GitHub
gpu-parallel-scheduling
GPU-safe parallel processing patterns for KINTSUGI to prevent OOM crashes and ensure Jupyter-compatible progress output
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工具与集成 AI 技能
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GitHub
multi-timeframe-training
Train RL models across multiple timeframes with resampling. Trigger when: (1) multi-timeframe training, (2) resampling data, (3) creating 1Hour/4Hour models.
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GitHub
selection-progress-reporting
Progress reporting for universe selection phases. Trigger when: (1) selection appears to stall/hang, (2) no output after data fetching, (3) need visibility into hard filter or scoring phases.
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GitHub
position-sizing-action-space
7-action space with position sizing (25/50/75%) + small account simulation. Trigger when: (1) model needs sizing decisions, (2) training for 5900.
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GitHub
alpaca-algo-plus-data
Use Alpaca Algo Trader Plus for 4+ years of historical data. Trigger when: (1) increasing lookback, (2) data source selection, (3) yfinance comparison.
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GitHub
gpu-correlation-caching
GPU-accelerated correlation matrix computation with persistent SQLite caching to eliminate bottleneck at correlation calculation during symbol selection
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GitHub
github-copilot-pr-review
Review and apply GitHub Copilot suggestions on pull requests. Trigger when reviewing PRs with Copilot suggestions.
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GitHub
project-data-separation
Pattern for separating repository code from user data and notebooks. Trigger: organizing scientific pipelines, separating code from data
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GitHub
notebook-module-refactoring
Safe refactoring of Jupyter notebook code into Python modules
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GitHub
training-resilience
Fix PPO training early-stop issues. Trigger when: (1) impossible drawdown values (>100%), (2) training stops too early, (3) need adaptive recovery instead of hard stop.
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GitHub
reward-scaling-calibration
Fix phantom MaxDD values in training by calibrating reward_scale. Trigger when: (1) validation MaxDD shows 35-80% values, (2) MaxDD doesn't correlate with training quality, (3) gating thresholds seem too lenien...
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GitHub
tile-snake-pattern-stitching
SNAKE vs RASTER tile acquisition patterns for image stitching in KINTSUGI
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GitHub
gpu-quality-priority
KINTSUGI processing principles: Never sacrifice quality for speed, always use GPU when available. Trigger: performance optimization, CPU/GPU choice, fast mode, quality vs speed.
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GitHub
dashboard-pnl-visualization
Trading dashboard P&L visualization with profit tracker integration, win-rate overlays, R-multiples, and configurable settings
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GitHub
conda-multi-account-hipergator
Set up conda with multiple group storage locations on HiPerGator, including cache isolation
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GitHub
markov-regime-features
Debugging constant Markov regime features in RL observations - when HMM probabilities show uniform values instead of dynamic regime estimates
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GitHub
multiplex-imaging-analysis
Optimizing segmentation feature extraction, SOM clustering, and spatial analysis for multiplex immunofluorescence imaging with cell compartment and ECM features
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GitHub
region-aware-matching
Spatial region-aware cell matching for CODEX/scRNAseq integration
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GitHub
gpu-memory-cleanup
Preventing Jupyter cell hangs with explicit CuPy GPU memory cleanup
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GitHub
per-sector-candidate-filtering
Per-sector candidate limits using yfinance sector data. Trigger when: (1) universe selection has too many candidates, (2) need sector diversity in candidate pool, (3) downloading historical data takes too long.
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GitHub
testing-benchmarking-infrastructure
Testing suite with benchmarking for version-to-version performance comparison
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GitHub
qc-plot-pdf-export
KINTSUGI quantification plots: Always save QC heatmaps and profiles as PDF
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GitHub
design-review
Evaluate a React component against the Design System and propose UX/UI improvements based on Figma best practices. Use when reviewing components for design compliance, checking UI consistency, or improving user...
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GitHub
backend
Perigon ASP.NET Core + EF Core + Aspire conventions
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