0xjacobzhao’s Substack

Turning Probability into Assets: A Look Ahead at Prediction Market Agents

Prediction markets are evolving into a global truth layer and we may be on the verge of a Prediction Market Agent breakout.

Mar 4 • 0xjacobzhao

3

让概率成为资产：预测市场智能体前瞻

预测市场正从类博彩的下注工具演化为金融与企业可调用的“全球真相层”，而预测市场智能体的价值不在于预测更准，而在于通过 数据→错价识别→仓位风控→自动执行 的架构，将概率偏差转化为可编程的资产管理策略；随着套利策略、规则化资金管理与基础设施成熟，我们或正处在预测市场智能体爆发的前夜。

Mar 4 • 0xjacobzhao

February 2026

Ethereum Repricing: From Rollup-Centric to Security Settlement Layer

Author: 0xjacobzhao | https://linktr.ee/0xjacobzhao

Feb 16 • 0xjacobzhao

以太坊再定价：从 Rollup-Centric 到“安全性结算层”

以太坊正在进入“L1优先+ L2…

Feb 10 • 0xjacobzhao

January 2026

Noya.ai: Agents in Prediction Markets

Author: 0xjacobzhao | https://linktr.ee/0xjacobzhao

Jan 5 • 0xjacobzhao

6

1

Noya.ai 研报：预测市场智能体的前瞻

作者：0xjacobzhao | https://linktr.ee/0xjacobzhao

Jan 5 • 0xjacobzhao

4

December 2025

Reinforcement Learning: The Paradigm Shift of Decentralized AI

Author: 0xjacobzhao | https://linktr.ee/0xjacobzhao

Dec 23, 2025 • 0xjacobzhao

1

强化学习：去中心化 AI 网络的范式变迁

作者：0xjacobzhao | https://linktr.ee/0xjacobzhao

Dec 23, 2025 • 0xjacobzhao

Machine Economic Order: A Full-Stack Pathway to Agentic Commerce

Author: 0xjacobzhao | https://linktr.ee/0xjacobzhao

Dec 16, 2025 • 0xjacobzhao

2

机器的经济秩序：智能体商业的全栈路径

作者：0xjacobzhao | https://linktr.ee/0xjacobzhao

Dec 16, 2025 • 0xjacobzhao

1

November 2025

The Convergent Evolution of Automation, AI, and Web3 in the Robotics Industry

Author: 0xjacobzhao | https://linktr.ee/0xjacobzhao

Nov 18, 2025 • 0xjacobzhao

1

机器人产业畅想：自动化、人工智能与 Web3 的融合进化

作者：0xjacobzhao | https://linktr.ee/0xjacobzhao

Nov 18, 2025 • 0xjacobzhao