Dr.Jingle · 金狗博士
Dr.Jingle

Series

AI Agent Pitfalls

From demo hype to PMF: real traps in Agent startups, memory design, and job displacement.

5 articles in this series

  1. 01
    AI 1.0 / 2.0 / 3.0: Mapping the Agent Economy with the Web 1.0 → 3.0 Framework

    Agent Economy: when agents gain memory and multi-step autonomy, humans, firms, and agents all become economic actors. This piece maps AI 1.0…

  2. 02
    The AI Agent Hype Trap: 95% of Projects Still Don't Make Money

    Agents that demo beautifully often fail the business test: who pays, how much, and which cost line moves? MIT NANDA's 2025 enterprise survey…

  3. 03
    AI Agent Builders Are Falling Into a New Kind of Vanity Trap

    MIT NANDA finds 95% of enterprise GenAI spend shows no measurable ROI. Agent demos look like digital employees—but mistaking "I can build it…

  4. 04
    Are AI Agents Crypto's Ultimate Users?

    Alchemy CEO Nikil Viswanathan argues crypto was built for AI agents—not humans. Permissionless rules, transparent contracts, and 24/7 execut…

  5. 05
    Teaching Agents to Forget: Why Unlearning Beats Remembering

    When autonomous agents can't store all history, selective forgetting prevents long-horizon drift. Research commentary on memory architecture…