Defined Purpose
Every agent declares its purpose, instructions, and operational boundaries.
The operating environment behind the agent.
A useful business agent depends on more than a model. It needs identity, knowledge, tools, policy, workflow, and authority. PRAXIS is being designed to bring those concerns into one governed operating environment.
Platform Operating Model
PRAXIS connects the foundational elements that agents need to operate safely in business contexts.
PRAXIS Platform Architecture
Knowledge
Identity
Policies
Models
Tools / MCP
Automation
Governance
PRAXIS
Agent
Business Work
Governed Agents
Agents with defined purpose and authority.
Agent configuration should define not only instructions, but also the knowledge, models, tools, workflows, roles, claims, policies, and approvals that shape how the agent operates.
Authority Model
Capability is not authority. Agents are authorized through roles, claims, and policy.
Tool Access
Granular permissions control which tools and MCP servers an agent may invoke.
Approval Gates
High-impact actions require human approval before execution.
Audit Trail
Every decision, retrieval, and action is logged for governance review.
Lifecycle Management
Agents can be versioned, suspended, or retired under policy control.
Organizational RAG
Knowledge that follows organizational structure.
Corporate, department, team, project, workspace, and personal RAG scopes can provide focused context without requiring one unrestricted knowledge pool.
Hierarchical RAG Structure
Corporate
Department
Team
Project
Workspace
Individual
Child scopes inherit authorized knowledge from parents. Permissions enforced at every level.
Tools & MCP
Connect agents to the systems where work happens.
PRAXIS is intended to govern access to APIs, tools, enterprise systems, databases, and MCP servers so agents can act within approved boundaries.
REST APIs
Governed access to internal and external HTTP services.
Databases
Controlled query and mutation access to structured data.
Enterprise Systems
ERP, CRM, HRIS, and other business applications.
MCP Servers
Standardized capability discovery and invocation.
File Systems
Scoped read/write access to document repositories.
Custom Tools
Organization-specific capabilities and workflows.
Model Access
Apply the right model within the right policy boundary.
Different workloads may require different models based on capability, cost, privacy, or sensitivity. PRAXIS is designed so model access can become part of policy.
Public / General Workloads
Approved cloud models for non-sensitive tasks.
Confidential Workloads
Approved private models with data residency guarantees.
Restricted Workloads
Local or controlled models only; external processing prohibited.
Workflows & Automation
Coordinate work beyond a single request.
Agent workflows may span retrieval, reasoning, tools, human approvals, and multi-step execution.
Agent Workflow: Understand → Reason → Retrieve → Act → Verify
1 Understand Parse intent and context
2 Reason Plan approach and steps
3 Retrieve Access authorized knowledge
4 Act Execute via tools/MCP
5 Verify Confirm outcome and audit
Move beyond AI chat. Agents combine authorized knowledge, reasoning, tools, MCP, workflows, and human approvals for real business work.
Identity & Security
Identity stays part of the decision.
Roles, claims, organizational membership, and agent identity can influence what knowledge and capabilities are available.
Human Identity
Users, roles, claims, department membership, delegated administration.
Agent Identity
Named agents with distinct authority, audit trail, and ownership.
Cross-Department Access
Authorized access to shared knowledge and tools across boundaries.
Shared Corporate Identity
Single identity provider across departmental environments.
Departmental Federation
Department independence without permanent AI islands.
Departments can operate independently while participating in broader corporate identity, knowledge, policy, and governance where authorized.
Department-First Expansion Model
01 START
Engineering
02 EXPAND
Engineering Operations Finance
03 FEDERATE
Corporate
Engineering Operations Finance
Departments operate independently. Corporate federation connects shared identity, policy, and approved knowledge when authorized.
Guided Deployment
Start with the complexity you actually need.
Smaller organizations can follow guided setup. Mature IT teams can use deeper technical configuration.
Auditability
Know what happened and why it was allowed.
Important authorization decisions, retrieval, tool use, approvals, and lifecycle events should be traceable.