JevMade field notes / Integration walkthrough

Help an AI assistant find the right saved information

This guide shows how to help an AI assistant find useful saved facts. It uses a tool to ask yes-or-no questions about many facts at once, keeping only the information needed to answer a user.

Original by samdotmakRetrieval

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Credits and license

“Rerank agent memories with batched yes-or-no judgments” by samdotmak. 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) 2026 Samarth Makhija

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
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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SOFTWARE.

Our summary

This project helps an AI assistant find the right saved facts to answer a user. Normal search methods often miss important details if the words do not match exactly. This approach tries to find useful information without being too slow or expensive.

The software uses Jev, an AI tool that chooses from options rather than writing an answer. It gives each saved fact a short label and asks Jev a yes-or-no question about it. The software then keeps only the facts that score high enough to pass a chosen cutoff point.

This is for people building AI software. To use it live, you need a private access code from TypeSafe. You must test your cutoff point with real examples to ensure the software does not miss important facts or keep useless text.

Key takeaways

Give each saved fact a label so the software can organize answers without generating new text.
Group yes-or-no questions together in one request to save time when checking many different facts.
Test your cutoff score with examples of missed facts and useless text to find the right balance.

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