evolve-user

Extract user patterns from Initiative execution and update vault profiles.

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

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill extracts user patterns observed during Initiative execution, evaluates their significance, and reflects them in the user profile to keep decisions aligned with real-world behavior.

Core Features & Use Cases

  • Extracts user patterns from Initiative execution records and updates the vault with new or revised entries.
  • Applies confidence evaluation via the User Evolution Policy to determine when changes require approval.
  • Updates vault/user/patterns and related artifacts across active or archived initiatives to maintain a consistent knowledge base.

Quick Start

Instruct the system to evolve the user profile for a given initiative slug, e.g., <initiative-slug>.

Frequently Asked Questions about evolve-user

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

FAQPage Schema
How do I evolve user profiles from initiative execution outcomes?

To evolve user profiles from initiative execution outcomes, the system extracts observed user patterns, cross-references them with existing data, and evaluates confidence via the User Evolution Policy before applying approved changes to the vault.

What is the user pattern confidence evaluation process in the User Evolution Policy?

The user pattern confidence evaluation process uses the User Evolution Policy to determine the significance of newly observed behaviors during initiative execution, deciding whether profile updates require explicit user approval or can be applied automatically.

How do I extract user patterns from archived initiatives?

You can extract user patterns from archived initiatives by instructing the system with the specific initiative slug, which triggers the deterministic workflow to scan execution records and reflect validated patterns into vault/user/patterns.

Does the user profile evolution workflow require manual approval for all pattern changes?

The user profile evolution workflow does not require manual approval for all pattern changes, as confidence evaluation via the User Evolution Policy automatically determines when changes require explicit user approval before application.

Why does my user profile evolution activity need logging after pattern extraction?

User profile evolution activity needs logging to maintain a consistent knowledge base, tracking the deterministic workflow steps from pattern extraction through confidence evaluation and user approval to ensure transparent updates to vault/user/patterns.

Can I update user patterns across multiple active initiatives simultaneously?

You can update user patterns across multiple active or archived initiatives by providing the respective initiative slug, allowing the system to evaluate, validate, and apply evolving patterns to maintain consistent user profile artifacts.