BTC/EUR --
ETH/EUR --
Meridian Labs

72 LSTM networks.
37 pairs. One Cortex.

Deep learning trading engine with nightly retraining, caelum-8b second-opinion validation, and copy trading leaderboard intelligence. Live on Kraken since March 18, 2026.

72 Models · 37 EUR Pairs · Live
Signal Pipeline

From Data to Execution

Every trade passes through a multi-stage pipeline. Raw market data is transformed into high-confidence signals, validated by an independent LLM, before capital is deployed.

37 EUR PAIRS 72 LSTM MODELS KRAKEN EXECUTION
01
Ingest
OHLCV candles for 37 EUR trading pairs downloaded and appended nightly. Order book depth and funding rates collected in real-time.
02
LSTM Inference
72 LSTM neural networks generate directional signals with confidence scores across all monitored pairs.
03
Caelum-8B Validation
Fine-tuned local LLM (caelum-8b) provides independent second-opinion validation on every signal before execution.
04
Risk Filter
2% position sizing, -5% stop loss per trade, -7% rolling 24h drawdown breaker, and 60% capital reserve enforced on every order.
05
Execution
Orders placed on Kraken via API with slippage control, partial fills, and real-time position tracking every 3 minutes.
Architecture

Multi-Layer Intelligence

Four independent intelligence layers working together. No single point of failure. Every signal is cross-validated before capital moves.

🧠

72 LSTM Neural Networks

Deep learning models trained on historical price data for each monitored pair. Retrained nightly at 03:00 UTC with fresh candles. Regression gate blocks deployment of any model that underperforms its predecessor.

DEEP LEARNING
🔎

Copy Trading Scanner

Scans 200 traders daily across exchange leaderboards. Identifies consistent performers, analyzes their position patterns, and incorporates top-trader signals as a secondary intelligence layer.

LEADERBOARD
🤖

Caelum-8B Validation

Fine-tuned 8B parameter LLM running locally on GPU. Acts as an independent second opinion on every trade signal. If the LSTM says buy but caelum-8b disagrees, the trade is held for review.

SECOND OPINION
🕑

Nightly Retraining

Full model retraining pipeline runs at 03:00 UTC. Downloads fresh candles, retrains all 72 LSTM models, and deploys only if the new model passes the regression gate against the previous version.

03:00 UTC
Live Performance

Engine Status

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Open Positions

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Recent Closed Trades

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Risk Architecture

Capital Protection First

Hard-coded risk limits at every level. No override. No exceptions. The system protects capital before it seeks returns.

60%
Capital Reserve (Untouchable)
2%
Position Size Per Trade
-5%
Stop Loss Per Trade
-7%
Rolling 24h Drawdown Breaker
3 min
Health Check Interval
37
EUR Pairs Monitored
Infrastructure

Built for Reliability

Production-grade infrastructure with automated monitoring, self-healing watchdogs, and zero-downtime nightly retraining.

Python PyTorch LSTM Kraken API Caelum-8B (Ollama) RTX 4070 SUPER Nightly Retrain Regression Gate Watchdog Telegram Alerts Cloudflare