People and interfaces
The conversation begins through voice, text or an application. The goal and working conditions are agreed before tools are connected.
HOW IT FITS TOGETHER
From a need to an action you can review.
Useful architecture makes it clear what information enters, which tool participates, who approves and how results are checked.
Context and coordination
InnerOS brings together memory, tasks, documents and tools. Ralfi IA uses this context to prepare a path and coordinate specialized components.
Models and execution
Each task may require a local model or an external service. Decisions consider capability, data, permissions and cost, with recovery alternatives where implemented.
Review and evidence
Important changes need authorization and a record that explains what happened. Work is accepted against tests and the agreed scope.
A CLEAR WORKFLOW
Understand. Prepare.
Review and continue.
A tool adds value when it has a clear purpose and its result can be checked. This is how we approach connections between people, agents and systems.
InnerOS+ Ralfi IA
01
You define the goal
An idea, a need or a question.
02
Ralfi IA gathers context
History, documents and the information that matters.
03
InnerOS coordinates tools
Memory, agents, applications and services.
04
You review the next step
You decide how to continue.
05
The result is recorded
Evidence to check and carry work forward.
Illustrative workflow. Available capabilities are validated per project.
More technical detail and project context
Layer 1: Human interface
Voice, chat, browser UI, WhatsApp, email, forms and dashboards are entry points, not the whole system.
Layer 2: Ralfi IA
Ralfi IA interprets intent, retrieves context, selects workflows, asks for missing information and keeps humans in the loop.
Layer 3: InnerOS
InnerOS coordinates memory, task state, agent registry, MCP tools, model routing, file/document context, devices and server execution.
Layer 4: Compute fabric
Local AMD/Intel nodes handle private and repeatable work; cloud providers handle public endpoints, burst capability and advanced model needs.
Layer 5: Business operations
Workforce, security, field service, quote delivery, documents, client context and investor/build evidence become usable products.
Request lifecycle
Every serious action should move through intent, context retrieval, plan, execution, evidence, approval where needed, delivery and memory update.
Public/private boundary
Architecture diagrams can explain how the system works without publishing private endpoints, IPs, credentials or customer data.
Infrastructure and inference
Learn more ↗Meet Ralfi IA
Learn more ↗System architecture
Learn more ↗InnerOps and operations
Learn more ↗Responsible AI
Learn more ↗Technologies and integrations
Learn more ↗THE NEXT STEP STARTS WITH A CONVERSATION
What would you like
to make possible?
Tell us about the idea, problem or project. We will help you find the right area and a sensible first step.