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smithery/smith6jt-cop

34 skills · 0 combined installs

Skills from this source

#
Skill
Source
8W Activity
Installs
1
account-aware-training Add account state (P&L, win rate, drawdown) to RL observations + drawdown penalty in rewards. Trigger when: (1) model…
smithery/smith6jt-cop
0
2
agent-validation-experiment A/B testing infrastructure for validating Claude agent integration in RL training.
smithery/smith6jt-cop
0
3
backtest-datetime-visualization Converting backtest visualizations from bar indices/timesteps to actual datetime axes for clearer time context
smithery/smith6jt-cop
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4
basic-caching-evaluation Evaluation of BaSiC illumination correction caching - NOT RECOMMENDED for sparse markers. Trigger: optimizing BaSiC, …
smithery/smith6jt-cop
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5
channel-name-parsing Multi-format channel name parsing for KINTSUGI CHANNELNAMES.txt files
smithery/smith6jt-cop
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6
colab-notebook-development Pattern for creating new Colab notebooks. Trigger when: (1) Creating a new notebook for experiments, (2) Adding noteb…
smithery/smith6jt-cop
0
7
crypto-hard-filter-simplification Simplify crypto hard filters to essential checks only. Trigger when: (1) crypto symbols fail multiple filters, (2) da…
smithery/smith6jt-cop
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8
data-source-priority CRITICAL: Alpaca API is MANDATORY for all OHLCV data.
smithery/smith6jt-cop
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9
dataclass-optimization Python dataclass best practices: slots, frozen, validation. Trigger when optimizing dataclasses or creating config cl…
smithery/smith6jt-cop
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10
dependency-deprecation Pattern for deprecating external dependencies while maintaining backward compatibility. Trigger: removing Java/FIJI/M…
smithery/smith6jt-cop
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11
dual-folder-workflow Workflow for private repos + Colab training. Trigger when: (1) training on Colab with private repo, (2) separating de…
smithery/smith6jt-cop
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12
extended-hours-trading Extended hours trading support for pre-market and after-hours sessions via Alpaca
smithery/smith6jt-cop
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13
gpu-correlation-caching GPU-accelerated correlation matrix computation with persistent SQLite caching to eliminate bottleneck at correlation …
smithery/smith6jt-cop
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14
gpu-quality-priority KINTSUGI NOTEBOOK processing principles: Never sacrifice quality for speed, always use GPU when available. Trigger: p…
smithery/smith6jt-cop
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15
hpc-dev-testing-workflow Efficient development testing workflow for HPC environments with VS Code tunneling. Trigger: testing code changes on …
smithery/smith6jt-cop
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16
lightsheet-psf-deconvolution KINTSUGI deconvolution: True lightsheet PSF calculation to fix horizontal banding artifacts. Trigger: deconvolution a…
smithery/smith6jt-cop
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17
markov-regime-features Debugging constant Markov regime features in RL observations - when HMM probabilities show uniform values instead of …
smithery/smith6jt-cop
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18
model-version-protocol Model-trader version compatibility protocol: Embed version metadata in checkpoints, validate at load time. Trigger wh…
smithery/smith6jt-cop
0
19
multi-agent-integration Integrate Claude agents into training and live trading (v3.0). Trigger when: (1) setting up multi-agent training, (2)…
smithery/smith6jt-cop
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20
notebook-checkpoint-pattern Pattern for connecting Jupyter notebooks in a pipeline via checkpoint files. Trigger: connecting notebooks, saving ou…
smithery/smith6jt-cop
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21
notebook-config-audit Audit Jupyter notebooks for hardcoded values that contradict configuration cells. Trigger when: (1) notebook behavior…
smithery/smith6jt-cop
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22
notebook-module-refactoring Safe refactoring of Jupyter notebook code into Python modules
smithery/smith6jt-cop
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23
persistent-sector-caching Cache yfinance sector data permanently to avoid Yahoo Finance rate limits. Trigger when: (1) 401 errors during sector…
smithery/smith6jt-cop
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24
position-sizing-action-space 7-action space with position sizing (25/50/75%) + small account simulation. Trigger when: (1) model needs sizing deci…
smithery/smith6jt-cop
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25
prediction-outcome-recording Record prediction outcomes when positions close. Trigger when: (1) predictions logged but outcomes missing, (2) calcu…
smithery/smith6jt-cop
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26
reward-function-hold-bias Fix HOLD bias in RL reward function. Trigger when: (1) model learns to always HOLD, (2) trade rate is too low (<10%),…
smithery/smith6jt-cop
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27
reward-function-v330 Use when tuning RL reward function weights, fixing reward hacking, or addressing P&L gradient issues
smithery/smith6jt-cop
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28
skills-registry-organization Pattern for organizing Skills Registry as a shared submodule across projects
smithery/smith6jt-cop
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29
sparse-expression-visualization Visualization patterns for sparse single-cell gene expression data. Trigger: boxplots flat at zero, single-cell expre…
smithery/smith6jt-cop
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30
symbol-selection-statistical Statistical analysis for selecting trading symbols compatible with mean-reversion/momentum strategies, GARCH risk mod…
smithery/smith6jt-cop
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31
TEMPLATE_NAME Specific description with trigger conditions
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32
trading-gates-pattern-filter Pattern filter normalization and multi-gate order entry system
smithery/smith6jt-cop
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33
training-archive-gating Mandatory training archive with model gating (APPROVED/REVIEW/DROP). Trigger when: (1) training run completes, (2) ne…
smithery/smith6jt-cop
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34
windows-cupy-nvrtc Fix CuPy NVRTC compilation errors on Windows. Trigger: NVRTC_ERROR_BUILTIN_OPERATION_FAILURE, nvrtc-builtins64 not fo…
smithery/smith6jt-cop
0