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JevMade field notes / Technical guide

Use Jev as one step in an Effect-based AI assistant

effect-uai supplies small building blocks for custom AI assistants. It lets a program use Jev for focused decisions alongside other models that write text, while keeping the sequence of actions under program control.

Original by betalyraAgent workflows

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Credits and license

“effect-uai” by betalyra. 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 Betalyra Sociedade Unipessoal Lda.

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

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Our summary

An AI assistant often repeats a cycle: inspect information, ask a model, and perhaps use a tool. effect-uai provides building blocks for that cycle rather than choosing the whole design. It uses Effect, a programming toolkit that makes failures and outside dependencies explicit.

The application keeps track of what has happened and decides which model or tool to call next. Its Jev connection supplies choices, ratings, and yes-or-no estimates. Other connections can write text, without pretending that a written reply and a focused decision are the same thing.

The project is experimental and warns that even smaller releases may break existing code. Building the loop leaves important work to its developers: limit repeated attempts, handle failed services, restrict tool permissions, and choose a stopping rule. This is not a ready-made assistant.

Key takeaways

  1. Use Jev for a decision step, not as a writing model.
  2. The application remains responsible for the order of actions.
  3. Expect changes and test failure paths while the library is experimental.

The project labels itself experimental and below version one. JevMade reviewed documentation only and did not run its packages.

GitHub README · Source reviewed

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