Your personal
trading agent.
Arthira is an AI-powered pipeline for intraday setup detection. Label your own setups, train a lightweight classifier, and evaluate predictions — all in a tight feedback loop.
Capabilities
Everything you need. Nothing you don't.
A tightly scoped system built around one task: finding high-quality trading setups.
Setup Detection
Classify every bar as Long, Short, or None using a compact classifier trained on your own hand-labeled examples.
Interactive Labeler
Browser-based charting tool with multi-timeframe views, RSI pane, keyboard shortcuts, and per-theme settings. Label at speed.
Iterative Training
Auto-versioned checkpoints (v1, v2, …). Each round: label more setups → retrain → visualise predictions → repeat.
Focused Feature Set
A curated set of momentum and structure features — RSI dynamics, EMA channel distances, volatility normalisation. Signal without noise.
Class Balance Control
Configurable negative sampling keeps non-setup bars manageable without swamping real setups. Class-weighted loss handles the rest.
Lightweight by Design
Trains in minutes on CPU. Inference in microseconds. No GPU required — anywhere in the pipeline.
Workflow
How it works
A four-step loop that converges on a model that recognises your setups.
Label setups
Open the browser-based charting tool. Browse historical bars across multiple timeframes and mark each setup as Long, Short, or skip it. Your labels become the training signal.
Browser labeler · multi-timeframeTrain the model
Kick off training. The classifier learns from your labels, automatically balances the class distribution, fits a feature scaler, and saves a versioned checkpoint.
Auto-versioned checkpointsEvaluate predictions
Run the evaluator on a held-out date range. An interactive chart overlays the model's predicted triangles on OHLCV bars alongside your ground-truth labels.
Interactive Plotly HTML outputRefine and repeat
Study the missed setups and false positives. Add the hard examples back into the labeler and retrain. Each round the model gets sharper.
Iterative until satisfied