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Introduction

Welcome to AiQarus

AiQarus is an enterprise-grade platform for creating, deploying, and orchestrating autonomous AI agents. Built for organizations that cannot afford AI failures—financial services, healthcare, legal, government, and any enterprise where AI decisions have real-world consequences.

What Makes AiQarus Different

Unlike traditional AI deployment approaches that treat agents as black boxes, AiQarus treats every agent execution as a fully auditable, reproducible, and verifiable process.

Complete Traceability

Every agent action is recorded in an immutable, cryptographically-verified audit trail using SHA-256 hash chaining.

AI-First Intelligence

Agents that think, assess risk, detect knowledge gaps, and request human approval for high-stakes decisions.

Enterprise Multi-tenancy

Native support for organizational hierarchies, access controls, and complete data isolation.

Built-in Safety

Configurable constraints prevent runaway agents and enforce least-privilege principles.

Core Principles

AiQarus is built on five foundational principles:

1. Everything is Traceable

Every action, decision, and state change in the system is recorded. The trace system uses SHA-256 hash chaining to create tamper-evident audit logs.

2. Agents are Disposable, Definitions are Durable

Agent instances come and go, but their definitions persist. This separation means agent behavior is reproducible, versionable, and auditable.

3. Fail Fast, Fail Safely

When something goes wrong, AiQarus stops immediately rather than producing uncertain output. Every failure is recorded with full context.

4. Least Privilege by Default

Agents start with zero capabilities. Every tool, external system access, and capability must be explicitly granted.

5. Multi-tenancy is Foundational

Organization isolation is built into every database table, every API call, and every authorization check.

Overview