agent-displacement

Aggregate and signal AI agent displacement data across roles and deployments.

Updated Jun 3, 2026
One-click install
npx skills add https://github.com/swarm-ai-research/aeon --skill agent-displacement-swarm-ai-research
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: agent-displacement
Source: https://github.com/swarm-ai-research/aeon/tree/main/skills/agent-displacement
Command: npx skills add https://github.com/swarm-ai-research/aeon --skill agent-displacement-swarm-ai-research

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Weekly tracker of AI agent substitution signals — which roles, companies, and industries show real headcount displacement. Named roles + real deployments only.

Core Features & Use Cases

  • Load context by reading memory files and seed topics if missing
  • Search for developments in the last 7 days using WebSearch, then fetch full articles
  • Score and categorize signals by displacement type and role
  • Update memory/topics/agent-displacement.md and log results

Quick Start

Run the weekly displacement scan using the defined workflow to load memory, fetch new signals, update memory topics, and trigger notifications.

Frequently Asked Questions about agent-displacement

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

FAQPage Schema
How do I track AI agent displacement signals weekly?

You track weekly AI agent displacement signals by running an automated scan that fetches recent press releases and earnings calls, scores named roles with quantified headcount shifts, and logs findings to memory.

What are AI labor market displacement signals?

AI labor market displacement signals are data points showing real headcount shifts where named roles are replaced by AI agents, tracked through company deployments, press releases, and research across industries.

How do I monitor which companies are replacing headcount with AI agents?

You monitor companies replacing headcount with AI agents by aggregating web search data from earnings calls and press releases, categorizing signals by displacement type, and updating memory state with findings.

Does the AI displacement tracker only log named roles and real deployments?

Yes, the AI displacement tracker only logs named roles and real deployments, filtering out speculative signals to ensure all recorded headcount shifts are quantified and tied to actual company announcements.

Can I notify stakeholders automatically when new AI displacement signals are found?

Yes, you can optionally notify stakeholders automatically when the weekly scan completes, as the workflow logs new findings and updates memory topics while triggering stakeholder notifications.

What is the best way to categorize AI headcount shift data by role and industry?

The best way to categorize AI headcount shift data is by scoring and grouping signals based on displacement type and named role, then storing structured results in memory topic files for ongoing analysis.