Expression Precision helps people say what they mean, and helps AI agents understand what the user actually wants before they execute.
“Make this page feel more advanced.”
Do you mean more minimalist, more futuristic, more luxury-brand-like, clearer information hierarchy, or more refined motion?
It turns low-resolution feelings, feedback, boundaries, and ideas into concrete language without adding false certainty.
“I am annoyed.” → “This is closer to feeling out of control after repeated interruptions.”
Put it in front of coding, design, writing, support, research, HR, or product agents whenever user intent is underspecified.
“Build something premium.” → “Premium in visual style, information hierarchy, animation quality, or brand tone?”
Makes the wording smoother, or starts executing, while preserving the same ambiguity.
“I can make the page more professional and visually appealing.”
Finds the missing facts, asks targeted choices, and only then produces language or hands off a clarified task.
“Before changing the page, choose which meaning of ‘advanced’ matters: minimalism, technology, luxury, hierarchy, or motion.”
The skill keeps the user in control of the meaning. It does not guess motives, invent facts, or let an agent run on an unclear instruction.
Locate vague states, emotional labels, big words, unclear references, and instructions that hide multiple possible meanings.
Use concise multi-select questions, including a “None of the above” path when the current hypotheses miss the user's meaning.
Return a precise name, concrete explanation, copy-ready expression, or clarified task that another person or agent can act on.
“I am really annoyed today.”
This is closer to losing control after being repeatedly interrupted. What you want is not comfort, but to regain your rhythm.
Diary apps, Notion, Obsidian, Apple Journal, AI diary tools
“I want to tell a friend I feel uncomfortable, but I do not know how.”
I am not blaming you for not replying. I just suddenly felt that I was expecting more from this relationship than you were.
Partner talks, friendship, family, apologies, boundaries
“This product experience is bad.”
First-time users do not know what to click next. The primary and secondary buttons have similar visual weight, increasing decision cost.
1:1s, product reviews, customer feedback, retros, interviews
“I want to write a complex kind of loneliness.”
This is closer to invisible loneliness or emotional exile: sitting in a crowd, but feeling as if life has muted you.
Writing, scripts, fiction, brand voice, speeches, lyrics
“Help me make a more advanced page.”
Does advanced mean more minimalist, more futuristic, more luxury-brand-like, clearer hierarchy, or more refined motion?
Coding agents, design agents, support agents, product agents
Invoke the skill before a coding, design, writing, research, support, HR, or product agent acts on a vague request.
$expression-precision Help me make this onboarding flow feel more premium.
A bilingual guided interface that makes the clarification process visible for demos, writing, feedback, and self-expression.
“Make this page feel more advanced.”
Clarified intentThe hackathon demo uses a deployment-only Qwen key stored in Vercel server-side environment variables. The browser sends user text to the server route; the key never reaches client code.
A self-hosted copy keeps your model key and budget controls in your own deployment environment.
People can open the Studio and immediately test the product. Cost control belongs in rate limits and the model provider dashboard.
Try the guided workflow with your own vague thought, or load the built-in sample when the live API is unavailable.
Launch Expression Precision