Source work
The Old Man at the Frontier Loses His Horse
Adaptation proposal
C · Structural skeleton only, reframed as an AI-native dilemma
Adaptation note
Proposal C retains the ancient reversal sequence—loss, gain, injury, and survival—while turning judgment itself into an AI-native causal force. A civic outcome intelligence assigns permanent beneficial/harmful verdicts that immediately alter resources and permissions; each individually defensible label helps produce the next reversal. The repair keeps historical judgments visible but gives their authority an expiry, links downstream consequences, preserves affected-party views, and requires reopening at defined milestones. Only the ancient Chinese structural sequence in Huainanzi, Renjian Xun was used; no modern translation wording, illustration, proverb explanation, or commercial retelling expression was copied.
Adapted into

AI Parable · Provisional Judgment
The Verdict That Knew When to Expire
Index labels every civic event beneficial or harmful, and each verdict immediately changes who receives resources, scrutiny, and permission. When one lost lease becomes abundance, injury, and survival in turn, she discovers that judgment does not merely describe consequences—it helps manufacture the next one.