JevMade field notes / Architecture and workflow guide

A tool to hide extra computer text from an AI assistant

This project cuts down long computer responses before an AI assistant reads them. The guide shows how the tool decides what text to keep and how to set it up for your own tasks.

Original by tamaratranRetrieval

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Credits and license

“jev-pruner” by tamaratran. Read the original source.

This expanded guide is an AI-narrated adaptation of the source’s essential explanation, examples and caveats, not a word-for-word reading. The synthetic voice does not imitate the author or imply their endorsement.

License: MIT

MIT License

Copyright (c) 2025

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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SOFTWARE.

Our summary

The author tests a way to help an AI assistant read long messages from other programs. When a computer prints thousands of lines of text, the assistant can get confused. This software tries to hide unneeded parts so the assistant only sees useful information.

The software catches the text and breaks it into smaller pieces. It uses Jev, an AI tool that chooses from options rather than writing an answer, to decide if each piece is important. If Jev thinks a piece matters for the current task, the software keeps it.

This method is useful for people building tools for AI assistants. It does not work perfectly and might accidentally hide important details. To use it, you need a private access code called an API key. It also skips certain types of files like saved code or structured data.

Key takeaways

The software sorts text into specific groups instead of asking the AI assistant to write a summary.
It saves a complete copy of the original text in case the assistant needs to check it later.
Test the rules with labeled examples to see what the software misses before changing how it works.

More guides →See the experiments →