Trust Architecture for the Era of Super Intelligence

Artificial Intelligence Under Deterministic Human Authority.

IQRAX separates probabilistic reasoning from deterministic authority. The model proposes. The enterprise's rules decide. The cryptographic record proves it.

Read the Published Papers White House Policy Brief Coming soon

The Zero-Escape Result

100% containment

In a reference deployment testing 192 critical cases across four models, IQRAX achieved a 100% containment rate. Without IQRAX, planted faults breached the delivered work in up to 45 of 48 runs per model. With IQRAX fully deployed, zero faults escaped.

Autonomous Scaling

2,041,337 lines

Distinct lines of new code in 20 days, across 469 hours of active operation, with zero uncaught drift. IQRAX authored 99.84% of all code, probes and documents.

Human Authority

819 decisions

The authors wrote zero lines of code. They acted as the accountable authority, governing the build through exactly 819 deterministic decisions.

Deterministic Alignment in Action

With IQRAX rules
75 of 75
Without them
49 of 75
On the tested cases, models working under IQRAX's class rules avoided the planted fault in 75 of 75 runs, against 49 of 75 without them (pre-registered, p = 0.0002).

The Six-Ladder Architecture

  1. LADDER 1

    Sovereign System of Record

    Outcomes: Data Sovereignty, Continuity, Efficiency and Disaster Recovery.

    Rungs: Self-hosted AI with data residency, LLM tracing, Agent memory and state persistence, Tenant isolation, Tamper-evident audit log, Artifact provenance, Chain-of-thought capture, LLM cost observability, Information governance.

  2. LADDER 2

    Certified Agents

    Outcomes: Qualified Intelligence and Provider Independence.

    Rungs: Held-out eval, Model validation, Agent identity and least-privilege access, Exit examination at discharge, CPD and resit to 100%, Model routing, Guardian Agents, Agent orchestration.

  3. LADDER 3

    Runtime Inspection and Enforcement

    Outcomes: Safe Operations, Clean Delivery, Verifiable Traceability, Autonomous Operation and Human Control.

    Rungs: Tool-call authorization, Output guardrails, Policy-as-code, Policy decision log, Decision register, Tool permission policy, Human approval for high-risk actions, Response guardrails, Search provenance, Policy decision metrics.

  4. LADDER 4

    Sealed Deterministic Workflows

    Outcomes: Safe Operations, Clean Delivery, Verifiable Traceability, Autonomous Operation and Disaster Recovery.

    Rungs: Step validation, Mutation testing, Validation change control, Required checks, Verified backup and rollback, Release validation, Guardrail mutation testing, Work intake requirements, Autonomous agent runtime.

  5. LADDER 5

    Quality Management System

    Outcomes: Self-correction and Autonomous Operation.

    Rungs: Incident ticketing, Root-cause analysis, CAPA, Regression testing, Issue tracking.

  6. LADDER 6

    Deterministic Alignment

    Outcomes: Self-improvement.

    Rungs: Error analysis, Prompt optimization, Before-and-after eval, Eval-driven development, Lessons-learned log.

The Published Papers

  1. IQRAX: Trust Architecture for the Era of Super IntelligenceLatest. doi.org/10.5281/zenodo.23333696
  2. Unleashing AI Safely: From Guardrails to Deterministic Authority29 September 2026. doi.org/10.5281/zenodo.23025910
  3. IQRAX: Deterministic Authority, Remediation at Source, and an Eight-Property Controllability Conformance Profile for Enterprise AI22 September 2026. doi.org/10.5281/zenodo.22903272
  4. White House Policy BriefComing soon

Test IQRAX at Scale

We invite model providers, enterprises, and regulators to deploy IQRAX on their own proprietary workflows.

Request Testing Access