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Introducing Jev: A Smart Task Classifier and Model Router

Explore how Jev enhances task classification and model routing in Keen Code, streamlining coding processes.

Time saved
0h / week
Setup time
Not stated
Running cost
Not stated
Cost range
Free

The problem it solves

Managing tasks in coding can be complex, especially when determining the nature of each task. Developers often struggle with classifying tasks accurately, which can lead to inefficiencies and miscommunication. Jev addresses this by providing a clear classification system that helps in routing tasks to the appropriate models based on their complexity.

How it flows
  1. Task Classification
  2. Model Routing
  3. User Configuration

Step-by-step setup

  1. Classify User Messages

    For each message received from the user, Jev classifies the task into one of three categories: simple, standard, or complex.

  2. Determine New Task Probability

    Keen Code queries Jev to assess whether the task is a new one, providing a probability score to guide further actions.

  3. Switch Models Based on Classification

    Using a heuristic approach, Keen Code switches to the appropriate pre-configured model based on the classification result, ensuring optimal task handling.

Coding · Advanced
  1. Write migration plan
  2. Agent edits in batches
  3. Tests per batch

Ship a 40-file refactor with a coding agent

Plan, execute and review a cross-cutting refactor in small batches, with Claude Code making the edits and GitHub Copilot reviewing each PR.

Claude Code · GitHub Copilot
Coding · Intermediate
  1. PR opened
  2. Copilot inline review
  3. Claude risk summary

Automated first-pass review on every pull request

Copilot and Claude review each PR for bugs, missing tests and risky changes before a human looks, so reviewers can focus on design.

GitHub Copilot · Claude · Slack
Coding · Advanced
  1. Run coverage
  2. Pick 3 riskiest files
  3. Write + run tests

Generate missing unit tests for untested modules

Claude Code reads your coverage report, picks the riskiest untested modules and writes unit tests that pass, one small PR at a time.

Claude Code · GitHub Copilot · Slack