Enterprise OS
A governed runtime for enterprise agent systems — memory, policies, and lineage in one substrate.
The enterprise governance gap
- ●Enterprises deploying agents face immediate governance and compliance risk — there is no standard runtime that enforces boundaries.
- ●Agent systems lack auditability — when something goes wrong, reconstructing the decision chain requires manual log correlation.
- ●Operational control is fragmented — each team builds their own guardrails, leading to inconsistent policy enforcement across agent fleets.
- ●Security boundaries are undefined — agents operate with ambient authority, accessing tools and data without scope checks.
What Enterprise OS provides
Agent Runtime
Run #4,817 · Started 14:32:01 UTC
Agent Workflow Timeline
Step Execution Log
Tool Invocation History
| Tool | Latency | Tokens | Status |
|---|---|---|---|
| query_db | 66ms | 340 | success |
| classify_intent | 79ms | 128 | success |
| fetch_user_profile | 34ms | 96 | success |
| validate_schema | 12ms | 54 | success |
Agent Details
Permissions
Trace
Tags
Unified runtime for agent orchestration
Enterprise OS provides a unified control plane for managing agent execution across tools and systems.
Agent Runtime
Run #4,817 · Started 14:32:01 UTC
Agent Workflow Timeline
Step Execution Log
Tool Invocation History
| Tool | Latency | Tokens | Status |
|---|---|---|---|
| query_db | 66ms | 340 | success |
| classify_intent | 79ms | 128 | success |
| fetch_user_profile | 34ms | 96 | success |
| validate_schema | 12ms | 54 | success |
Agent Details
Permissions
Trace
Tags
Persistent structured memory
Agents retain typed memory objects with TTL, scope, and provenance metadata.
| Object ID | Type | Scope | TTL | Last Updated | Provenance |
|---|---|---|---|---|---|
| mem-0a7f3c | Fact | Global | ∞ | 2 min ago | crystallization |
| mem-1b8e4d | Observation | Agent | 24h | 5 min ago | runtime-capture |
| mem-2c9f5e | Decision | Project | 7d | 12 min ago | agent-output |
| mem-3d0a6f | Fact | Team | ∞ | 1 hr ago | crystallization |
| mem-4e1b7g | Intuition | Global | 30d | 2 hr ago | distillation |
| mem-5f2c8h | Observation | Agent | 12h | 3 hr ago | runtime-capture |
| mem-6g3d9i | Fact | Org | ∞ | 5 hr ago | manual-entry |
| mem-7h4e0j | Decision | Project | 90d | 8 hr ago | agent-output |
Memory Metadata
Linked Runs
Retention Policy
Recent Access
Six-layer policy governance
A six-layer policy stack enforces capability governance at every agent action boundary.
Policy Stack
Evaluation order: top → bottom · Higher layers override lower
Evaluation Order
Active Rules
| Policy | Rule | Scope | Effect | Version | Updated |
|---|---|---|---|---|---|
| Org Policy | max-tokens-per-run | All agents | Limit | v3.1 | Feb 28 |
| Org Policy | require-audit-trail | All agents | Enforce | v3.1 | Feb 28 |
| Team Policy | pci-data-masking | risk-engineering | Enforce | v2.0 | Mar 3 |
| Project Policy | max-db-queries | fraud-detection-v2 | Limit (10) | v1.4 | Mar 5 |
| Agent Policy | deny-external-api | fraud-detector | Deny | v1.0 | Mar 6 |
| Agent Policy | allow-internal-tools | fraud-detector | Allow | v1.1 | Mar 6 |
| Tool Policy | query_db-row-limit | query_db | Limit (100) | v2.2 | Mar 4 |
| Tool Policy | classify-confidence-min | classify_intent | Enforce (>0.8) | v1.0 | Mar 1 |
| Action Policy | alert-requires-approval | send_alert | Gate | v1.0 | Mar 7 |
| Action Policy | block-txn-dual-confirm | block_transaction | Gate | v1.0 | Mar 7 |
Deterministic execution and lineage
Replayable execution with checkpoint-based rollback and a full lineage DAG from trigger to outcome.
Execution Lineage
Run #4,817 · fraud-detector · 8 events
Event Timeline
Selected Event
Run Metadata
Data Sources
Policy-bound agents
Capability enforcement ensures autonomous systems operate within explicit boundaries.
Governance Flow
Policy-bound agent execution ensures autonomous systems operate within boundaries.
Autonomous systems require explicit boundaries.
Where it sits in the stack
PlantoOS Architecture
The stack relationship between apps, agents, runtime, and systems.
Applications
Products and workflows
Agents
LLM-powered autonomous units
PlantoOS Runtime
Execution · orchestration · control
Capability Layer
Policy enforcement and tool access
Medhara Core
Memory · governance · lineage
Enterprise + Public Systems
Databases, APIs, infrastructure
A new compute layer for systems operated by agents.
Key workflows
How data flows through the system in typical usage patterns.
Workflow 1
Input
Agent deployment request
Core Process
Enterprise OS provisions governed runtime with policies, memory scope, and lineage capture
Output
Production-ready agent with full audit trail from first action
Workflow 2
Input
Multi-agent workflow
Core Process
Runtime orchestrates agents with capability-bounded communication and shared governed memory
Output
Coordinated execution with cross-agent lineage and policy enforcement
Workflow 3
Input
Compliance audit request
Core Process
Lineage DAG queried, policy versions traced, memory provenance assembled
Output
Audit-ready artifact package in standard compliance formats
Measured outcomes
↓ 40–60%
Prototype to production time
100%
Agent action audit coverage
↓ 30–45%
Governance overhead reduction
Indicative ranges from internal benchmarks and early deployments; results vary by workload, model, and infrastructure.
How it integrates
SDK-first integration — governed from the first line of code.
Provision instance
Deploy Enterprise OS on your infrastructure or use managed hosting
Define policies
Configure governance rules, memory scopes, and capability boundaries
Deploy agents
Connect your agents via SDK — governance and lineage are automatic
from medhara import EnterpriseOS
os = EnterpriseOS(instance="your-org.medhara.cloud")
# Deploy a governed agent
agent = os.agents.deploy(
name="research-analyst",
policies=["finance-read-only", "pii-restricted"],
memory_scope="finance-team",
capabilities=["memory.read", "tool.search"]
)
# Every action is automatically:
# - Policy-checked before execution
# - Lineage-captured with full DAG
# - Memory-scoped to authorized boundaries