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JEV use cases

94 published use cases that name JEV.

Spectra System with Deepgram Flux for STT

added by @allietheicon

The Spectra system utilizes Deepgram Flux for speech-to-text functionality, providing end-of-turn reports with probabilities. This setup ensures high accuracy and quick responsiveness for agent interactions.

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Cost-effective Decision Routing with Jev 1.13

added by @orbitalisVector

Transition from Opus 5.5 to Jev 1.13 to reduce daily costs from $60–80 to 42 cents. Jev efficiently manages decision-making tasks by selecting from predefined options, while maintaining control over the final output.

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Internal Testing of Code Review Process

added by @dkubb

The team is testing an internal process that utilizes Jev to identify specific rule failures in code, which are then verified by an LLM. This approach appears effective and may reduce costs by addressing simpler issues before conducting more thorough reviews.

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Custom Bookkeeping Software with Agent Integration

added by @timthecpa

A user-developed bookkeeping software integrates an agent named Greg to assist with accounting tasks. The system handles 90% of the monthly workload, leaving only complex judgment calls to the user.

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Building with Jev for MemX App

added by @atripat

The MemX app successfully replaced FastText and a multi-stage Gemini pipeline with a single Jev call, achieving approximately 98% accuracy. Explore the full experiment and insights in the linked video.

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Daily Tool Scout for Trending Free Plugins

added by @Busifier

A tool that identifies trending free plugins and skills daily, classifying and rating them for agents using Jev.

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On-Device Speech Recognition Improvements

added by @shan3v

The author reports that on-device speech-to-text (STT) and text-to-speech (TTS) technologies are improving. They transitioned from Apple's STT to Grok Transcribe and Jev, achieving better performance, especially with technical terms.

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Jevvy Plugin for Auto-Approving Commands

added by @panachy

Jevvy is a plugin designed for auto-approving harmless commands using Jev on OpenCode and Claude Code.

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Email Sorting with Jev

added by @ogandreakiro

Users are leveraging Jev to retroactively label their entire inbox and instantly delete incoming spam, achieving results in just seconds.

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Improving Headstand Skills with Alo Moves

added by @georgia_hirth

Utilizing Jev to enhance headstand techniques by categorizing 4,746 classes from Alo Moves Wellness Club.

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AI Tool for Twitter Feed Classification

added by @JonahDevs

A user employs Jev to filter out 90% of spam from their Twitter feed, showcasing AI's role in managing content.

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Custom Legal Jev Model for Trademark Classification

added by @eeuhn

Developed a custom Jev model to classify trademarks under the Abercrombie spectrum, achieving a 75.8% accuracy on LegalBench's Abercrombie test after 7 minutes of training on Google Colab.

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Automated RSS Feed Curation Process

added by @flexdinesh

This process involves handpicked RSS feeds and an automated curator that evaluates date-bound feeds. A custom set of heuristics is used to score and rank posts, with top selections identified through a classifier.

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Instagram Post Sorting Tool

added by @Jajwinder3362

A tool that organizes 3,021 saved Instagram posts into 12 folders using AI. Developed in one day with Claude Code and an AI judge model.

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Expense Categorizer for UPI Payments

added by @AryanPatani187

Developed a small expense categorizer for UPI payment notes using TypeSafe AI's Jev model. The focus was on the testing process rather than just the model implementation.

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AI Model for Fast Text Judgments at 23andMe

added by @frederikhermann

23andMe utilizes Jev, a System One AI model, to evaluate text for voice, clarity, and accuracy. This approach allows for rapid assessments, significantly reducing costs and speeding up the review process.

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DeepSeek Harness and Jev Code Repository

added by @grivn_eth

Access the code, prompts, and run records for results recomputation built on DeepSeek Harness and Jev. Feedback and questions are encouraged.

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Shared Inbox Router Development

added by @calcsam

A shared inbox router has been developed using Jev and Mastra technologies.

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AI Emoji Picker Development Insights

added by @steventey

The AI emoji picker was initially built using Jev, which required extensive input tokens due to the entire emoji catalog. It was later refactored to a vector index on Upstash, significantly reducing costs.

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Effective Team Setup with Dots-Agent-Team

added by @Av1dlive

Utilize the dots-agent-team to streamline your goals with a simple setup process. This method has proven effective for agents seeking efficiency.

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Email Sorting Tool Using JEV

added by @NavneetTri29223

This tool organizes emails as you scroll, maintaining the privacy of the content. It is still in development but shows promising progress.

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Skills for Muse Agents

added by @jkpelaez

Muse agents can have skills installed, which are packaged capabilities with specific instructions and tooling. One example is the jev-agent, which provides typed AI judgments through a decision API for classifying CRM records.

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Pac-Man Game with Adaptive NPC Decisions

added by @4484

A new Pac-Man game features Jev from @typesafeai, who streams the game's decision-making. This innovation could lead to cheaper and faster non-scripted decisions in open-world games, allowing more NPCs to adapt to their environment.

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Maelstrom LLM Component Arrangement

added by @ktrz__

Maelstrom utilizes an LLM to organize components based on user input. It features a planner that operates on Jev, designed to respond to structured questions regarding component specifications.

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