brainstorm
Multi-agent brainstorming with Critic, Creative, and Pragmatist perspectives
发现 编程开发 相关 Skills,比较来源仓库和用途,查看适合你工作流的技能说明。
Multi-agent brainstorming with Critic, Creative, and Pragmatist perspectives
UI/UX design using designer agent. Creates layouts, components, and design specs.
Code review using reviewer agent. Thorough analysis of code quality, security, and best practices.
列出所有可用的自定义工作流。
Simplify code for clarity and maintainability. Preserves functionality while improving readability.
Generate code using coder agents. Use /code for standard tasks, /code --complex for advanced.
Workflow for private repos + Colab training. Trigger when: (1) training on Colab with private repo, (2) separating dev from production, (3) avoiding untested code in production.
Low-risk Python performance optimization patterns with verified speedups
Broker position reconciliation pattern for live trading systems
Visualization patterns for sparse single-cell gene expression data. Trigger: boxplots flat at zero, single-cell expression plots, sparse data visualization
Derive selection thresholds from market data instead of hardcoding. Trigger when: (1) reviewing hardcoded parameters, (2) volume/price thresholds seem arbitrary, (3) selection returns too many/few candidates.
GPU-aware PPO training configuration for A100/H100. Trigger when training is slow or GPU utilization is low.
Add account state (P&L, win rate, drawdown) to RL observations + drawdown penalty in rewards. Trigger when: (1) model needs account awareness, (2) training should penalize drawdowns, (3) upgrading obs_dim 5300→...
Remove pattern filters that second-guess RL model predictions. Trigger when: (1) signals show past threshold but status is HOLD, (2) pattern filter blocks model signals, (3) external gates contradict trained mo...
Checklist for editing training code. Trigger when: (1) modifying training notebook, (2) changing GPUEnvConfig, (3) changing reward functions, (4) ANY training-related code changes.
Record prediction outcomes when positions close. Trigger when: (1) predictions logged but outcomes missing, (2) calculating prediction accuracy, (3) tracking model performance.
Fix symbol selection failing due to asset-type filter mismatch. Trigger when: (1) '0/N passed hard filter' error, (2) crypto selection fails unexpectedly, (3) assets filtered by wrong price/volume thresholds.
Fix F821 undefined name errors for optional dependencies using TYPE_CHECKING
Auto-discover dashboard symbols from loaded RL models. Trigger when: (1) dashboard shows old/wrong symbols, (2) symbols mismatch between live trader and dashboard, (3) adding new models to system, (4) dashboard...
Parallel processing for universe selection with 3-4x speedup. Trigger when: (1) selection takes too long, (2) 'No data returned' warnings for cached symbols, (3) need to process 100+ candidates.
Reorganize scattered modules into subpackages while maintaining backwards compatibility via shims. Trigger when: (1) too many root-level files, (2) need to group related functionality, (3) cleaning up codebase...
Use percentage-based capital limits, not hard-coded dollar amounts. Trigger when: (1) trades blocked on small accounts, (2) min_cash_buffer is absolute dollars, (3) capital allocation doesn't scale with account...
KINTSUGI deconvolution: True lightsheet PSF calculation to fix horizontal banding artifacts. Trigger: deconvolution artifacts, horizontal banding, PSF issues, fcyl, slitwidth, lightsheet, LsDeconv.
Example skill demonstrating the registry structure and format
默认按已收录数据中的 GitHub 仓库 Stars 排序。Stars 属于来源仓库,同一仓库的多个技能可能共享相同数值;它反映仓库关注度,不代表单个技能的安装量或质量评分。