MATRIX MECHANICS
INTERNAL MLOps PORTAL // GCP MIGRATION ACTIVE
Simulation_Engine_Live_Grid
Active hyperparameter grid scan. Filtering 100,000+ backtest rows for predictive alpha.
| Model_ID | Architecture | Dataset | Win_Rate | Sharpe | Status |
|---|---|---|---|---|---|
| MM-7742 | LSTM (128x64) | GBPUSD_100k | 62.4% | 2.14 | [DEPLOYED - LIVE] |
| MM-7743 | Transformer_v2 | EURUSD_250k | -- | -- | [TRAINING - VERTEX AI] |
| MM-7744 | CNN_1D_Deep | USDJPY_100k | 59.8% | 1.85 | [EVALUATING - GEMINI] |
| MM-7745 | LSTM (256x128) | BTCUSD_500k | -- | -- | [QUEUED - GCP BATCH] |
GCP_Migration_Architecture
We are currently migrating our local Python/SQLite backend to a fully managed Google Cloud pipeline to eliminate compute bottlenecks and scale our grid searches.
Local MVP
React / FastAPI
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Data Lake
GCP BigQuery
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Model Training
Vertex AI (TPUs)
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Log Analysis
Gemini Pro API
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Execution
Live Market Bot
Command_Structure
Austen Gary
Founder & Lead Architect
Platform engineer and deep learning architect. Austen built the Matrix Mechanics dashboard to act as a ruthless, high-information-density filter for autonomous alpha generation.
Charles Kumets
VP of Operations
Specializes in operational scaling and commercializing complex ML pipelines. Charles bridges the gap between raw compute and live market execution.