How Magnus Works

From high-level logic to low-level execution. Discover the system that turns unpredictable LLMs into reliable agents.

Phase 1: The Lifecycle

The Execution Runtime

How it Works

Controlled execution in four simple steps.

Layer 3

Agent Reasoning

  • Extraction: the LLM turns the message into structured data
  • Decision rules: a deterministic engine picks the next step
  • Tools: executes actions on your systems (APIs, Jira, SAP, MCP)
  • Narration: the LLM writes the reply from the result

Phase 2: The Architecture

System Design & Components

How Magnus Runs Agents

Every request becomes an agent execution loop: decide → act → observe → repeat.

Runtime Capabilities

Native agent execution. Everything you need to scale agent-driven operations.

True Multi-tenancy

Data, keys and agents isolated per organization.

Execution Gateway

Automatic failover between OpenAI and Google Gemini. On paid plans, bring your own provider key.

Decision Engine

Deterministic engine that operates within defined rules and coordinates cross-system actions.

Knowledge & Context

Shared knowledge injection from your private systems. Exact citations and state-aware retrieval.

Persistent State

Conversation state kept on the server: each end user's conversation continues where it left off.

System Actions

Ready connectors for Jira and SAP (read-only), plus your own APIs and MCP servers.

Outcome Engine

Transforms agent reasoning into structured execution over real systems.

Human Loop

Smart handoff to human operators when the agent detects ambiguity — maintaining full state context.

Full Observability

Per-turn traces and token usage. Every agent decision is auditable.

What Magnus API is

Infrastructure to operate AI, not another LLM wrapper.

What it IS

  • A decision engine at its core
  • A centralized LLM Gateway
  • A policy and security engine
  • A memory and context layer (RAG)

What it is NOT

  • A generic 'no-code' chatbot
  • A simple OpenAI wrapper
  • An isolated vector database
  • A UI design tool

Stop experimenting with AI. Start executing with control.

Build reliable agents today.

OpenAI-compatible API
Included in every paid plan