ANNA OS powered ASAMIA AI · Intelligence

Human-approved model changes

Treat a change in intelligence as an operational release, with evidence, named approval and a return plan.

Documented capability

ASAMIA ANNA OS concept: a person authorising a reviewed compute change — ANNA OS · Concept illustration

Purpose and business value

A model change can alter the tone, judgement and output structure of a SAM even when its role description stays the same. Human approval connects the proposed configuration to evaluation findings, affected workflows and information-handling checks. A release decision should state what changed and how unexpected behaviour will be handled.

A controlled change process aims to preserve service continuity and prevent unreviewed intelligence changes reaching customer-facing work.

Business use cases

Customer-facing upgrade

Require an operations lead to review response quality, escalation behaviour and compatibility before approving the change.

Sensitive-work sign-off

Use separate proposal and approval owners when a change affects confidential information or consequential decisions.

Rollback preparation

Document the prior approved configuration and the conditions for returning to it if monitored results deteriorate.

Technical requirements

01
A change proposal with affected roles and workflows
02
Evaluation, compatibility and retention-review evidence
03
Named approvers, release criteria and a rollback plan
04
Approved model modality and endpoint access

Functional specification

Capture the current and proposed configurations, reason for change, test results, open risks, approval decision and release owner. Define post-change monitoring and a practical reversal procedure.

Operating controls

Approval actions in the demo are simulated. They do not deploy models, change service configuration or execute a rollback.

Model choice & ANNA LLM