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ybeven / 4D-ARE

Build LLM agents that explain why, not just what. Attribution-driven agent requirements engineering framework. Based on the 4D-ARE Paper - https://arxiv.org/abs/2601.04556

Why this job: matched by what the repo talks about: agent, framework, llm, engineer

What it does

  • D_R (Results). Observable outcomes - display only
  • D_P (Process). Operational factors - interpret + recommend
  • D_S (Support). Resource factors - suggest for review
  • D_L (Long-term). Environmental factors - context only

Get started

pip install four-d-are
Maintenance
Active
Last commit 40 days ago
Stars
182
On GitHub
Licence
MIT
Allows business use
Downloads for
None listed
No release files
Latest version
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No releases
Built with
Python
100% of the code

Is it looked after?

Contributors
2
Last 90 days
Issues
None
No issues filed
Pull requests
1 merged
0 waiting
Releases
None
Never published
More: languages, topics and project record

Languages

  • Python 100%

Topics

  • agents
  • causal-reasoning
  • llm
  • mcp
  • prompt-engineering
  • python

Project record

  • JobAgent frameworks
  • StatusListed
  • Commits3
  • Forks19
  • Watching9
  • Stars in 28 days0
  • CreatedJan 9, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 7, 2026

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