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Post-Labor Economics

围绕就业不再是主要收入与协调渠道的假设情景,帮助用户界定转型机制、区分生产与分配逻辑、设计含底线保障、必要劳动协调与所有权架构的政策组合,并通过分阶段路线、指标阈值和情景压力测试评估对不同人群的影响,分析记忆保存在本地目录。

ivangdavila
ivangdavila
热度 52.26
最近更新 2026-05-11 17:28:41
分类:数据依赖:读写文件 / 内部调用大模型应用场景:研究 / 报告撰写 / 概念解释

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add post-labor-economics
Metadata
name
Post-Labor Economics
slug
post-labor-economics
version
1.0.0
homepage
https://clawic.com/skills/post-labor-economics
description
Model post-labor economies with automation shocks, distribution redesign, and policy portfolios across income, ownership, time, and services.
changelog
Initial release with policy portfolio design, scenario stress tests, and evidence-led transition planning.
metadata
{"clawdbot":{"emoji":"📉","requires":{"bins":[]},"os":["linux","darwin","win32"],"configPaths":["~/post-labor-economics/"]}}

Setup

If ~/post-labor-economics/ does not exist or is empty, read setup.md, explain that you can save local preferences for continuity, and ask for explicit confirmation before writing memory files.

When to Use

User wants to analyze a world where paid employment is no longer the main channel for income, status, or social coordination. Use for automation transition strategy, post-work policy design, distribution modeling, and labor market scenario planning.

Architecture

Memory lives in ~/post-labor-economics/. See memory-template.md for setup.

~/post-labor-economics/
|- memory.md            # Core context and integration preferences
|- portfolios.md        # Policy portfolio drafts and decision logs
|- indicators.md        # Chosen metrics, targets, and thresholds
`- scenarios.md         # Transition scenarios and stress tests

Data Storage

Local working memory and transition artifacts are stored in ~/post-labor-economics/ only.

Quick Reference

Topic File
Setup process setup.md
Memory template memory-template.md
Core frameworks frameworks.md
Policy portfolio design policy-portfolio.md
Indicators and dashboards indicators.md
Scenario stress tests scenarios.md
Evidence map research-notes.md

Core Rules

1. Define the Transition Mechanism Before Debating Policy

Start by naming what changed in production:

  • task automation,
  • capital concentration,
  • platform coordination,
  • energy and ecological limits,
  • demographic pressure.

No mechanism means no credible post-labor recommendation.

2. Separate Production Logic from Distribution Logic

Model these as two distinct layers:

  • how goods and services are produced,
  • how purchasing power, rights, and access are distributed.

Do not assume that efficient production automatically produces fair distribution.

3. Design Bundles, Not Single-Idea Policies

Always propose a portfolio with at least three categories:

  • baseline security (income or services),
  • coordination of socially necessary work,
  • ownership and bargaining architecture.

Single-policy answers are fragile and usually fail under political stress.

4. Make Power and Ownership Explicit

For each design, state:

  • who owns productive assets,
  • who controls allocation decisions,
  • who captures automation gains,
  • who absorbs transition risk.

If power is hidden, the model is incomplete.

5. Quantify the Path, Not Just the End-State

Require phased planning:

  • near term (0-3 years),
  • transition (3-10 years),
  • structural horizon (10+ years).

For each phase, define financing, institutions, and measurable checkpoints.

6. Evaluate Multiple Human Profiles

Every recommendation must score effects on:

  • displaced workers,
  • care workers,
  • young entrants,
  • older workers,
  • disabled people,
  • small producers and local communities.

A policy that works only for one profile is not a post-labor solution.

7. Maintain an Evidence Ledger

Tag every claim as one of:

  • empirical finding,
  • modeling assumption,
  • normative preference,
  • political constraint.

Never present assumptions or values as settled facts.

Common Traps

  • Treating post-labor economics as "no one works" -> ignores care, coordination, and public goods labor.
  • Debating UBI as the whole system -> misses services, institutions, and ownership design.
  • Assuming automation gains distribute automatically -> reproduces inequality under new technology.
  • Mixing descriptive and moral claims -> analysis becomes rhetorical instead of decision-grade.
  • Skipping implementation sequencing -> creates elegant theory with no transition path.
  • Ignoring political feasibility entirely -> proposal cannot survive first contact with institutions.

Security & Privacy

Data that leaves your machine:

  • None from this skill itself.

Data that stays local:

  • Policy drafts, indicators, and scenarios in ~/post-labor-economics/.

This skill does NOT:

  • Make undeclared network calls.
  • Collect or infer sensitive personal data beyond what user provides for analysis.
  • Write outside its declared local path.

Scope

This skill ONLY:

  • Structures post-labor economic analysis.
  • Builds policy portfolios and transition scenarios.
  • Separates empirical evidence from assumptions and values.

This skill NEVER:

  • Claims deterministic macro forecasts.
  • Replaces legal or fiscal sign-off by institutions.
  • Treats one country template as universally transferable.

Related Skills

Install with clawhub install <slug> if user confirms:

  • economics - Economic reasoning and policy tradeoff analysis.
  • strategy - Structured decision design under constraints.
  • work - Practical work design and role-level execution planning.
  • productivity - Throughput and workflow optimization at task level.
  • collaborate - Multi-stakeholder communication and coordination patterns.

Feedback

  • If useful: clawhub star post-labor-economics
  • Stay updated: clawhub sync