“Your competition is not AI but people lazily prompting AI.”
Paras Chopra, September 2026
The default output of a frontier agent is a floor everyone gets for free. You are paid for your height above it, the delta, and only for as long as the floor stays below you. These four tabs let you move the floor and watch what survives.
A chatbot answers. An agent finishes the job.
Same request on both sides. The left is what a lazy prompter gets. The right is what a frontier agent does when it has a goal, tools and permission to loop, including catching its own mistake at step 5.
Chatbot, one shot
make a ratios worksheet for grade 7
Sure! Here are 10 questions on ratios: 1. Simplify 12:18. 2. A recipe uses 3 cups of flour for every 2 cups of sugar… 3. …
Text in, text out. No tools, no checking, no memory of Tuesday's lesson, no sources. This is the default output. It is already decent, and that is the entire problem the tweet points at.
Agent: goal, loop, done
Search the webRun codeRead and write filesUse a browserSend messages
Frontier means the best agents available this month, from the top few labs, usually on paid tiers. A capability map built on a free chatbot is a map of 2024.
Capability is not one number. It is a jagged edge that keeps moving.
Drag the year. Watch tasks cross the dashed line, the point where the default output stops being “fine” and becomes spectacular. Then look at the two striped rows that never move.
2022
Illustrative estimates chosen to show the shape, not measurements. Rebuilding this chart with your own tasks every few weeks is the skill the tweet calls a deep understanding of what frontier agents are capable of.
You are paid for the gap, not the output.
Set what you bring. The grey block is the default everyone gets free. The coloured blocks are your delta. Then push time forward and see which blocks the default swallows.
Lazy prompter: the default
You: the default plus your delta
defaultcapability mapworkflowprivate contexttaste and verificationceiling, 100
default quality, free to everyone
your quality delta, the only thing you are paid for
chance a buyer picks you over a lazy prompter
share of your delta that survives the frontier moving
How it is computed: the default rises toward 98 at a speed set by the domain; quality is capped at 100; capability-map and workflow contributions halve every 1 and 1.5 years unless refreshed; taste halves every 6 years; private context and trust do not decay. Chance of being picked is a logistic curve over quality delta plus trust. Numbers are illustrative; the shape is the lesson.
Every delta has a half-life. Not all half-lives are equal.
Each row is a place your delta can come from. The bar is roughly how long that layer keeps its value once the frontier moves. Green and blue stay yours. Amber and red get absorbed into the default.
LayerHow long the advantage lastsDoes a lazy prompter have it?
Problem selectiondeciding what is worth making at all
No
Trust and accountabilityyour name on it; someone the parent can call
No
Private contextfacts the model was never given
No
Taste and verificationgreat versus plausible; checking every answer
No. That is what “lazy” means
Domain expertisewhat lets you push further and catch errors
Varies
Workflow and orchestrationpipelines, tools, checkpoints
Partly; products ship it
Capability mapwhat the frontier can do this month
A stale copy
Prompt wording tricksthe magic phrase
Yes, it is the default now
The lazy prompter's kit: a stale map, the default workflow, and whatever the model already knows. Every green and blue row is empty for them. Your delta is the height of your stack above theirs, and only the green and blue part of that height is still there in two years.