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:

bash

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#

bash

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#

FieldWhat it meanspreferred_style"direct" / "detailed" / "casual" / "formal" — how to frame responsesstrong_topicsTopics user engages with — lean into theseweak_topicsTopics user ignores — avoid leading with theseacceptance_rate0-1 — how often your responses landfitness0-1 — how well you're serving this user. Below 0.35 = change approachproductive_hourHour of day user is most engagedchannel_distributionWhich channels user talks on most

SOUL.md Integration#

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

bash

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#

bash

npx clawhub@latest install lineage-mini

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