldAPI key: unconfirmed
pytorch-fsdp
Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2
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personTashanworldAPI key: unconfirmed
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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personTashanworldAPI key: unconfirmed
quickgo-database
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personTashanworldAPI key: unconfirmed
report-arbitration
Arbitrate conflicting reports into a source-grounded claim audit and reconciled synthesis.
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personsunny31221API key: unconfirmed
content-writer
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personsunny31221API key: unconfirmed
topic-generator
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personOpenScientificSkillsAPI key: unconfirmed
data-analysis-expert
Index entry for an upstream research Skill intended for research analysis related to the named method or subject. Maintained upstream by ptreezh; source files are not included in this package.
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personOpenScientificSkillsAPI key: unconfirmed
meta-optimize
Index entry for an upstream research Skill intended for research work involving meta optimize. Maintained upstream by wanshuiyin; source files are not included in this package.
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