AI × Crypto

Arcus is a live Robinhood Chain perps and tokenized-stock venue with real growth, but live data weakens the high-conviction moat case: distribution is shared, Lighter is larger on the same chain, and the asset remains a watchlist candidate until scale, token design, and adoption improve.

Flap 是 BNB Chain 上最赚钱的代币发射台之一，也是「代币税 + 代币化美股」叙事的大规模实验；但增长高度依赖 bStocks 热潮和 BNB Chain 活动，且无平台币承接现金流。

Stripe 的核心赌注不是押 AI 模型层或应用层赢家，而是控制每一笔由 AI 驱动产生的商业流量；真正要盯的是客户收入质量、上探企业客户后的费率稀释，以及 Tempo 对旧现金牛的自我替代速度。

Astera Labs 是纳斯达克上市的 AI 机柜级连接芯片公司，基本面增长极强，但约 40x TTM 营收、客户集中、毛利率下台阶和营运资本膨胀意味着现价买的是优质增长，不是安全边际。

Self-Harness 把 agent harness 工程从人工调 prompt，推进到由目标模型自己挖掘失败、提出最小修改、并用 held-in/held-out 任务验证的可审计自我改进循环。

StonkBrokers is a live early-mainnet NFTFi app on Robinhood Chain, where the NFT is the real product and $STONKBROKER is the speculative chip used to buy it; the architecture is live, but sustainable economics are not proven.

Agent to Earn is not about running AI agents to mine tokens. The durable opportunity is financial infrastructure for Autonomous Economic Agents: wallets, x402/AP2/ACP payments, policy engines, API/MCP marketplaces, reputation, and treasury systems.

Agent to Earn 不是运行 AI Agent 挖 Token，而是 Autonomous Economic Agent 的金融基础设施：Agent Wallet、x402/AP2/ACP 支付、Policy Engine、MCP/API 市场、信誉与 Treasury。