Guardrails that let
AI agents trade
without hallucinating.
RiskOS is a four-layer stack that constrains every decision an autonomous agent makes — from signal generation to trade execution. Invariant inputs, bounded allocations, hallucination scoring, auditable outputs.
Five stages. Zero hallucinations.
5 invariant models run in parallel
Constrained portfolio allocation
Hallucination scoring & audit
Aggregates into trading plan
Without RiskOS
LLM fabricates justifications for trades. No source verification, no confidence calibration, no audit trail.
With RiskOS
Every claim is cross-referenced against invariant source data. Myelin scores divergence, Synapse only executes plans that pass all verification gates.
Introducing RiskOS_
A tiered guardrail stack that constrains AI agents at every decision boundary. Four layers of infrastructure — from invariant signals to validated trading plans — that give autonomous agents structure, auditability, and safety at every step.
Axon
Signal LayerProduces invariant risk artefacts — versioned, replayable model outputs that form the foundation of every downstream decision. Five models run in parallel: fractal regime detection, geometric Brownian motion, neural pressure scoring, macro regime classification, and geodesic momentum vectors.
Axon
Produces invariant risk artefacts — versioned, replayable model outputs that form the foundation of every downstream decision. Five models run in parallel: fractal regime detection, geometric Brownian motion, neural pressure scoring, macro regime classification, and geodesic momentum vectors.
View documentation →Tensor
Allocation EngineConstrains capital allocation into opposing buy and sell baskets with hard budget limits. Every position is bounded by risk budgets, refusal modes activate when constraints are violated, and the engine guarantees that no single agent can exceed its mandate.
Tensor
Constrains capital allocation into opposing buy and sell baskets with hard budget limits. Every position is bounded by risk budgets, refusal modes activate when constraints are violated, and the engine guarantees that no single agent can exceed its mandate.
View documentation →Myelin
Verification LayerScores every LLM output for hallucination risk using information-theoretic measures. Acts as an MCP and API auditor — cross-referencing agent claims against source data, flagging fabricated justifications, and producing confidence-calibrated trust scores.
Myelin
Scores every LLM output for hallucination risk using information-theoretic measures. Acts as an MCP and API auditor — cross-referencing agent claims against source data, flagging fabricated justifications, and producing confidence-calibrated trust scores.
View documentation →Synapse
Decision LayerProduces the final bounded, auditable trading plan. Aggregates signals from Axon, allocations from Tensor, and trust scores from Myelin into a single foresight document — fully traceable, deterministically replayable, and ready for execution.
Synapse
Produces the final bounded, auditable trading plan. Aggregates signals from Axon, allocations from Tensor, and trust scores from Myelin into a single foresight document — fully traceable, deterministically replayable, and ready for execution.
View documentation →Unconstrained agents vs. RiskOS
Built for agents that manage real capital
Cached inference results served from edge. Heavy GPU compute happens on our side — your agents get fast, pre-computed signals.
Every signal comes with human-readable explanations. No black boxes. Agents can reason about why a score is what it is.
Every decision tree is hashed and versioned. Replay any trade decision from any point in time. Full institutional audit compliance.
Fractal analysis detects when markets shift between linear and non-linear regimes — before traditional statistical models break down.
Ship agents that institutions trust.
We're working with a small number of teams building autonomous capital systems. If your agents need real risk infrastructure — invariant signals, hallucination detection, bounded allocations — we should talk.
# No sales deck. We'll send API docs and a sandbox key.