Deterministic reasoning infrastructure
Deterministic Reasoning Intelligence
for critical systems.
RIC executes reasoning as a reproducible process — same input → same steps → same output — with a full proof bundle for every run. No randomness. No clocks. No drift.
Reproducible computation
Fixed-point Q32 engine with bit-for-bit identical replay across machines and environments.
Deterministic reasoning
Every decision is a structured chain of reasoning with step hashes, legality checks, and graph-anchored proofs.
Infrastructure ready
Pure JSON API, CPU-only. Fits Terraform, Kubernetes, CI pipelines, and edge deployments.
Architecture at a glance
Deterministic core
No randomness, no hidden clocks, no non-deterministic branches.
Tamper-evident
Hash-linked steps, graphs, and bundles make retroactive edits detectable.
Efficient runtime
Q32 fixed-point numerics, CPU-only. Practical on servers and constrained hardware.
For systems where “probably correct” is not enough.
Many workflows rely on opaque probabilistic systems. That fails in environments where outcomes must be explained, replayed, and trusted over long horizons. RIC provides deterministic reasoning as infrastructure: every decision has a traceable origin and a reproducible proof.
Infrastructure & reliability
Stable reasoning chains behind configuration, routing, and failover logic.
Security & safety
Gate sensitive actions behind deterministic constraints and replayable justification.
See more environments
• Regulatory stacks requiring full audit trails.
• Long-lived infra where drift breaks guarantees.
• Multi-party systems that must agree on outcomes.
Where this runtime fits.
Cloud & infra control
Deterministic policies for routing, rate-limits, and failover logic.
Robotics & automation
Explainable control decisions with full traceability per action.
STEM & simulation
ODEs and linear algebra without floating-point drift or hidden state.
Embedded & edge
Low-power deterministic reasoning with auditable decisions.
Every run is a proof-bundled reasoning trace.
RIC treats reasoning as a first-class artifact. Each call returns a deterministic bundle you can store, replay, and audit.
- • Ordered sequence of reasoning steps.
- • Legality view over each step.
- • Hash-linked graph of the reasoning flow.
- • Bundle hash committing to the full run.
- • Deterministic result derived from that bundle.
- • Replay guarantees across machines and time.
Deterministic legality
A deterministic gate in front of any decision engine.
RIC can sit between your application and any proposal source. The proposal is checked against hard constraints and contradiction rules; RIC either passes or blocks it with a fully replayable justification. The legality demo is a simple surface of a deeper legality stack.
Deterministic STEM
STEM on top of the same deterministic core.
RIC-STEM exposes linear ODE solving and linear system solving on the same fixed-point Q32 substrate, with metrics available at GET /metrics. It is a focused example of the broader runtime, chosen because its results are straightforward to verify and compare.
API access
Request access to the RIC API.
RIC is in limited pilot as deterministic reasoning infrastructure for infrastructure control, safety systems, STEM workflows, and embedded automation. Share your email and a brief description of your environment to discuss integration.
Integration
Slot into existing stacks with minimal friction.
- • JSON in/out over HTTP. Works cleanly with FastAPI, Flask, Express, Go, Rust, Java, and more.
- • Compatible with containerized deployments: Docker, Kubernetes, Terraform, and common CI setups.
- • Designed to run alongside existing models or engines as a deterministic reasoning and legality layer.
- • Stable schemas suitable for long-lived compliance and audit pipelines.