AgenticOps + RL-Ops,
End-to-End
Research strategies, run backtests, train RL agents, paper trade, and go live—all in one unified platform.
Trusted by World-Class Trading Teams
Trading is hard. Scaling is harder.
Traditional quant stacks are brittle, slow, and disconnected. AlphaSwarm was built to bridge the gap from research to revenue.
Fragmented Workflows
Researchers waste 40% of their time moving data between research notebooks and execution systems.
The Production Gap
Strategies that look great in backtests often fail in live markets due to execution slippage and regime shifts.
Scaling Complexity
Managing 100+ RL agents and multi-agent workflows requires massive infrastructure overhead.
Black Box Risk
Lack of observability into agent decision-making leads to unquantified tail risk.
One Unified Lifecycle
AlphaSwarm eliminates the "Handover Gap" by keeping your strategy in the same environment from ideation to execution.
Research
Multi-modal RAG over papers and internal data to discover alpha.
Backtest
Vectorized and event-driven engines with walk-forward analysis.
Agentic RL
Train 12+ pre-built RL architectures with PRUDEX evaluation.
Paper Trade
Verify performance in live market conditions with zero capital risk.
Live Execution
Scale to production with robust execution and risk guardrails.
Powerful Subsystems, Unified Platform
AlphaSwarm is composed of modular, industry-leading components that work together to give you an unfair advantage.
Built for Every Alpha Strategy
Whether you're running LOB strategies or long-term factor models, AlphaSwarm provides the tools to execute at scale.
Market Making
Deploy HJB solvers and toxicity regime detection for high-frequency market making with microsecond-level precision.
Portfolio Optimization
Use Weight-Centric Pipelines (f_S → f_A → f_T → f_R) to manage multi-asset portfolios with robust risk overlays.
Digital Assets
Unified access to Binance, Coinbase, and DEX liquidity with pre-built multi-crypto RL environments.
Systematic Research
Automate the discovery of new factors and alphas using multi-agent crews that synthesize 1000s of research papers.
Seamless Integrations
AlphaSwarm plays well with the tools you already use. Connect your data, your brokers, and your models in minutes.
Institutional-Grade Security
Your alpha is your most valuable asset. AlphaSwarm is designed to protect it at every layer of the stack.
Local-First Execution
Keep your alpha and your data under your control. AlphaSwarm runs on your infrastructure.
End-to-End Encryption
All sensitive credentials and trading signals are encrypted with industry-standard AES-256.
Zero-Knowledge Insights
We never see your strategies or your data. Your private keys never leave your environment.
SOC2 & GDPR Compliant
Built with the highest security standards for institutional-grade reliability.
Transparent Pricing for Every Scale
Start for free and scale as your assets and complexity grow.
Latest from the Lab
Technical insights on agentic AI, reinforcement learning, and the future of quant trading.
Ready to Evolve Your Alpha?
Join the next generation of quant researchers using agentic AI and reinforcement learning to dominate the markets.
No credit card required. Public beta now open.