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.
Agent Reasoning
- ReasoningLoop: processes environmental input via LLM
- ActionEngine: decides next optimal step deterministically
- RuntimeActions: executes tools across systems (APIs, CRM, IT)
- OutcomeService: updates state and provides feedback
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
Total isolation of state, actions, and keys per organization.
Execution Gateway
Multi-provider runtime with automatic failover across OpenAI, Gemini, Grok, and more.
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
Long-term memory that maintains agent context and user preferences across thousands of interactions.
System Actions
Pre-built actions for CRM, ERP, IT Support, and custom APIs. Ready to execute out of the box.
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
Real-time dashboard for costs, actions, and tokens. Every agent decision is auditable.
What is Magnus Core
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.