Access before novelty
Solve a real constraint.
The most promising applications help people navigate information or services that were previously costly, confusing, distant, or difficult to use.
STIPDOT / Field note / AI & life
A better future is one where intelligence is more widely available.
AI can make daily life more dignified when it helps people understand complex systems, access services, learn new skills, and maintain more time for one another.
Design for real circumstances
Life is not a clean input.
Useful consumer and public-interest systems need to work across languages, abilities, devices, time constraints, and uneven levels of digital confidence.
Keep people in charge
Assistance should strengthen agency.
The goal is clearer options and better support, not invisible decisions. People should be able to understand, question, and override the system.
Investor question
What human outcome improves?
We look for founders who can describe the positive change in a person’s life as clearly as they can describe their technology.
Apply the idea
A practical test: navigating an unfamiliar service.
Consider an assistant that helps someone understand a service application. Test it with different languages, accessibility needs, and levels of digital confidence. Ask whether it explains unfamiliar terms, identifies missing information, and distinguishes a suggestion from an official requirement. Let the person review every detail before anything is shared or submitted. An assistant can make a process faster while still leaving someone confused or dependent. The better measure is whether the person understands the next step and has more confidence and control in taking it.
The agent is not the product. The completed work is. ↗
The most useful way to assess an AI agent is not by how autonomously it appears to reason, but by whether it can own a valuable piece of work safely and repeatably.
Field note / AIGCGenerative AI should elevate taste, not erase it. ↗
AIGC creates an abundance of first drafts. Its lasting value will be measured by whether people can use that abundance to make better choices and more original work.
Field note / AI & workThe best AI gives people more room to do the work only they can do. ↗
The point of workplace AI is not to make people busier. It is to reduce avoidable coordination and give expertise, care, and judgment more room to matter.
Field note / TrustResponsible AI is the operating system for scale. ↗
As an AI product moves from a small group of enthusiastic users to consequential use, trust becomes an engineering, product, and leadership discipline.
Put the note to work01 02 03
Questions to take into a product review.
Start with the investor question: What human outcome improves?
Understanding
Can a person explain their options and the next step after using the product?
Reach
Who is excluded by the language, cost, device requirements, or assumed level of digital confidence?
Agency
Can the person decline, correct, or seek human support without losing access to the underlying service?