linkedin_skills/PRODUCT_SYSTEM.md

LinkedIn Productized Skill System

This project now runs as a productized skill system with four layers:

1. Method layer: standards/skill-method.md
2. Contract layer: contracts/lead-artifact-contract.md
3. State/config layer: state/*.json, config/*.json
4. Execution layer: scripts/*.js

Quick Start

From repo root:

node scripts/bootstrap-system.js
node scripts/run-lead-filter.js sample_contacts.csv
node scripts/run-draft-outreach.js --registry output/leads_YYYY_MM_DD/lead_registry_YYYY_MM_DD.json
node scripts/generate-weekly-report.js

Reply thread (after a prospect messages you):

node scripts/run-reply-handler.js --lead-key "<from lead_registry or state>" --message "paste their message"
node scripts/record-outcome.js --lead-key "<same key>" --outcome positive

Valid --outcome values: positive, rejected, not_interested, booked.

Main Outputs

• Lead filter artifacts: output/leads_YYYY_MM_DD/*
• Outreach artifacts: output/outreach_YYYY_MM_DD/*
• Reply drafts: output/replies_YYYY_MM_DD/*
• Weekly ops report: reports/weekly-summary_YYYY-WNN.md

Persistent Memory

• Settings: state/linkedin-settings.json
• Operational state and metrics: state/linkedin-system-state.json

Skill Contracts

• linkedin-lead-filter must write canonical lead_registry_*.json.
• draft-outreach should consume lead_registry_*.json via --registry.
• reply-handler and campaign-retro must update/read weekly metrics.