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.
smith6jt-cop AI Skills
GitHub ↗Explorez les skills IA publiés de smith6jt-cop et consultez leurs instructions source.
Statistiques de l’auteur
Skills indexés
92Étoiles des dépôts des skills indexés
92Forks du dépôt
0Moyenne des étoiles par skill indexé
1Les étoiles d’un dépôt peuvent se répéter entre ses skills.
Catégories populaires
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GitHub
python-performance-patterns
Low-risk Python performance optimization patterns with verified speedups
GitHub
position-reconciliation
Broker position reconciliation pattern for live trading systems
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
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.
GitHub
gpu-aware-training-config
GPU-aware PPO training configuration for A100/H100. Trigger when training is slow or GPU utilization is low.
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→...
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...
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.
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.
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.
GitHub
type-checking-pattern
Fix F821 undefined name errors for optional dependencies using TYPE_CHECKING
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...
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.
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...
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...
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.
GitHub
example-skill
Example skill demonstrating the registry structure and format
GitHub
windows-cupy-nvrtc
Fix CuPy NVRTC compilation errors on Windows. Trigger: NVRTC_ERROR_BUILTIN_OPERATION_FAILURE, nvrtc-builtins64 not found
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.
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.
GitHub
channel-name-parsing
Multi-format channel name parsing for KINTSUGI CHANNELNAMES.txt files
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.
GitHub
crypto-hard-filter-simplification
Simplify crypto hard filters to essential checks only. Trigger when: (1) crypto symbols fail multiple filters, (2) data_quality/spread/trading_status fail for crypto, (3) yfinance data gaps causing false failur...
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