ARTEMIS is a 6-node autonomous trading infrastructure integrating Real-Time Scanning, Macro Sentiment, and AI-Driven Execution. Plug into your Binance Futures account. Let the system adapt.
Execution telemetry exported automatically from Binance Futures closures via serverless AWS. Real trades and Shadow paper tests are isolated in real-time.
| SYMBOL | MODE | SIDE | TIER | CLOSED (UTC) | RETURN (%) |
|---|---|---|---|---|---|
| ⏳ Fetching live execution stream from S3... | |||||
ARTEMIS is not a signal service or a copy-trading platform. It is infrastructure — designed for people who want to understand what their system is doing and why.
Every ML probability cutoff, danger zone threshold, and circuit breaker trigger is exposed as an environment variable. Inspect, configure, extend — the architecture is yours to command.
Connect via Binance Futures API keys. Non-custodial — ARTEMIS never holds or withdraws funds. Real trades execute automatically while Shadow Mode gathers risk-free telemetry.
The full system is documented in a Zenodo preprint with continuous ML calibration, Wilson score confidence intervals, and out-of-sample regime validation. Citable. Reproducible. Transparent.
Rather than relying on static backtests, ARTEMIS is continuously benchmarked against baseline models across rolling Out-of-Sample (OOS) windows. By integrating multi-regime ML inference with dynamic risk scaling, the system maintains positive mathematical expectancy (EV > 0) even during adverse market volatility.
| Methodology | Trades (OOS) | Win Rate | Payoff Ratio | Net Expectancy (EV) | Profit Factor | Status |
|---|---|---|---|---|---|---|
| Fixed (Static Rules) | 87 | 31.2% | 0.95x | -0.24% / trade | 0.82 | Negative EV |
| Random Updates | 142 | 28.7% | 0.88x | -0.38% / trade | 0.74 | Non-Viable |
| Shadow-Only Exploration | 294 (Sim) | 35.1% | 1.12x | +0.05% / trade | 1.08 | Paper Baseline |
| ARTEMIS (Full Adaptive ML) | 301 (Live) | 41.3% | 1.32x | +0.42% / trade | 1.48 | Active Alpha (p < 0.005) |
Traditional algorithmic systems treat filtered signals as dead data. ARTEMIS routes rejected signals into a parallel Shadow Environment — executing zero-capital paper trades to continuously calibrate machine learning models and measure real market friction.
When market stress spikes or drawdowns occur, traditional algorithms continue taking losses or freeze entirely. ARTEMIS dynamically shifts into zero-risk simulation mode — protecting principal equity while accelerating recovery research.
David López Oñate · Lead Researcher, Kinqo AI Technologies
Published open-access on Zenodo (v1.1 · CC BY 4.0). Documents the mathematical framework for real-time counterfactual signal simulation, out-of-sample regime calibration, and automated risk shielding in crypto derivatives.
@article{onate2026artemis,
title = {ARTEMIS: Adaptive Multi-Agent
Trading System with Risk-Free
Exploration via Shadow Mode},
author = {L{\'o}pez O{\~n}ate, David},
year = {2026},
note = {Zenodo Preprint v1.1},
doi = {10.5281/zenodo.18841943}
}
Subscribe via USDC (Polygon) to generate your unique ARTEMIS API authentication token.
Configure Binance Futures API keys with strict read/trade permissions, IP-bound exclusively to our static AWS gateways.
ARTEMIS links to your account, initiating real-time scanning, counterfactual shadowing, and execution.
ARTEMIS is architected around strict cryptographic key isolation. User funds remain 100% in your Binance account, and API keys are constrained by non-negotiable hardware and cloud security policies.
ARTEMIS is executing a controlled rollout strategy — focusing on building a cryptographically verified track record before transitioning to closed institutional capacity.
Multi-regime Out-of-Sample (OOS) live validation on Binance Futures and open-access research publication on Zenodo (DOI: 10.5281/zenodo.18841943).
Restricted deployment strictly capped at 100 API slots to preserve alpha capacity and mitigate order book market impact before public closure.
Transition from individual API key connections to a closed institutional PAMM / Multi-Account Manager (MAM) fund structure once alpha capacity limits are met.
We believe in surviving adverse market shocks, not just capturing gains during favorable trends. ARTEMIS is hard-coded with non-negotiable risk controls.
If bid/ask spreads, order book depth, or estimated slippage exceed expected trade volatility, execution aborts immediately to eliminate negative expectancy.
Position notionals are dynamically fractioned using asset ATR volatility and inter-asset correlation ($\rho$) to prevent risk concentration across co-moving tokens.
During abrupt Bitcoin or market-wide flash crashes, the system enforces a directional lock — suspending all long BUY strategies to protect portfolio equity.
Access is currently restricted to 100 API keys to prevent statistical edge dilution. Secure your lifetime pricing before institutional launch.