Rumor Mill

NAL-powered social belief propagation simulator

What

A web-based social simulation where 6 named AI agents live in a small town connected by friendships. An audience member injects a rumor into one agent. Each tick, agents gossip with a random friend - sharing beliefs encoded as NAL statements with frequency and confidence. Watch rumors spread, inflate, or collapse in real time as agents cross-check contradictory sources.

Why It Matters

Makes NAL belief revision tangible and entertaining. Instead of abstract truth values, you see Alice tell Bob a rumor, Bob revises his belief, then Bob tells Eve who already heard the opposite from Carol - and NAL revision produces a measured middle ground. Real uncertain reasoning, visualized.

How

Implementation Plan

Time Estimate

NAL revision engine: already built (revise_beliefs.py). Agent graph + tick loop: ~30 min. Frontend: ~1 hour. Total: deployable same session.

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