Build the foundation once. Let approved agents share it.
Each new agent should not need a new copy of your knowledge, procedures, system connections, and operating controls. Shared infrastructure turns those pieces into managed organizational capabilities.
PDFs, images, documents, drives, SharePoint, and business systems can feed a controlled knowledge layer when connectors and indexing are configured.
Sources
Documents, drives, approved systems
Structures
Search, vectors, knowledge graph
ResultA source layer with paths back to origin.
PROPOSED ORGANIZATIONAL SETUP
02Memory
Approve memory before it becomes shared context.
An agent proposes a durable fact or preference. A policy or human reviewer approves it, stores it with scope and provenance, and makes it available to approved agents.
Proposed
Client prefers weekly PDF status
Approved
Project owner or policy
Scope
Client project agents
ResultApproved memory that keeps its origin visible.
03Skills
Store procedures as versioned assets.
A reviewed skill captures how the team performs a recurring job, including exceptions, tests, and the moment a person must decide.
Procedure
Tests and version
Decision point
ResultOne governed procedure for approved agents.
04Connections
Connect legacy and modern systems with scoped interfaces.
MCP servers, application APIs, and controlled computer use can expose specific actions from CRM, ERP, email, files, and older tools.
Preferred
Structured API or MCP tool
Fallback
Controlled computer use where needed
ResultA narrow capability map instead of broad access.
05Visibility
See what every run used, proposed, and changed.
Shared traces connect runs to knowledge sources, skill versions, tool calls, approvals, failures, and outcomes.
Observe
Runs, latency, failures
Review
Sources, actions, decisions
Improve
Skill and route revisions
ResultOne review surface for operating the system.
Tool names indicate useful roles in a possible implementation. The final stack depends on source systems, security requirements, deployment boundaries, and the workflow being supported.
01
Knowledge
Documents and systems become a governed source layer with citations back to origin.
Qdrant for vector search · knowledge graphs for relationships
02
Memory
Durable context is proposed, approved, stored with scope, and shared only with approved agents.
Specific actions are exposed from business systems without granting every agent broad access.
MCP · application APIs · controlled computer use
05
Visibility
Sources, tool calls, approvals, failures, and outcomes stay connected in one operating record.
OpenTelemetry · Langfuse · workflow evidence
CURRENT OFFER
A free AI desktop, with optional organization setup.
Maslow AI-OS is a free, customizable Linux AI-OS in development preview. Organizations can separately engage Maslow AI to design shared knowledge, memory, skills, connections, and visibility for a defined workflow. Scope, providers, data boundaries, and acceptance evidence are agreed for each engagement.