USE-CASES

Jev showcases: what people build with a decision model

A categorised index of community submissions: agents, developer tools, interfaces, games and experiments. Each entry is one line about what it does and a link to the maker’s own post. This is an independent workspace, not the vendor.

Agents and browser use

Agents that ask for one bounded decision per step instead of generating the next action as text.

Gregor Zunic

A faster browser agent

A small open-source browser agent that rebuilds the page action space at every step and asks for the next action from it.

Notte

Jevmaxxing with Notte

Drives a cloud browser session over CDP, choosing each action from the current page and keeping a step-by-step replay.

sav

Computer use, sped up

Pairs computer-use control with a decision call per action, to see how much of a desktop loop a small model can carry.

Developer tools

Build-time and run-time helpers: routing, compaction, generated interfaces and command-line decisions.

tamara

Instant context compaction

Scores past tool calls to decide which ones to drop, instead of summarising the whole transcript with a language model.

Chris Tate

Decisions from the command line

A command-line tool an agent harness can call for yes-or-no questions, choosing between options, or scoring against criteria.

Chris Tate

Instant generative UI

Renders your own components and actions from a decision-shaped response, so an interface can be chosen rather than written.

Kevin Grajeda

A prompt difficulty classifier

Classifies a prompt as simple or hard while the user is still typing, so a fast mode can be offered before the request is sent.

Productivity and interfaces

Everyday software that reads intent: forms, spreadsheets, inboxes, notifications and input methods.

Zahle Khan

Jev board

An ambient input experiment: the keyboard itself asks what the next suggestion should be, at the edge of generative interfaces.

Tamir

JevForm

A form that decides which question to ask next instead of encoding the branching as nested conditions.

nader dabit

Spreadsheets that read intent

Type a column heading such as urgency and each row is rated against it as you work, within the time a keystroke allows.

Robert Yang

Semantic spreadsheet formatting

Applies formatting to a spreadsheet by judging what each cell means, rather than by matching rules a user wrote in advance.

nader dabit

Search your inbox by intent

Searches mail by what the message was about, which works on the small result set a keyword or semantic search has already narrowed.

Ethan

Quiet marketing notifications

Classifies incoming app notifications and messages as promotional or not, and mutes the promotional ones without deleting them.

Nikunj Kothari

Scoring 3,000 kids’ snacks

Runs a multi-criteria score across thousands of products in one batch, the shape most catalog and list work takes.

Data and research

Classification, ranking and retrieval over documents, feeds and search results.

Vishesh Baghel

Upweight for Hacker News

Sliders for technical depth, drama and practicality re-rank a shared feed for one reader, instead of one order for everyone.

fatwang2

Jev Search

An open-source search front end that chooses where to look and how to rank the results for a plain-language question.

Creative tools

Media, motion and capture: try-on, model routing for generation, screen flows and animated characters.

Nailthy Tang

Drape real-time virtual try-on

Reads a spoken transcript and what the person is wearing, picks an item from their wardrobe, and changes the outfit live.

omar

On-demand UI flow capture

A browser agent captures a fresh product flow for whatever interface pattern you ask for, rather than browsing a static library.

Higgsfield AI

Higgsfield model routing

Reads a generation prompt and picks which video and image models on the platform should handle it.

Joao Bortotti

Live 3D character expressions

Composes a 3D character’s expression from ten decisions per message — mouth, brows, eyes, cheeks, gaze and body — with no preset expressions.

Games

Games where a per-turn decision is cheap enough to make every turn, including experimental ones that did not work out.

appcypher

Mario Never Dies

Picks every move; on each death the sandboxed game state is forked into several timelines and the surviving run becomes the new canon.

toks

Doom with branching futures

Runs several futures in parallel from one checkpoint, then continues the game from the outcome a reviewing model rates best.

Hugo Montenegro

Codenames with Jev

A word game where a per-turn model call is affordable enough to run as part of ordinary play.

Sachin

Jev plays Catan

Several copies negotiate a board game against each other; the honest finding is that they stop trading and stall.

gokaygokay

A city on a whale

Splits a game across three models: one designs the world, one chooses each action, and one turns a decision into video.

Experiments

Open-ended attempts that show what a decision-shaped model can be pointed at.

amit

An audience of 100 personalities

A hundred on-screen characters each decide whether they are bored of you, so the audience reacts without a scripted animation.

Wayne Sutton

Ask Jev

A public toy that makes the point of the model: it will not answer your question, it will judge it.

trou

Turning signals into decisions

Reads dozens of structured trading signals at once and returns a decision, leaving execution of the trade to the surrounding system.

Browser extensions

Extension work that has to classify fast enough to run while a page is being read.

Zachi

An ad blocker with judgment

Classifies page elements as advertising or not and removes the ones that are, instead of matching a list of known networks.

Robotics and simulation

Target selection and control in simulated environments, where the decision is one step of a larger loop.

metr0x

MOSS litter-picking simulation

Chooses which object to collect from a spoken instruction, while a separate system handles the motion in simulation.

Finance

Research and rule-following experiments, published as experiments rather than as advice.

Abol

News-driven stock research

Filters a news stream down to the companies worth a closer look, as a research step rather than an order.

A customer message enters your label rules, becomes a typed category, and reaches a queue with a review path.
A customer message enters your label rules, becomes a typed category, and reaches a queue with a review path.

What this index is, and what it is not

Every entry comes from a public submission by its maker and links to that submission, so you can read the original instead of trusting our summary. We group the entries by the category the maker filed them under and write one line describing what the project does. We do not re-host their code, their video or their text, and this page is not an endorsement of any of them.

An index is a reading list, not a benchmark. Nothing here was measured by this workspace, and a project that appears to work in a demo may not survive production traffic, a provider change or a terms-of-service review. Treat each entry as an idea and a starting point, then check the maker’s own repository or demo before relying on it.

What Jev is · Decisions with human review

Read the quoted numbers as the maker’s claim

Some screenshots quote a cost per decision or a latency. Those are the maker’s measurements from their own setup: their model route, their input length, their hardware and their network. A number like that does not transfer to your traffic, and we deliberately do not repeat the figures as if they were ours.

What this workspace charges is documented instead: one credit per completed decision, with the limits on the rate-limits page and the request contract in the API docs. If you need to compare providers on price, do it against your own inputs rather than against a screenshot.

Rate limits and credits · Request contract

The patterns that repeat across these submissions

Four shapes come up again and again. First, a decision per step inside a loop: an agent asks what to do next from the actions a page actually offers. Second, a decision per row at volume: scoring or labelling thousands of rows in a batch, where one wrong label is cheap and a slow pipeline is not. Third, a decision that picks a branch in an interface: a form choosing its next question, a spreadsheet rating a row, an inbox searching by intent. Fourth, a decision that routes: picking a model, a queue, or a next work path from candidates that already exist.

The shared trait is that the question is bounded and the answer domain is written by the caller. None of the interesting entries generate prose; they choose among options the surrounding system then acts on.

Text classification via API · Evaluate before automating

Put one of these boundaries in your own product

Start with the trial on this site: paste a representative message, set the labels your process already uses, and look at the result and the review flag. If the answer is good enough for the smallest useful step, connect it through MCP for an agent or REST for a server, with a key from your own workspace.

Keep the authorization, the irreversible actions and the acceptance tests outside the model. A showcase is an idea for where a decision goes in a workflow; the permission to act on it stays with your application and its user.

Try a decision · Connect an agent · MCP setup

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