Lineage Code Mini

Behavioral adaptation for AI agents. Builds a lightweight user profile from interaction history and adapts response style, topic focus, timing, and recovery when replies stop landing.

Lineage Code Mini — Behavioral Adaptation Skill

You have access to lineage-code-mini, a behavioral adaptation engine. It learns how each user likes to be talked to and adapts your responses accordingly.

Links

• GitHub source: https://github.com/PabloTheThinker/lineage-code-mini
• npm package: https://www.npmjs.com/package/lineage-code-mini
• ClawHub listing: https://clawhub.ai/pablothethinker/lineage-mini

How It Works

1. Record — after each conversation, record whether the user engaged positively
2. Compactify — compress interaction history into a behavioral profile
3. Adapt — inject the profile into your system prompt before responding

Commands

/lineage or /profile — View a user's behavioral profile

Run the adaptation pipeline on the current user's conversation history:

node --input-type=module -e "
import { compactify, DEFAULT_CONFIG } from 'lineage-code-mini';
import { existsSync, readFileSync } from 'node:fs';
const historyPath = '{baseDir}/data/interactions.json';
const history = existsSync(historyPath) ? JSON.parse(readFileSync(historyPath, 'utf8')) : [];
const profile = compactify('current-user', history, DEFAULT_CONFIG);
console.log(JSON.stringify(profile, null, 2));
"

/adapt — Generate behavioral hints for the current user

node --input-type=module -e "
import { pipeline } from 'lineage-code-mini';
import { existsSync, readFileSync } from 'node:fs';
const historyPath = '{baseDir}/data/interactions.json';
const history = existsSync(historyPath) ? JSON.parse(readFileSync(historyPath, 'utf8')) : [];
const basePrompt = 'You are a helpful AI assistant.';
const { context, profile } = pipeline('current-user', history, basePrompt);
console.log('Active patterns:', context.active_patterns);
console.log('Fitness:', context.fitness);
console.log('Personalized:', context.personalized);
console.log('---');
console.log(context.prompt);
"

Automatic Adaptation

This skill provides the commands and storage layout. Your host agent still needs to call these commands or wire recording into its turn loop. Installation alone does not automatically capture conversations.

When this skill is loaded, you should:

1. Before each response, check if a user profile exists at {baseDir}/data/profiles/. If it does, read it and apply the behavioral hints to your response style.

2. After each conversation turn, record the interaction:

   • Was the user's response positive/engaged? (replied, followed up, said thanks, acted on suggestion) → accepted: true
   • Was it negative/disengaged? (ignored, changed topic, expressed frustration, no reply) → accepted: false

3. Every 10 interactions, run compactification to update the profile.

Profile Fields

Field	What it means
preferred_style	"direct" / "detailed" / "casual" / "formal" — how to frame responses
strong_topics	Topics user engages with — lean into these
weak_topics	Topics user ignores — avoid leading with these
acceptance_rate	0-1 — how often your responses land
fitness	0-1 — how well you're serving this user. Below 0.35 = change approach
productive_hour	Hour of day user is most engaged
channel_distribution	Which channels user talks on most

SOUL.md Integration

Generate a section for your SOUL.md or USER.md:

node --input-type=module -e "
import { compactify, asSoulPatch, DEFAULT_CONFIG } from 'lineage-code-mini';
import { existsSync, readFileSync } from 'node:fs';
const historyPath = '{baseDir}/data/interactions.json';
const history = existsSync(historyPath) ? JSON.parse(readFileSync(historyPath, 'utf8')) : [];
const profile = compactify('current-user', history, DEFAULT_CONFIG);
console.log(asSoulPatch(profile));
"

Append the output to your USER.md for persistent behavioral adaptation.

Data Storage

Interaction history is stored at {baseDir}/data/interactions.json. Profiles are stored at {baseDir}/data/profiles/. These are plain JSON files — portable, inspectable, no database required.

Installation

npx clawhub@latest install lineage-mini

Or manually: copy this skill/ directory into your ~/.openclaw/skills/lineage-mini/.