AI Is Smarter Than You Think—It's Just Trapped in a Chatbox
Ever feel like AI should be more helpful than it actually is? You're not alone—and the problem might not be the AI.
Ethan Mollick's latest post makes a compelling case: AI capabilities far exceed what most people experience, and the bottleneck is how we interact with it.
The Interface Is the Bottleneck
Research shows that when financial professionals used GPT-4o for complex valuation tasks, the productivity gains were partially offset by the "cognitive tax" of the chatbot interface.
The problems?
- Walls of text: Answers buried in five paragraphs
- Unsolicited suggestions: Ask about A, get recommendations for B, C, and D
- Conversation entropy: Once a chat gets messy, it stays messy
The people hurt most? Less experienced workers—the very ones who could benefit most from AI, if only they could keep track of what they were doing.
Specialized Interfaces Are Emerging
The solution: task-specific AI interfaces.
Programming leads the way:
- Claude Code works autonomously for hours
- OpenAI Codex and Google Antigravity offer similar capabilities
- But these assume you know Python and Git
Other professions are catching up:
- Google Stitch: Describe an app in natural language, get multiple interconnected screens
- Google Pomelli: Paste your website URL, get on-brand social media campaigns
- NotebookLM: AI built specifically for research and note-taking
Implications for Educators
1. Stop making students "chat" with AI Chatboxes aren't learning tools—they're information black holes. Students need structured, goal-directed AI interactions.
2. Choose specialized tools Writing tools for writing. Design tools for design. Programming tools for code. The era of one-chatbox-fits-all is ending.
3. Teach interface literacy One of the most important skills for the future? Understanding how to design human-AI collaboration interfaces.
The Real Question
If your students aren't getting results with AI, is the AI not smart enough—or are they using the wrong tool?
Chances are, it's the latter.