initiative-evolve-user-workflow

Classify observed user data into vault profiles and route updates with human confirmation.

8|6|Updated Mar 3, 2026
One-click install
npx skills add https://github.com/nomoory/brain-in-a-vat --skill initiative-evolve-user-workflow
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: initiative-evolve-user-workflow
Source: https://github.com/nomoory/brain-in-a-vat/tree/main/.claude/skills/initiative/evolve-user-workflow
Command: npx skills add https://github.com/nomoory/brain-in-a-vat --skill initiative-evolve-user-workflow

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Keeps vault/user profiles current by synthesizing observed initiative data into structured updates for user metadata and lifecycle.

Core Features & Use Cases

  • Automated profile updates: Reflects new observations into agent-guide, patterns, and summary files with an auditable history.
  • Change tracking and validation: Ensures updates are validated by humans where required and logged for traceability.
  • Policy-driven evolution: Follows workspace policies to govern what and how profiles are updated, enabling safe governance.

Quick Start

Invoke evolve-user-workflow to refresh vault/user profiles from the latest CL-04.5 synthesis inputs.

Frequently Asked Questions about initiative-evolve-user-workflow

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate vault user profile updates from observed initiative data?

You can automate user profile evolution by invoking the workflow to collect and classify observed data from CL-04.5 synthesis, routing structured updates to agent-guide, patterns, and summary files.

What is the best way to track change history when updating user profiles in a vault?

The best way to track change history is using a workflow that records final modifications in vault/user/logs, ensuring all profile updates are validated by humans and logged for traceability.

How does policy-driven change management work for user profile evolution?

Policy-driven change management governs profile updates by following workspace policies at workspace/squads/initiative/policies/user-evolution.md to determine what and how user metadata is safely updated.

Can I require human confirmation before applying automated updates to user profiles?

Yes, you can require human confirmation by routing proposed profile updates through a validation workflow that pauses changes until a human reviews and approves the synthesized observations.

When do I need to synthesize CL-04.5 data into vault user profiles?

You need to synthesize CL-04.5 data when you have new observed user data that must be classified and structured into vault/user profiles to keep user metadata and lifecycle records current.

Does this workflow automation tool work without external dependencies?

Yes, the workflow automation operates without external dependencies, managing the entire process of collecting, classifying, and routing user data internally based on workspace policies.