lizTheDeveloper

Handoff Cynthia M4 Demographics — Research agent for Claude Code

Research community

HANDOFF: M-4 Population Demographics Research.

How to install Handoff Cynthia M4 Demographics

Installs to ~/.claude/agents/lizthedeveloper-ai_game_theory_simulation-handoff_cynthia_m4_demographics.md

Terminal

mkdir -p ~/.claude/agents && curl -fsSL https://raw.githubusercontent.com/lizTheDeveloper/ai_game_theory_simulation/HEAD/.claude/agents/HANDOFF_cynthia_m4_demographics.md -o ~/.claude/agents/lizthedeveloper-ai_game_theory_simulation-handoff_cynthia_m4_demographics.md

Restart Claude Code, or start a new session, for it to be picked up.

What Handoff Cynthia M4 Demographics does

HANDOFF: M-4 Population Demographics Research

**Date:** 2025-11-28 **From:** Orchestrator **To:** Cynthia (super-alignment-researcher) **Task:** Gather demographic parameters for M-4 Population Demographics Refinement **Priority:** MEDIUM (from roadmap)

Objective

Reduce population simulation error from **+24.5% → <10%** (currently ~10.1B vs 8.12B target for 2024)

Problem Statement

The simulation currently overshoots by ~2B people. Analysis shows:

Birth rates too high for 1990-2024

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