Research preview · Enterprise governance

Your AI tools are moving. Who is thinking?

KHAW is the governed agentverse for enterprise work: safe context, policy, cost, approval, evidence, and approved learning before actions scale.

khaw.hero.corrector
> An AI agent for enterprise work
No. A governed agentverse that learns with you — safely.
The real problem

Usage explodes. Proof disappears. Thinking has no owner.

The problem is not that people are using too much AI. The problem is that agentic work is happening without a governed loop to decide, review, prove, and learn.

Frenzy
Adoption accelerates.
proof gap
AI seats
120 → 4,800
Prompts/day
8k → 1.8M
Monthly spend
$12k → $1.6M
Open questions
Proof goes missing.
audit?
Who approved it?unknown
What context was used?unknown
What did it cost?unknown
What changed?unknown
Should it become memory?unknown
The governed run

Every action moves through context, review, evidence, and approved learning.

KHAW turns loose prompts into accountable work. The agent does not merely act: it declares intent, estimates cost, requests review when needed, and leaves a trace.

Decision example

Human/council review required before sensitive systems are touched.

evidence.ledger
Stage
Review
Model
routed
Cost
$0.84
Reviewer
Brienne
Risk
checked
Memory
blocked
The enterprise contract

KHAW does not promise loose autonomy. It gives agentic work an operating law.

Built on Hermes and hardened for enterprise: governed skills, safe tools, policy, evidence, telemetry, costs, and approved memory.

01
Identity

Who can run what, with which credentials and limits.

02
Policy

Tools and skills pass rules before touching real systems.

03
Approval

Sensitive actions stop at the right human or council gate.

04
Cost

Model, budget, and value are attributed per run.

05
Evidence

Every decision captures source, model, tool call, cost, and result.

06
Memory

Learning is written only after proposal and approval.

Research Preview

Start with one governed AI workflow.

KHAW is the enterprise wrapper. Brain stores reality. Khortex thinks and reviews. Hermes acts through the interfaces.

pilot.runready
WorkflowEnterprise escalation
ContextTenant-isolated
ApprovalCouncil + human
EvidenceLedger attached