Agentic quant research with controlled promotion to live operations.
AlphaSwarm gives research, risk, and platform teams one governed surface for agent workflows, reproducible evidence, promotion gates, and live-side controls.
- Promotion evidence
- Policy-gated
- Tenant boundaries
- RLS-first
- Deployment posture
- Hosted, VPC, on-prem
- Operator controls
- Kill-switch ready
Built for governed research-to-operations
Trading is hard. Scaling is harder.
Traditional quant stacks are brittle, slow, and disconnected. AlphaSwarm was built to bridge the gap from research to controlled operations.
The Production Gap
Strategies that look great in backtests often fail in live markets due to overfitting, regime shifts, and execution slippage.
Manual Handoffs
Fragmented workflows between research, backtesting, and live trading cause errors, data loss, and massive delays.
Brittle Data Pipelines
Disconnected data pipelines break easily, lineage is lost, and research results become non-reproducible over time.
Infrastructure Sprawl
Managing notebooks, scripts, and cloud VMs manually creates operational risk and massive overhead for scaling teams.
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.
- Strategy Composer
- Ideation Console
- Factor Library
Backtest
Vectorized and event-driven engines with walk-forward analysis.
- Vectorized engine
- HFT simulation
- Cross-validation
RL Training
Train and evaluate FinRL-style agent families with hash-locked specs.
- RLRuntime
- Iceberg store
- PRUDEX-style review
Paper Trade
Verify behavior in live market data with no capital at risk.
- Paper broker
- Safety monitoring
- Promotion evidence
Promotion Gate
Evidence, approvals, and risk checks before any paper or live authority.
- Policy checks
- Kill-switch
- Audit trail
Powerful Subsystems, Unified Platform
AlphaSwarm is composed of governed subsystems that turn agent research into reviewable, reproducible, and controlled operating workflows.
AgenticOps
Coordinate research agents with audit trails, policy checks, sandbox modes, and kill-switches before any live-side impact.
- Sequential, parallel, debate, and coordinator crews
- Workflow Studio orchestration
- Research-paper RAG integration
- Agent watchdog monitoring
RL-Ops
Train and evaluate reinforcement-learning agents with reproducible experiment hashes and promotion evidence.
- Prebuilt EIIE and DeepTrader-style agent families
- Iceberg trajectory store
- Market dynamics modeling
- PRUDEX-style evaluation review
Data Platform
Ingest, catalog, query, and embed research data with lineage, tenancy boundaries, and reproducible datasets.
- Connector-backed market and research ingestion
- Dagster pipeline orchestration
- Iceberg lakehouse with time travel
- pgVector retrieval for research corpora
Backtesting
Evaluate strategies against deterministic replay, scenario perturbation, and execution assumptions before promotion.
- Vectorized research loops
- Tick-level replay paths
- Limit order book simulation
- Walk-forward validation
Platform Control
Govern Role, Domain, User, and Admin axes with audited grants, tenant isolation, and scoped emergency controls.
- Audited role lattice and scopes
- Row-level multi-tenant isolation
- Global and scoped kill-switches
- Step-up MFA for privileged actions
Operator CLI
Expose a machine-readable agent contract so humans, scripts, and agents can inspect capabilities before executing.
- Typer-based operator CLI
- Machine-readable agent contract
- Dry-run and plan outputs
- Structured error envelopes
Built for Every Alpha Strategy
Whether you're running LOB strategies or long-term factor models, AlphaSwarm provides the tools to research, validate, and promote with evidence.
Quant Funds
Standardize research packets, keep agent work off the money plane, and give risk teams an auditable promotion trail.
Prop Trading Desks
Keep desk velocity while exposing operator-visible state, scoped kill-switches, and paper-to-live promotion evidence.
Asset Managers
Adopt agentic research with tenant boundaries, compliance evidence, and hosted, VPC, or on-prem deployment posture.
Platform Teams
Run sibling services — API, auth, workers, operator UI, and CLI — as a governed control plane rather than a notebook pile.
Connect Your Entire Stack
Connectors and runtimes already wired into the platform — not a promise of every vendor logo.
Data
Brokers
ML & AI
Infrastructure
Analytics
Institutional-Grade Security
Your alpha is your most valuable asset. AlphaSwarm is designed to protect it at every layer of the stack.
Hash-Locked Immutable Specs
Every experiment and strategy is hash-locked. Mutations create a new version, not an in-place rewrite.
Audit-First Logging
Every action, configuration change, and agent decision is logged to an immutable audit trail for forensic analysis.
Step-up MFA (RFC 9470)
Multi-factor authentication required for sensitive operations like live deployment or large role escalations.
Platform Governance Lattice
Granular control across Role, Domain, User, and Admin axes. Audited grants with cross-principal explainability.
Multi-Tenant Isolation (RLS)
Security-first Row Level Security (RLS) ensuring strict isolation between organizations, workspaces, and projects.
VPC & On-Prem Deployment
Deploy in a hosted cell, a customer VPC, or on-prem Kubernetes.
Transparent Pricing for Every Scale
Use a demo to scope the right rollout path before selecting a deployment plan.
Evaluation
Scope a demo against research, backtest, and paper-trading workflows.
- Core data plane
- Vectorized backtesting
- Local or hosted evaluation
- No live-trading authority
Governed platform
Promotion gates, Workflow Studio, and operator controls for a working team.
- Workflow Studio
- Paper trading
- Kill-switch fan-out
- Hosted or VPC discussion
Institutional
Tenant isolation, SSO, and on-prem or VPC posture for larger desks.
- HFT backtest engines
- RLS tenancy
- Step-up MFA
- On-prem / VPC
Latest from the Lab
Practical notes on governed agent operations, promotion gates, tenant boundaries, and quant research workflows.
Ready to inspect the control plane?
Request a demo focused on your team's research workflow, promotion controls, tenant boundaries, and deployment posture.