GitHub
code
Generate code using coder agents. Use /code for standard tasks, /code --complex for advanced.
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部署与运维 AI 技能
发现 部署与运维 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。
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GitHub
dual-folder-workflow
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.
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GitHub
python-performance-patterns
Low-risk Python performance optimization patterns with verified speedups
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GitHub
position-reconciliation
Broker position reconciliation pattern for live trading systems
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GitHub
sparse-expression-visualization
Visualization patterns for sparse single-cell gene expression data. Trigger: boxplots flat at zero, single-cell expression plots, sparse data visualization
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GitHub
empirical-config-builder
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.
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GitHub
gpu-aware-training-config
GPU-aware PPO training configuration for A100/H100. Trigger when training is slow or GPU utilization is low.
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GitHub
account-aware-training
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→...
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GitHub
trust-rl-model-predictions
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...
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GitHub
training-code-verification
Checklist for editing training code. Trigger when: (1) modifying training notebook, (2) changing GPUEnvConfig, (3) changing reward functions, (4) ANY training-related code changes.
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GitHub
prediction-outcome-recording
Record prediction outcomes when positions close. Trigger when: (1) predictions logged but outcomes missing, (2) calculating prediction accuracy, (3) tracking model performance.
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GitHub
symbol-selection-asset-filters
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.
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GitHub
type-checking-pattern
Fix F821 undefined name errors for optional dependencies using TYPE_CHECKING
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GitHub
dashboard-symbol-discovery
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...
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GitHub
parallel-universe-selection
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.
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GitHub
codebase-consolidation-pattern
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...
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GitHub
capital-proportional-limits
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...
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GitHub
lightsheet-psf-deconvolution
KINTSUGI deconvolution: True lightsheet PSF calculation to fix horizontal banding artifacts. Trigger: deconvolution artifacts, horizontal banding, PSF issues, fcyl, slitwidth, lightsheet, LsDeconv.
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GitHub
example-skill
Example skill demonstrating the registry structure and format
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GitHub
windows-cupy-nvrtc
Fix CuPy NVRTC compilation errors on Windows. Trigger: NVRTC_ERROR_BUILTIN_OPERATION_FAILURE, nvrtc-builtins64 not found
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GitHub
branch-integration-workflow
Safely review and merge remote branches into stable. Trigger when: (1) reviewing open PRs, (2) integrating feature branches, (3) checking for stale branches with potential conflicts.
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GitHub
broker-order-limitations
Alpaca broker limitations: crypto shorts blocked (broker doesn't support), stock shorts allowed. Trigger when: (1) shorting gate blocks wrong assets, (2) SELL signals blocked, (3) order type confusion.
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GitHub
channel-name-parsing
Multi-format channel name parsing for KINTSUGI CHANNELNAMES.txt files
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GitHub
colab-unzip-workflow
Colab file paths after unzipping repo. Trigger when: (1) API key file not found, (2) file path errors in Colab, (3) configuring notebook paths, (4) 'yfinance fallback' despite keys existing.
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