Use when facing a powerful enemy dependent on long supply lines. Based on Deng Duwei's advice during the Seven States Rebellion, employs fortified defense, allied distraction, and mobile forces to cut supply routes and starve the enemy into defeat.
Use when building secret alliances against a central authority while maintaining deniability. Covers verbal-only communication, shared grievance framing, self-interest appeals, and network expansion through confirmed allies.
Use when organizing coordinated attacks from multiple departure points against a common enemy. Assigns commanders (大将军, 车骑将军, etc.) to independent columns that report results separately for performance-based rewards.
Use when defending against cavalry in open terrain with no natural cover. Deploys armored wagons (武刚车) in a circular formation to create a mobile fortification, enabling cavalry sorties and counterattack when conditions shift.
Use when advising rulers without direct confrontation. Presents options rather than demands (开陈其端令人主自择), times proposals for private audiences, and allows superiors to feel ownership of decisions.
Use when planning multi-column campaigns against distant targets like the Nanyue conquest. Maps multiple approach routes, assigns forces by type (regular, conscript, naval), sets convergence points, and accepts partial column failure.
Vendor-agnostic lab automation framework. Use when controlling multiple equipment types (Hamilton, Tecan, Opentrons, plate readers, pumps) or needing unified programming across different vendors. Best for complex workflows, multi-vendor setups, simulation. For Opentrons-only protocols with official API, opentrons-integration may be simpler.
Access European Nucleotide Archive via API/FTP. Retrieve DNA/RNA sequences, raw reads (FASTQ), genome assemblies by accession, for genomics and bioinformatics pipelines. Supports multiple formats.
Direct REST API access to KEGG (academic use only). Pathway analysis, gene-pathway mapping, metabolic pathways, drug interactions, ID conversion. For Python workflows with multiple databases, prefer bioservices. Use this for direct HTTP/REST work or KEGG-specific control.
Official Opentrons Protocol API for OT-2 and Flex robots. Use when writing protocols specifically for Opentrons hardware with full access to Protocol API v2 features. Best for production Opentrons protocols, official API compatibility. For multi-vendor automation or broader equipment control use pylabrobot.
Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies.
Direct REST API access to UniProt. Protein searches, FASTA retrieval, ID mapping, Swiss-Prot/TrEMBL. For Python workflows with multiple databases, prefer bioservices (unified interface to 40+ services). Use this for direct HTTP/REST work or UniProt-specific control.
Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard), distributed training (DDP, FSDP, DeepSpeed), for scalable neural network training.
Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not have specific observations yet. For formulating testable hypotheses from data use hypothesis-generation.
Manages Python package dependencies. Use when adding, upgrading, removing, or syncing Python/pypi packages in projects or libs.
Transform a workflow description into affordance tables showing UI and Code affordances with their wiring. Use to map existing systems or design new ones from shaped parts.
Core building blocks of Suricata signatures and multi-condition DPI logic
Use when erlang's concurrency model including lightweight processes, message passing, process links and monitors, error handling patterns, selective receive, and building massively concurrent systems on the BEAM VM.
Three.js 中处理 3D 模型拖拽、缩放、边界检测的正确方法。解决鼠标移动与模型移动不同步、缩放后只能看到模型一部分等问题。
Debugging and fixing VRM SpringBone physics issues in three-vrm, including hair/clothing physics that flies upward, sticks out horizontally, or behaves unnaturally.
【設定追加時は必ず参照】KonomiTV に新しい設定 (v-switch/v-select など) を追加する際の必須手順。SettingsStore.ts / Settings.ts / config.py / Settings/*.vue への追加が必要
Creating fuzz driver for Python libraries using LibFuzzer. This skill is useful when agent needs to work with creating fuzz drivers / fuzz targets for Python project and libraries.
