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Caihao Cui

Caihao Cui

Knowledge Grounds Action; Learning Nurtures Virtue.

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A modern artistic depiction showing the balance between externality and coercion. A structure of precise transparent tracks and protective containment shields safely captures gray bubbles representing negative externality and converts them into glowing golden energy flows, demonstrating public order and harmony achieved through systemic coercion, in warm, premium tones.

Externality: Why Free Societies Also Need Coercion

10 June 2026·2652 words·13 mins

A mechanical model of gears and tracks representing incentive compatibility, where individual gear movements naturally drive the system forward, rendered in a modern color palette showing order and harmony.

Incentive Compatibility: A Good System Should Not Rely on Fear or Gratitude

10 June 2026·3053 words·15 mins

A modern artistic representation of the lemon market and procedural justice. Inside an inverted glass spiral funnel, dim, rusty components leak out from the bottom, while bright, warm golden components are filtered, sorted, and smoothly outputted along transparent tracks, rendered in premium neutral colors with a futuristic, clean structure.

The Market for Lemons: Don't Just Reward Good and Punish Evil, Make Quality Verifiable

10 June 2026·3091 words·15 mins

A transparent bridge in a modern city with floating nodes for handshake, dialogue, boundaries, repair, and shared expectations, showing li as an interface for cooperation.

Li (Ritual Propriety): The Social Interaction Protocol

5 June 2026·3094 words·15 mins

A visual metaphor depicting a powerful, untamed wild horse representing large language models (LLMs), being guided and controlled by an intricate harness system. The harness components, labeled as 'constraints,' 'guidance,' 'verification,' and 'correction,' symbolize the engineering framework that brings reliability and control to AI deployments, transforming raw power into directed, productive capability for real-world tasks.

No More 'Playing It By Ear': Why Harness Engineering is Becoming Key to AI Production Deployment?

4 June 2026·1416 words·7 mins